Assignment 5
Jose Miguel Botero C, Karen Sofía Guerrero B, Juan José Gutierrez L, Juan Felipe Peña O, Marcela Mejía M
2022-06-13
DATASET: ISLR- Carseats
pacman::p_load(tidyverse,Lock5Data,ISLR,nycflights13,wooldridge,expss,hablar,rio,rstatix,ggpubr)
ISLR::Carseats## Sales CompPrice Income Advertising Population Price ShelveLoc Age Education
## 1 9.50 138 73 11 276 120 Bad 42 17
## 2 11.22 111 48 16 260 83 Good 65 10
## 3 10.06 113 35 10 269 80 Medium 59 12
## 4 7.40 117 100 4 466 97 Medium 55 14
## 5 4.15 141 64 3 340 128 Bad 38 13
## 6 10.81 124 113 13 501 72 Bad 78 16
## 7 6.63 115 105 0 45 108 Medium 71 15
## 8 11.85 136 81 15 425 120 Good 67 10
## 9 6.54 132 110 0 108 124 Medium 76 10
## 10 4.69 132 113 0 131 124 Medium 76 17
## 11 9.01 121 78 9 150 100 Bad 26 10
## 12 11.96 117 94 4 503 94 Good 50 13
## 13 3.98 122 35 2 393 136 Medium 62 18
## 14 10.96 115 28 11 29 86 Good 53 18
## 15 11.17 107 117 11 148 118 Good 52 18
## 16 8.71 149 95 5 400 144 Medium 76 18
## 17 7.58 118 32 0 284 110 Good 63 13
## 18 12.29 147 74 13 251 131 Good 52 10
## 19 13.91 110 110 0 408 68 Good 46 17
## 20 8.73 129 76 16 58 121 Medium 69 12
## 21 6.41 125 90 2 367 131 Medium 35 18
## 22 12.13 134 29 12 239 109 Good 62 18
## 23 5.08 128 46 6 497 138 Medium 42 13
## 24 5.87 121 31 0 292 109 Medium 79 10
## 25 10.14 145 119 16 294 113 Bad 42 12
## 26 14.90 139 32 0 176 82 Good 54 11
## 27 8.33 107 115 11 496 131 Good 50 11
## 28 5.27 98 118 0 19 107 Medium 64 17
## 29 2.99 103 74 0 359 97 Bad 55 11
## 30 7.81 104 99 15 226 102 Bad 58 17
## 31 13.55 125 94 0 447 89 Good 30 12
## 32 8.25 136 58 16 241 131 Medium 44 18
## 33 6.20 107 32 12 236 137 Good 64 10
## 34 8.77 114 38 13 317 128 Good 50 16
## 35 2.67 115 54 0 406 128 Medium 42 17
## 36 11.07 131 84 11 29 96 Medium 44 17
## 37 8.89 122 76 0 270 100 Good 60 18
## 38 4.95 121 41 5 412 110 Medium 54 10
## 39 6.59 109 73 0 454 102 Medium 65 15
## 40 3.24 130 60 0 144 138 Bad 38 10
## 41 2.07 119 98 0 18 126 Bad 73 17
## 42 7.96 157 53 0 403 124 Bad 58 16
## 43 10.43 77 69 0 25 24 Medium 50 18
## 44 4.12 123 42 11 16 134 Medium 59 13
## 45 4.16 85 79 6 325 95 Medium 69 13
## 46 4.56 141 63 0 168 135 Bad 44 12
## 47 12.44 127 90 14 16 70 Medium 48 15
## 48 4.38 126 98 0 173 108 Bad 55 16
## 49 3.91 116 52 0 349 98 Bad 69 18
## 50 10.61 157 93 0 51 149 Good 32 17
## 51 1.42 99 32 18 341 108 Bad 80 16
## 52 4.42 121 90 0 150 108 Bad 75 16
## 53 7.91 153 40 3 112 129 Bad 39 18
## 54 6.92 109 64 13 39 119 Medium 61 17
## 55 4.90 134 103 13 25 144 Medium 76 17
## 56 6.85 143 81 5 60 154 Medium 61 18
## 57 11.91 133 82 0 54 84 Medium 50 17
## 58 0.91 93 91 0 22 117 Bad 75 11
## 59 5.42 103 93 15 188 103 Bad 74 16
## 60 5.21 118 71 4 148 114 Medium 80 13
## 61 8.32 122 102 19 469 123 Bad 29 13
## 62 7.32 105 32 0 358 107 Medium 26 13
## 63 1.82 139 45 0 146 133 Bad 77 17
## 64 8.47 119 88 10 170 101 Medium 61 13
## 65 7.80 100 67 12 184 104 Medium 32 16
## 66 4.90 122 26 0 197 128 Medium 55 13
## 67 8.85 127 92 0 508 91 Medium 56 18
## 68 9.01 126 61 14 152 115 Medium 47 16
## 69 13.39 149 69 20 366 134 Good 60 13
## 70 7.99 127 59 0 339 99 Medium 65 12
## 71 9.46 89 81 15 237 99 Good 74 12
## 72 6.50 148 51 16 148 150 Medium 58 17
## 73 5.52 115 45 0 432 116 Medium 25 15
## 74 12.61 118 90 10 54 104 Good 31 11
## 75 6.20 150 68 5 125 136 Medium 64 13
## 76 8.55 88 111 23 480 92 Bad 36 16
## 77 10.64 102 87 10 346 70 Medium 64 15
## 78 7.70 118 71 12 44 89 Medium 67 18
## 79 4.43 134 48 1 139 145 Medium 65 12
## 80 9.14 134 67 0 286 90 Bad 41 13
## 81 8.01 113 100 16 353 79 Bad 68 11
## 82 7.52 116 72 0 237 128 Good 70 13
## 83 11.62 151 83 4 325 139 Good 28 17
## 84 4.42 109 36 7 468 94 Bad 56 11
## 85 2.23 111 25 0 52 121 Bad 43 18
## 86 8.47 125 103 0 304 112 Medium 49 13
## 87 8.70 150 84 9 432 134 Medium 64 15
## 88 11.70 131 67 7 272 126 Good 54 16
## 89 6.56 117 42 7 144 111 Medium 62 10
## 90 7.95 128 66 3 493 119 Medium 45 16
## 91 5.33 115 22 0 491 103 Medium 64 11
## 92 4.81 97 46 11 267 107 Medium 80 15
## 93 4.53 114 113 0 97 125 Medium 29 12
## 94 8.86 145 30 0 67 104 Medium 55 17
## 95 8.39 115 97 5 134 84 Bad 55 11
## 96 5.58 134 25 10 237 148 Medium 59 13
## 97 9.48 147 42 10 407 132 Good 73 16
## 98 7.45 161 82 5 287 129 Bad 33 16
## 99 12.49 122 77 24 382 127 Good 36 16
## 100 4.88 121 47 3 220 107 Bad 56 16
## 101 4.11 113 69 11 94 106 Medium 76 12
## 102 6.20 128 93 0 89 118 Medium 34 18
## 103 5.30 113 22 0 57 97 Medium 65 16
## 104 5.07 123 91 0 334 96 Bad 78 17
## 105 4.62 121 96 0 472 138 Medium 51 12
## 106 5.55 104 100 8 398 97 Medium 61 11
## 107 0.16 102 33 0 217 139 Medium 70 18
## 108 8.55 134 107 0 104 108 Medium 60 12
## 109 3.47 107 79 2 488 103 Bad 65 16
## 110 8.98 115 65 0 217 90 Medium 60 17
## 111 9.00 128 62 7 125 116 Medium 43 14
## 112 6.62 132 118 12 272 151 Medium 43 14
## 113 6.67 116 99 5 298 125 Good 62 12
## 114 6.01 131 29 11 335 127 Bad 33 12
## 115 9.31 122 87 9 17 106 Medium 65 13
## 116 8.54 139 35 0 95 129 Medium 42 13
## 117 5.08 135 75 0 202 128 Medium 80 10
## 118 8.80 145 53 0 507 119 Medium 41 12
## 119 7.57 112 88 2 243 99 Medium 62 11
## 120 7.37 130 94 8 137 128 Medium 64 12
## 121 6.87 128 105 11 249 131 Medium 63 13
## 122 11.67 125 89 10 380 87 Bad 28 10
## 123 6.88 119 100 5 45 108 Medium 75 10
## 124 8.19 127 103 0 125 155 Good 29 15
## 125 8.87 131 113 0 181 120 Good 63 14
## 126 9.34 89 78 0 181 49 Medium 43 15
## 127 11.27 153 68 2 60 133 Good 59 16
## 128 6.52 125 48 3 192 116 Medium 51 14
## 129 4.96 133 100 3 350 126 Bad 55 13
## 130 4.47 143 120 7 279 147 Bad 40 10
## 131 8.41 94 84 13 497 77 Medium 51 12
## 132 6.50 108 69 3 208 94 Medium 77 16
## 133 9.54 125 87 9 232 136 Good 72 10
## 134 7.62 132 98 2 265 97 Bad 62 12
## 135 3.67 132 31 0 327 131 Medium 76 16
## 136 6.44 96 94 14 384 120 Medium 36 18
## 137 5.17 131 75 0 10 120 Bad 31 18
## 138 6.52 128 42 0 436 118 Medium 80 11
## 139 10.27 125 103 12 371 109 Medium 44 10
## 140 12.30 146 62 10 310 94 Medium 30 13
## 141 6.03 133 60 10 277 129 Medium 45 18
## 142 6.53 140 42 0 331 131 Bad 28 15
## 143 7.44 124 84 0 300 104 Medium 77 15
## 144 0.53 122 88 7 36 159 Bad 28 17
## 145 9.09 132 68 0 264 123 Good 34 11
## 146 8.77 144 63 11 27 117 Medium 47 17
## 147 3.90 114 83 0 412 131 Bad 39 14
## 148 10.51 140 54 9 402 119 Good 41 16
## 149 7.56 110 119 0 384 97 Medium 72 14
## 150 11.48 121 120 13 140 87 Medium 56 11
## 151 10.49 122 84 8 176 114 Good 57 10
## 152 10.77 111 58 17 407 103 Good 75 17
## 153 7.64 128 78 0 341 128 Good 45 13
## 154 5.93 150 36 7 488 150 Medium 25 17
## 155 6.89 129 69 10 289 110 Medium 50 16
## 156 7.71 98 72 0 59 69 Medium 65 16
## 157 7.49 146 34 0 220 157 Good 51 16
## 158 10.21 121 58 8 249 90 Medium 48 13
## 159 12.53 142 90 1 189 112 Good 39 10
## 160 9.32 119 60 0 372 70 Bad 30 18
## 161 4.67 111 28 0 486 111 Medium 29 12
## 162 2.93 143 21 5 81 160 Medium 67 12
## 163 3.63 122 74 0 424 149 Medium 51 13
## 164 5.68 130 64 0 40 106 Bad 39 17
## 165 8.22 148 64 0 58 141 Medium 27 13
## 166 0.37 147 58 7 100 191 Bad 27 15
## 167 6.71 119 67 17 151 137 Medium 55 11
## 168 6.71 106 73 0 216 93 Medium 60 13
## 169 7.30 129 89 0 425 117 Medium 45 10
## 170 11.48 104 41 15 492 77 Good 73 18
## 171 8.01 128 39 12 356 118 Medium 71 10
## 172 12.49 93 106 12 416 55 Medium 75 15
## 173 9.03 104 102 13 123 110 Good 35 16
## 174 6.38 135 91 5 207 128 Medium 66 18
## 175 0.00 139 24 0 358 185 Medium 79 15
## 176 7.54 115 89 0 38 122 Medium 25 12
## 177 5.61 138 107 9 480 154 Medium 47 11
## 178 10.48 138 72 0 148 94 Medium 27 17
## 179 10.66 104 71 14 89 81 Medium 25 14
## 180 7.78 144 25 3 70 116 Medium 77 18
## 181 4.94 137 112 15 434 149 Bad 66 13
## 182 7.43 121 83 0 79 91 Medium 68 11
## 183 4.74 137 60 4 230 140 Bad 25 13
## 184 5.32 118 74 6 426 102 Medium 80 18
## 185 9.95 132 33 7 35 97 Medium 60 11
## 186 10.07 130 100 11 449 107 Medium 64 10
## 187 8.68 120 51 0 93 86 Medium 46 17
## 188 6.03 117 32 0 142 96 Bad 62 17
## 189 8.07 116 37 0 426 90 Medium 76 15
## 190 12.11 118 117 18 509 104 Medium 26 15
## 191 8.79 130 37 13 297 101 Medium 37 13
## 192 6.67 156 42 13 170 173 Good 74 14
## 193 7.56 108 26 0 408 93 Medium 56 14
## 194 13.28 139 70 7 71 96 Good 61 10
## 195 7.23 112 98 18 481 128 Medium 45 11
## 196 4.19 117 93 4 420 112 Bad 66 11
## 197 4.10 130 28 6 410 133 Bad 72 16
## 198 2.52 124 61 0 333 138 Medium 76 16
## 199 3.62 112 80 5 500 128 Medium 69 10
## 200 6.42 122 88 5 335 126 Medium 64 14
## 201 5.56 144 92 0 349 146 Medium 62 12
## 202 5.94 138 83 0 139 134 Medium 54 18
## 203 4.10 121 78 4 413 130 Bad 46 10
## 204 2.05 131 82 0 132 157 Bad 25 14
## 205 8.74 155 80 0 237 124 Medium 37 14
## 206 5.68 113 22 1 317 132 Medium 28 12
## 207 4.97 162 67 0 27 160 Medium 77 17
## 208 8.19 111 105 0 466 97 Bad 61 10
## 209 7.78 86 54 0 497 64 Bad 33 12
## 210 3.02 98 21 11 326 90 Bad 76 11
## 211 4.36 125 41 2 357 123 Bad 47 14
## 212 9.39 117 118 14 445 120 Medium 32 15
## 213 12.04 145 69 19 501 105 Medium 45 11
## 214 8.23 149 84 5 220 139 Medium 33 10
## 215 4.83 115 115 3 48 107 Medium 73 18
## 216 2.34 116 83 15 170 144 Bad 71 11
## 217 5.73 141 33 0 243 144 Medium 34 17
## 218 4.34 106 44 0 481 111 Medium 70 14
## 219 9.70 138 61 12 156 120 Medium 25 14
## 220 10.62 116 79 19 359 116 Good 58 17
## 221 10.59 131 120 15 262 124 Medium 30 10
## 222 6.43 124 44 0 125 107 Medium 80 11
## 223 7.49 136 119 6 178 145 Medium 35 13
## 224 3.45 110 45 9 276 125 Medium 62 14
## 225 4.10 134 82 0 464 141 Medium 48 13
## 226 6.68 107 25 0 412 82 Bad 36 14
## 227 7.80 119 33 0 245 122 Good 56 14
## 228 8.69 113 64 10 68 101 Medium 57 16
## 229 5.40 149 73 13 381 163 Bad 26 11
## 230 11.19 98 104 0 404 72 Medium 27 18
## 231 5.16 115 60 0 119 114 Bad 38 14
## 232 8.09 132 69 0 123 122 Medium 27 11
## 233 13.14 137 80 10 24 105 Good 61 15
## 234 8.65 123 76 18 218 120 Medium 29 14
## 235 9.43 115 62 11 289 129 Good 56 16
## 236 5.53 126 32 8 95 132 Medium 50 17
## 237 9.32 141 34 16 361 108 Medium 69 10
## 238 9.62 151 28 8 499 135 Medium 48 10
## 239 7.36 121 24 0 200 133 Good 73 13
## 240 3.89 123 105 0 149 118 Bad 62 16
## 241 10.31 159 80 0 362 121 Medium 26 18
## 242 12.01 136 63 0 160 94 Medium 38 12
## 243 4.68 124 46 0 199 135 Medium 52 14
## 244 7.82 124 25 13 87 110 Medium 57 10
## 245 8.78 130 30 0 391 100 Medium 26 18
## 246 10.00 114 43 0 199 88 Good 57 10
## 247 6.90 120 56 20 266 90 Bad 78 18
## 248 5.04 123 114 0 298 151 Bad 34 16
## 249 5.36 111 52 0 12 101 Medium 61 11
## 250 5.05 125 67 0 86 117 Bad 65 11
## 251 9.16 137 105 10 435 156 Good 72 14
## 252 3.72 139 111 5 310 132 Bad 62 13
## 253 8.31 133 97 0 70 117 Medium 32 16
## 254 5.64 124 24 5 288 122 Medium 57 12
## 255 9.58 108 104 23 353 129 Good 37 17
## 256 7.71 123 81 8 198 81 Bad 80 15
## 257 4.20 147 40 0 277 144 Medium 73 10
## 258 8.67 125 62 14 477 112 Medium 80 13
## 259 3.47 108 38 0 251 81 Bad 72 14
## 260 5.12 123 36 10 467 100 Bad 74 11
## 261 7.67 129 117 8 400 101 Bad 36 10
## 262 5.71 121 42 4 188 118 Medium 54 15
## 263 6.37 120 77 15 86 132 Medium 48 18
## 264 7.77 116 26 6 434 115 Medium 25 17
## 265 6.95 128 29 5 324 159 Good 31 15
## 266 5.31 130 35 10 402 129 Bad 39 17
## 267 9.10 128 93 12 343 112 Good 73 17
## 268 5.83 134 82 7 473 112 Bad 51 12
## 269 6.53 123 57 0 66 105 Medium 39 11
## 270 5.01 159 69 0 438 166 Medium 46 17
## 271 11.99 119 26 0 284 89 Good 26 10
## 272 4.55 111 56 0 504 110 Medium 62 16
## 273 12.98 113 33 0 14 63 Good 38 12
## 274 10.04 116 106 8 244 86 Medium 58 12
## 275 7.22 135 93 2 67 119 Medium 34 11
## 276 6.67 107 119 11 210 132 Medium 53 11
## 277 6.93 135 69 14 296 130 Medium 73 15
## 278 7.80 136 48 12 326 125 Medium 36 16
## 279 7.22 114 113 2 129 151 Good 40 15
## 280 3.42 141 57 13 376 158 Medium 64 18
## 281 2.86 121 86 10 496 145 Bad 51 10
## 282 11.19 122 69 7 303 105 Good 45 16
## 283 7.74 150 96 0 80 154 Good 61 11
## 284 5.36 135 110 0 112 117 Medium 80 16
## 285 6.97 106 46 11 414 96 Bad 79 17
## 286 7.60 146 26 11 261 131 Medium 39 10
## 287 7.53 117 118 11 429 113 Medium 67 18
## 288 6.88 95 44 4 208 72 Bad 44 17
## 289 6.98 116 40 0 74 97 Medium 76 15
## 290 8.75 143 77 25 448 156 Medium 43 17
## 291 9.49 107 111 14 400 103 Medium 41 11
## 292 6.64 118 70 0 106 89 Bad 39 17
## 293 11.82 113 66 16 322 74 Good 76 15
## 294 11.28 123 84 0 74 89 Good 59 10
## 295 12.66 148 76 3 126 99 Good 60 11
## 296 4.21 118 35 14 502 137 Medium 79 10
## 297 8.21 127 44 13 160 123 Good 63 18
## 298 3.07 118 83 13 276 104 Bad 75 10
## 299 10.98 148 63 0 312 130 Good 63 15
## 300 9.40 135 40 17 497 96 Medium 54 17
## 301 8.57 116 78 1 158 99 Medium 45 11
## 302 7.41 99 93 0 198 87 Medium 57 16
## 303 5.28 108 77 13 388 110 Bad 74 14
## 304 10.01 133 52 16 290 99 Medium 43 11
## 305 11.93 123 98 12 408 134 Good 29 10
## 306 8.03 115 29 26 394 132 Medium 33 13
## 307 4.78 131 32 1 85 133 Medium 48 12
## 308 5.90 138 92 0 13 120 Bad 61 12
## 309 9.24 126 80 19 436 126 Medium 52 10
## 310 11.18 131 111 13 33 80 Bad 68 18
## 311 9.53 175 65 29 419 166 Medium 53 12
## 312 6.15 146 68 12 328 132 Bad 51 14
## 313 6.80 137 117 5 337 135 Bad 38 10
## 314 9.33 103 81 3 491 54 Medium 66 13
## 315 7.72 133 33 10 333 129 Good 71 14
## 316 6.39 131 21 8 220 171 Good 29 14
## 317 15.63 122 36 5 369 72 Good 35 10
## 318 6.41 142 30 0 472 136 Good 80 15
## 319 10.08 116 72 10 456 130 Good 41 14
## 320 6.97 127 45 19 459 129 Medium 57 11
## 321 5.86 136 70 12 171 152 Medium 44 18
## 322 7.52 123 39 5 499 98 Medium 34 15
## 323 9.16 140 50 10 300 139 Good 60 15
## 324 10.36 107 105 18 428 103 Medium 34 12
## 325 2.66 136 65 4 133 150 Bad 53 13
## 326 11.70 144 69 11 131 104 Medium 47 11
## 327 4.69 133 30 0 152 122 Medium 53 17
## 328 6.23 112 38 17 316 104 Medium 80 16
## 329 3.15 117 66 1 65 111 Bad 55 11
## 330 11.27 100 54 9 433 89 Good 45 12
## 331 4.99 122 59 0 501 112 Bad 32 14
## 332 10.10 135 63 15 213 134 Medium 32 10
## 333 5.74 106 33 20 354 104 Medium 61 12
## 334 5.87 136 60 7 303 147 Medium 41 10
## 335 7.63 93 117 9 489 83 Bad 42 13
## 336 6.18 120 70 15 464 110 Medium 72 15
## 337 5.17 138 35 6 60 143 Bad 28 18
## 338 8.61 130 38 0 283 102 Medium 80 15
## 339 5.97 112 24 0 164 101 Medium 45 11
## 340 11.54 134 44 4 219 126 Good 44 15
## 341 7.50 140 29 0 105 91 Bad 43 16
## 342 7.38 98 120 0 268 93 Medium 72 10
## 343 7.81 137 102 13 422 118 Medium 71 10
## 344 5.99 117 42 10 371 121 Bad 26 14
## 345 8.43 138 80 0 108 126 Good 70 13
## 346 4.81 121 68 0 279 149 Good 79 12
## 347 8.97 132 107 0 144 125 Medium 33 13
## 348 6.88 96 39 0 161 112 Good 27 14
## 349 12.57 132 102 20 459 107 Good 49 11
## 350 9.32 134 27 18 467 96 Medium 49 14
## 351 8.64 111 101 17 266 91 Medium 63 17
## 352 10.44 124 115 16 458 105 Medium 62 16
## 353 13.44 133 103 14 288 122 Good 61 17
## 354 9.45 107 67 12 430 92 Medium 35 12
## 355 5.30 133 31 1 80 145 Medium 42 18
## 356 7.02 130 100 0 306 146 Good 42 11
## 357 3.58 142 109 0 111 164 Good 72 12
## 358 13.36 103 73 3 276 72 Medium 34 15
## 359 4.17 123 96 10 71 118 Bad 69 11
## 360 3.13 130 62 11 396 130 Bad 66 14
## 361 8.77 118 86 7 265 114 Good 52 15
## 362 8.68 131 25 10 183 104 Medium 56 15
## 363 5.25 131 55 0 26 110 Bad 79 12
## 364 10.26 111 75 1 377 108 Good 25 12
## 365 10.50 122 21 16 488 131 Good 30 14
## 366 6.53 154 30 0 122 162 Medium 57 17
## 367 5.98 124 56 11 447 134 Medium 53 12
## 368 14.37 95 106 0 256 53 Good 52 17
## 369 10.71 109 22 10 348 79 Good 74 14
## 370 10.26 135 100 22 463 122 Medium 36 14
## 371 7.68 126 41 22 403 119 Bad 42 12
## 372 9.08 152 81 0 191 126 Medium 54 16
## 373 7.80 121 50 0 508 98 Medium 65 11
## 374 5.58 137 71 0 402 116 Medium 78 17
## 375 9.44 131 47 7 90 118 Medium 47 12
## 376 7.90 132 46 4 206 124 Medium 73 11
## 377 16.27 141 60 19 319 92 Good 44 11
## 378 6.81 132 61 0 263 125 Medium 41 12
## 379 6.11 133 88 3 105 119 Medium 79 12
## 380 5.81 125 111 0 404 107 Bad 54 15
## 381 9.64 106 64 10 17 89 Medium 68 17
## 382 3.90 124 65 21 496 151 Bad 77 13
## 383 4.95 121 28 19 315 121 Medium 66 14
## 384 9.35 98 117 0 76 68 Medium 63 10
## 385 12.85 123 37 15 348 112 Good 28 12
## 386 5.87 131 73 13 455 132 Medium 62 17
## 387 5.32 152 116 0 170 160 Medium 39 16
## 388 8.67 142 73 14 238 115 Medium 73 14
## 389 8.14 135 89 11 245 78 Bad 79 16
## 390 8.44 128 42 8 328 107 Medium 35 12
## 391 5.47 108 75 9 61 111 Medium 67 12
## 392 6.10 153 63 0 49 124 Bad 56 16
## 393 4.53 129 42 13 315 130 Bad 34 13
## 394 5.57 109 51 10 26 120 Medium 30 17
## 395 5.35 130 58 19 366 139 Bad 33 16
## 396 12.57 138 108 17 203 128 Good 33 14
## 397 6.14 139 23 3 37 120 Medium 55 11
## 398 7.41 162 26 12 368 159 Medium 40 18
## 399 5.94 100 79 7 284 95 Bad 50 12
## 400 9.71 134 37 0 27 120 Good 49 16
## Urban US
## 1 Yes Yes
## 2 Yes Yes
## 3 Yes Yes
## 4 Yes Yes
## 5 Yes No
## 6 No Yes
## 7 Yes No
## 8 Yes Yes
## 9 No No
## 10 No Yes
## 11 No Yes
## 12 Yes Yes
## 13 Yes No
## 14 Yes Yes
## 15 Yes Yes
## 16 No No
## 17 Yes No
## 18 Yes Yes
## 19 No Yes
## 20 Yes Yes
## 21 Yes Yes
## 22 No Yes
## 23 Yes No
## 24 Yes No
## 25 Yes Yes
## 26 No No
## 27 No Yes
## 28 Yes No
## 29 Yes Yes
## 30 Yes Yes
## 31 Yes No
## 32 Yes Yes
## 33 No Yes
## 34 Yes Yes
## 35 Yes Yes
## 36 No Yes
## 37 No No
## 38 Yes Yes
## 39 Yes No
## 40 No No
## 41 No No
## 42 Yes No
## 43 Yes No
## 44 Yes Yes
## 45 Yes Yes
## 46 Yes Yes
## 47 No Yes
## 48 Yes No
## 49 Yes No
## 50 Yes No
## 51 Yes Yes
## 52 Yes No
## 53 Yes Yes
## 54 Yes Yes
## 55 No Yes
## 56 Yes Yes
## 57 Yes No
## 58 Yes No
## 59 Yes Yes
## 60 Yes No
## 61 Yes Yes
## 62 No No
## 63 Yes Yes
## 64 Yes Yes
## 65 No Yes
## 66 No No
## 67 Yes No
## 68 Yes Yes
## 69 Yes Yes
## 70 Yes No
## 71 Yes Yes
## 72 No Yes
## 73 Yes No
## 74 No Yes
## 75 No Yes
## 76 No Yes
## 77 Yes Yes
## 78 No Yes
## 79 Yes Yes
## 80 Yes No
## 81 Yes Yes
## 82 Yes No
## 83 Yes Yes
## 84 Yes Yes
## 85 No No
## 86 No No
## 87 Yes No
## 88 No Yes
## 89 Yes Yes
## 90 No No
## 91 No No
## 92 Yes Yes
## 93 Yes No
## 94 Yes No
## 95 Yes Yes
## 96 Yes Yes
## 97 No Yes
## 98 Yes Yes
## 99 No Yes
## 100 No Yes
## 101 No Yes
## 102 Yes No
## 103 No No
## 104 Yes Yes
## 105 Yes No
## 106 Yes Yes
## 107 No No
## 108 Yes No
## 109 Yes No
## 110 No No
## 111 Yes Yes
## 112 Yes Yes
## 113 Yes Yes
## 114 Yes Yes
## 115 Yes Yes
## 116 Yes No
## 117 No No
## 118 Yes No
## 119 Yes Yes
## 120 Yes Yes
## 121 Yes Yes
## 122 Yes Yes
## 123 Yes Yes
## 124 No Yes
## 125 Yes No
## 126 No No
## 127 Yes Yes
## 128 Yes Yes
## 129 Yes Yes
## 130 No Yes
## 131 Yes Yes
## 132 Yes No
## 133 Yes Yes
## 134 Yes Yes
## 135 Yes No
## 136 No Yes
## 137 No No
## 138 Yes No
## 139 Yes Yes
## 140 No Yes
## 141 Yes Yes
## 142 Yes No
## 143 Yes No
## 144 Yes Yes
## 145 No No
## 146 Yes Yes
## 147 Yes No
## 148 No Yes
## 149 No Yes
## 150 Yes Yes
## 151 No Yes
## 152 No Yes
## 153 No No
## 154 No Yes
## 155 No Yes
## 156 Yes No
## 157 Yes No
## 158 No Yes
## 159 No Yes
## 160 No No
## 161 No No
## 162 No Yes
## 163 Yes No
## 164 No No
## 165 No Yes
## 166 Yes Yes
## 167 Yes Yes
## 168 Yes No
## 169 Yes No
## 170 Yes Yes
## 171 Yes Yes
## 172 Yes Yes
## 173 Yes Yes
## 174 Yes Yes
## 175 No No
## 176 Yes No
## 177 No Yes
## 178 Yes Yes
## 179 No Yes
## 180 Yes Yes
## 181 Yes Yes
## 182 Yes No
## 183 Yes No
## 184 Yes Yes
## 185 No Yes
## 186 Yes Yes
## 187 No No
## 188 Yes No
## 189 Yes No
## 190 No Yes
## 191 No Yes
## 192 Yes Yes
## 193 No No
## 194 Yes Yes
## 195 Yes Yes
## 196 Yes Yes
## 197 Yes Yes
## 198 Yes No
## 199 Yes Yes
## 200 Yes Yes
## 201 No No
## 202 Yes No
## 203 No Yes
## 204 Yes No
## 205 Yes No
## 206 Yes No
## 207 Yes Yes
## 208 No No
## 209 Yes No
## 210 No Yes
## 211 No Yes
## 212 Yes Yes
## 213 Yes Yes
## 214 Yes Yes
## 215 Yes Yes
## 216 Yes Yes
## 217 Yes No
## 218 No No
## 219 Yes Yes
## 220 Yes Yes
## 221 Yes Yes
## 222 Yes No
## 223 Yes Yes
## 224 Yes Yes
## 225 No No
## 226 Yes No
## 227 Yes No
## 228 Yes Yes
## 229 No Yes
## 230 No No
## 231 No No
## 232 No No
## 233 Yes Yes
## 234 No Yes
## 235 No Yes
## 236 Yes Yes
## 237 Yes Yes
## 238 Yes Yes
## 239 Yes No
## 240 Yes Yes
## 241 Yes No
## 242 Yes No
## 243 No No
## 244 Yes Yes
## 245 Yes No
## 246 No Yes
## 247 Yes Yes
## 248 Yes No
## 249 Yes Yes
## 250 Yes No
## 251 Yes Yes
## 252 Yes Yes
## 253 Yes No
## 254 No Yes
## 255 Yes Yes
## 256 Yes Yes
## 257 Yes No
## 258 Yes Yes
## 259 No No
## 260 No Yes
## 261 Yes Yes
## 262 Yes Yes
## 263 Yes Yes
## 264 Yes Yes
## 265 Yes Yes
## 266 Yes Yes
## 267 No Yes
## 268 No Yes
## 269 Yes No
## 270 Yes No
## 271 Yes No
## 272 Yes No
## 273 Yes No
## 274 Yes Yes
## 275 Yes Yes
## 276 Yes Yes
## 277 Yes Yes
## 278 Yes Yes
## 279 No Yes
## 280 Yes Yes
## 281 Yes Yes
## 282 No Yes
## 283 Yes No
## 284 No No
## 285 No No
## 286 Yes Yes
## 287 No Yes
## 288 Yes Yes
## 289 No No
## 290 Yes Yes
## 291 No Yes
## 292 Yes No
## 293 Yes Yes
## 294 Yes No
## 295 Yes Yes
## 296 No Yes
## 297 Yes Yes
## 298 Yes Yes
## 299 Yes No
## 300 No Yes
## 301 Yes Yes
## 302 Yes Yes
## 303 Yes Yes
## 304 Yes Yes
## 305 Yes Yes
## 306 Yes Yes
## 307 Yes Yes
## 308 Yes No
## 309 Yes Yes
## 310 Yes Yes
## 311 Yes Yes
## 312 Yes Yes
## 313 Yes Yes
## 314 Yes No
## 315 Yes Yes
## 316 Yes Yes
## 317 Yes Yes
## 318 No No
## 319 No Yes
## 320 No Yes
## 321 Yes Yes
## 322 Yes No
## 323 Yes Yes
## 324 Yes Yes
## 325 Yes Yes
## 326 Yes Yes
## 327 Yes No
## 328 Yes Yes
## 329 Yes Yes
## 330 Yes Yes
## 331 No No
## 332 Yes Yes
## 333 Yes Yes
## 334 Yes Yes
## 335 Yes Yes
## 336 Yes Yes
## 337 Yes No
## 338 Yes No
## 339 Yes No
## 340 Yes Yes
## 341 Yes No
## 342 No No
## 343 No Yes
## 344 Yes Yes
## 345 No Yes
## 346 Yes No
## 347 No No
## 348 No No
## 349 Yes Yes
## 350 No Yes
## 351 No Yes
## 352 No Yes
## 353 Yes Yes
## 354 No Yes
## 355 Yes Yes
## 356 Yes No
## 357 Yes No
## 358 Yes Yes
## 359 Yes Yes
## 360 Yes Yes
## 361 No Yes
## 362 No Yes
## 363 Yes Yes
## 364 Yes No
## 365 Yes Yes
## 366 No No
## 367 No Yes
## 368 Yes No
## 369 No Yes
## 370 Yes Yes
## 371 Yes Yes
## 372 Yes No
## 373 No No
## 374 Yes No
## 375 Yes Yes
## 376 Yes No
## 377 Yes Yes
## 378 No No
## 379 Yes Yes
## 380 Yes No
## 381 Yes Yes
## 382 Yes Yes
## 383 Yes Yes
## 384 Yes No
## 385 Yes Yes
## 386 Yes Yes
## 387 Yes No
## 388 No Yes
## 389 Yes Yes
## 390 Yes Yes
## 391 Yes Yes
## 392 Yes No
## 393 Yes Yes
## 394 No Yes
## 395 Yes Yes
## 396 Yes Yes
## 397 No Yes
## 398 Yes Yes
## 399 Yes Yes
## 400 Yes Yescarss <- Carseats- At the 5% level of significance, can we conclude that the mean Sales/Advertising ratio is greater than 1?
#One sample t-test
#Ho: mean Sales/Advertising ratio <= 1
#Ha: mean Sales/Advertising ratio > 1
carss <- carss %>% dplyr::mutate(
sales_advert = (Sales/Advertising)
)
carss2 <- carss %>%
filter(sales_advert!= "Inf" & sales_advert != "NaN")
summary(carss2$sales_advert)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.05286 0.55598 0.78875 1.18307 1.25339 12.53000# Check normality
shapiro.test(carss2$sales_advert)##
## Shapiro-Wilk normality test
##
## data: carss2$sales_advert
## W = 0.54642, p-value < 2.2e-16ggqqplot(carss2$sales_advert, ylab = "Sales/ Advertising Ratio",
ggtheme= theme_minimal())
#The variable is not normally distributed#One sample wilcox signed ranked test (non-parametric)
carss2 %>% wilcox_test(sales_advert~1, mu=0.78875, alternative = "greater")## # A tibble: 1 × 6
## .y. group1 group2 n statistic p
## * <chr> <chr> <chr> <int> <dbl> <dbl>
## 1 sales_advert 1 null model 256 19242. 0.00926#p value = 0.00926
#0.00926 < 0.05
#pvalue < significance level
#At the 5% significance level, we reject the null hypotheses, which means that the mean Sales/Advertising ratio is greater than 1.- Can we conclude at the 5% significance level that the price of car seats in urban areas is different from that in rural areas?
#Unpaired two sample t-test
#Ho: The means are equal
#Ha: The means are significantly different
ggboxplot(carss, x = "Urban", y = "Price",
color = "Urban", palette = c("#00AFBB", "#E7B800"),
ylab = "Price", xlab = "Urban")
#Check normality
carss %>% group_by(Urban) %>%
shapiro_test(Price)## # A tibble: 2 × 4
## Urban variable statistic p
## <fct> <chr> <dbl> <dbl>
## 1 No Price 0.995 0.963
## 2 Yes Price 0.993 0.239ggqqplot(carss, x = "Price", color = "Urban",
ggtheme = theme_minimal())
#The variable is normally distributed# Homogeneity of variance (F-test)
var.test(Price ~ Urban, data = carss)##
## F test to compare two variances
##
## data: Price by Urban
## F = 0.92576, num df = 117, denom df = 281, p-value = 0.6376
## alternative hypothesis: true ratio of variances is not equal to 1
## 95 percent confidence interval:
## 0.6883046 1.2697096
## sample estimates:
## ratio of variances
## 0.9257619#The variances are equal# Student t-test
carss %>% t_test(Price ~ Urban, var.equal = TRUE) ## # A tibble: 1 × 8
## .y. group1 group2 n1 n2 statistic df p
## * <chr> <chr> <chr> <int> <int> <dbl> <dbl> <dbl>
## 1 Price No Yes 118 282 -0.939 398 0.348#p value = 0.348
#0.348 > 0.05
#pvalue > significance level
#At the 5% significance level, we don't reject the null hypotheses, which means that the price of car seats in urban areas is not different from that in rural areas- At the 5% level, can we conclude that the advertising budget for US locations is higher than that for non-US locations.
#UNPAIRED 2 SAMPLE T-TEST
#Ho: budget US <= budget non US
#Ha: budget US > budget non US
carss$US<- as.factor(carss$US)
ggboxplot(carss, x = "US", y = "Advertising",
color = "US", palette = c("#00AFBB", "#E7B800"),
ylab = "Advertising", xlab = "US")
# Check normality
carss %>% group_by(US) %>%
shapiro_test(Advertising)## # A tibble: 2 × 4
## US variable statistic p
## <fct> <chr> <dbl> <dbl>
## 1 No Advertising 0.354 2.26e-22
## 2 Yes Advertising 0.979 6.23e- 4ggqqplot(carss, x = "Advertising", color = "US",
ggtheme = theme_minimal())
#The variable is not normally distributed# Homogeneity of variance (F-test)
var.test(Advertising ~ US, data = carss)##
## F test to compare two variances
##
## data: Advertising by US
## F = 0.077278, num df = 141, denom df = 257, p-value < 2.2e-16
## alternative hypothesis: true ratio of variances is not equal to 1
## 95 percent confidence interval:
## 0.05810308 0.10407695
## sample estimates:
## ratio of variances
## 0.0772779#The variances are not equal# Wilcoxon test
carss %>% wilcox_test(Advertising ~ US, conf.level = 0.95)## # A tibble: 1 × 7
## .y. group1 group2 n1 n2 statistic p
## * <chr> <chr> <chr> <int> <int> <dbl> <dbl>
## 1 Advertising No Yes 142 258 2085 4.46e-51carss %>% wilcox_test(Advertising ~ US, comparisons= c("Yes", "No"), alternative = "greater", ref.group= "Yes", conf.level = 0.95)## # A tibble: 1 × 7
## .y. group1 group2 n1 n2 statistic p
## * <chr> <chr> <chr> <int> <int> <dbl> <dbl>
## 1 Advertising Yes No 258 142 34551 2.23e-51#taking into account the tests performed, the results are that the data are not normal but have equal variances, so the Wilcoxon-test is used, with a p of 2.23e-51 and a significance level of 5%, we reject H0, so the advertising for US locations is higher than that of non-US locations- At the 5% level, can we conclude that the price difference between the company’s products and that of the competitor’s products in urban and rural locations is significantly different?
#Unpaired two sample t-test
#Ho: The price differences are equal
#Ha: The price differences are significantly different
carss <- carss %>% dplyr::mutate(
price_diff = (Price-CompPrice)
)
ggboxplot(carss, x = "Urban", y = "price_diff",
color = "Urban", palette = c("#00AFBB", "#E7B800"),
ylab = "price_diff", xlab = "Urban")
#Check normality
carss %>% group_by(Urban) %>%
shapiro_test(price_diff)## # A tibble: 2 × 4
## Urban variable statistic p
## <fct> <chr> <dbl> <dbl>
## 1 No price_diff 0.992 0.741
## 2 Yes price_diff 0.994 0.324ggqqplot(carss, x = "price_diff", color = "Urban",
ggtheme = theme_minimal())
#The variable is normally distributed# Homogeneity of variance (F-test)
var.test(price_diff ~ Urban, data = carss)##
## F test to compare two variances
##
## data: price_diff by Urban
## F = 1.0357, num df = 117, denom df = 281, p-value = 0.8047
## alternative hypothesis: true ratio of variances is not equal to 1
## 95 percent confidence interval:
## 0.7700741 1.4205492
## sample estimates:
## ratio of variances
## 1.035741#The variances are equal# Student t-test
carss %>% t_test(price_diff ~ Urban, var.equal = TRUE) ## # A tibble: 1 × 8
## .y. group1 group2 n1 n2 statistic df p
## * <chr> <chr> <chr> <int> <int> <dbl> <dbl> <dbl>
## 1 price_diff No Yes 118 282 -0.0953 398 0.924#p value = 0.924
#0.924 > 0.05
#pvalue > significance level
#At the 5% significance level, we don't reject the null hypotheses, which means that the price difference between the company’s products and that of the competitor’s products in urban and rural locations is not significantly differentDATASET: ISLR- College
ISLR::College## Private Apps Accept Enroll
## Abilene Christian University Yes 1660 1232 721
## Adelphi University Yes 2186 1924 512
## Adrian College Yes 1428 1097 336
## Agnes Scott College Yes 417 349 137
## Alaska Pacific University Yes 193 146 55
## Albertson College Yes 587 479 158
## Albertus Magnus College Yes 353 340 103
## Albion College Yes 1899 1720 489
## Albright College Yes 1038 839 227
## Alderson-Broaddus College Yes 582 498 172
## Alfred University Yes 1732 1425 472
## Allegheny College Yes 2652 1900 484
## Allentown Coll. of St. Francis de Sales Yes 1179 780 290
## Alma College Yes 1267 1080 385
## Alverno College Yes 494 313 157
## American International College Yes 1420 1093 220
## Amherst College Yes 4302 992 418
## Anderson University Yes 1216 908 423
## Andrews University Yes 1130 704 322
## Angelo State University No 3540 2001 1016
## Antioch University Yes 713 661 252
## Appalachian State University No 7313 4664 1910
## Aquinas College Yes 619 516 219
## Arizona State University Main campus No 12809 10308 3761
## Arkansas College (Lyon College) Yes 708 334 166
## Arkansas Tech University No 1734 1729 951
## Assumption College Yes 2135 1700 491
## Auburn University-Main Campus No 7548 6791 3070
## Augsburg College Yes 662 513 257
## Augustana College IL Yes 1879 1658 497
## Augustana College Yes 761 725 306
## Austin College Yes 948 798 295
## Averett College Yes 627 556 172
## Baker University Yes 602 483 206
## Baldwin-Wallace College Yes 1690 1366 662
## Barat College Yes 261 192 111
## Bard College Yes 1910 838 285
## Barnard College Yes 2496 1402 531
## Barry University Yes 990 784 279
## Baylor University Yes 6075 5349 2367
## Beaver College Yes 1163 850 348
## Bellarmine College Yes 807 707 308
## Belmont Abbey College Yes 632 494 129
## Belmont University Yes 1220 974 481
## Beloit College Yes 1320 923 284
## Bemidji State University No 1208 877 546
## Benedictine College Yes 632 620 222
## Bennington College Yes 519 327 114
## Bentley College Yes 3466 2330 640
## Berry College Yes 1858 1221 480
## Bethany College Yes 878 816 200
## Bethel College KS Yes 202 184 122
## Bethel College Yes 502 384 104
## Bethune Cookman College Yes 1646 1150 542
## Birmingham-Southern College Yes 805 588 287
## Blackburn College Yes 500 336 156
## Bloomsburg Univ. of Pennsylvania No 6773 3028 1025
## Bluefield College Yes 377 358 181
## Bluffton College Yes 692 514 209
## Boston University Yes 20192 13007 3810
## Bowdoin College Yes 3356 1019 418
## Bowling Green State University No 9251 7333 3076
## Bradford College Yes 443 330 151
## Bradley University Yes 3767 3414 1061
## Brandeis University Yes 4186 2743 740
## Brenau University Yes 367 274 158
## Brewton-Parker College Yes 1436 1228 1202
## Briar Cliff College Yes 392 351 155
## Bridgewater College Yes 838 673 292
## Brigham Young University at Provo Yes 7365 5402 4615
## Brown University Yes 12586 3239 1462
## Bryn Mawr College Yes 1465 810 313
## Bucknell University Yes 6548 3813 862
## Buena Vista College Yes 860 688 285
## Butler University Yes 2362 2037 700
## Cabrini College Yes 599 494 224
## Caldwell College Yes 1011 604 213
## California Lutheran University Yes 563 247 247
## California Polytechnic-San Luis No 7811 3817 1650
## California State University at Fresno No 4540 3294 1483
## Calvin College Yes 1784 1512 913
## Campbell University Yes 2087 1339 657
## Campbellsville College Yes 848 587 298
## Canisius College Yes 2853 2193 753
## Capital University Yes 1747 1382 449
## Capitol College Yes 100 90 35
## Carleton College Yes 2694 1579 489
## Carnegie Mellon University Yes 8728 5201 1191
## Carroll College Yes 1160 991 352
## Carson-Newman College Yes 1096 951 464
## Carthage College Yes 1616 1427 434
## Case Western Reserve University Yes 3877 3156 713
## Castleton State College No 1257 940 363
## Catawba College Yes 1083 880 291
## Catholic University of America Yes 1754 1465 505
## Cazenovia College Yes 3847 3433 527
## Cedar Crest College Yes 776 607 198
## Cedarville College Yes 1307 1090 616
## Centenary College Yes 369 312 90
## Centenary College of Louisiana Yes 495 434 210
## Center for Creative Studies Yes 601 396 203
## Central College Yes 1283 1113 401
## Central Connecticut State University No 4158 2532 902
## Central Missouri State University No 4681 4101 1436
## Central Washington University No 2785 2011 1007
## Central Wesleyan College Yes 174 146 88
## Centre College Yes 1013 888 288
## Chapman University Yes 959 771 351
## Chatham College Yes 212 197 91
## Chestnut Hill College Yes 342 254 126
## Christendom College Yes 81 72 51
## Christian Brothers University Yes 880 520 224
## Christopher Newport University No 883 766 428
## Claflin College Yes 1196 697 499
## Claremont McKenna College Yes 1860 767 227
## Clark University Yes 2887 2059 457
## Clarke College Yes 460 340 167
## Clarkson University Yes 2174 1953 557
## Clemson University No 8065 5257 2301
## Clinch Valley Coll. of the Univ. of Virginia No 689 561 250
## Coe College Yes 1006 742 275
## Coker College Yes 604 452 295
## Colby College Yes 2848 1319 456
## Colgate University Yes 4856 2492 727
## College Misericordia Yes 1432 888 317
## College of Charleston No 4772 3140 1265
## College of Mount St. Joseph Yes 798 620 238
## College of Mount St. Vincent Yes 946 648 177
## College of Notre Dame Yes 344 264 97
## College of Notre Dame of Maryland Yes 457 356 177
## College of Saint Benedict Yes 938 864 511
## College of Saint Catherine Yes 511 411 186
## College of Saint Elizabeth Yes 444 359 122
## College of Saint Rose Yes 983 664 249
## College of Santa Fe Yes 546 447 189
## College of St. Joseph Yes 141 118 55
## College of St. Scholastica Yes 672 596 278
## College of the Holy Cross Yes 2994 1691 659
## College of William and Mary No 7117 3106 1217
## College of Wooster Yes 2100 1883 553
## Colorado College Yes 3207 1577 490
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## Columbia College MO Yes 314 158 132
## Columbia College Yes 737 614 242
## Columbia University Yes 6756 1930 871
## Concordia College at St. Paul Yes 281 266 139
## Concordia Lutheran College Yes 232 216 106
## Concordia University CA Yes 688 497 144
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## Connecticut College Yes 3035 1546 438
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## Cumberland College Yes 995 789 398
## D'Youville College Yes 866 619 157
## Dana College Yes 504 482 185
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## Davidson College Yes 2373 956 452
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## Denison University Yes 2762 2279 533
## DePauw University Yes 1994 1656 495
## Dickinson College Yes 3014 2539 487
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## Dillard University Yes 1998 1376 651
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## Dordt College Yes 604 562 328
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## Eastern College Yes 458 369 165
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## Elmira College Yes 1457 1045 345
## Elms College Yes 245 208 125
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## Emporia State University No 1256 1256 853
## Erskine College Yes 659 557 167
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## Evergreen State College No 1801 1101 438
## Fairfield University Yes 4784 3346 781
## Fayetteville State University No 1455 1064 452
## Ferrum College Yes 1339 1107 336
## Flagler College Yes 1415 714 338
## Florida Institute of Technology Yes 1947 1580 523
## Florida International University No 3306 2079 1071
## Florida Southern College Yes 1381 1040 374
## Florida State University No 11651 8683 3023
## Fontbonne College Yes 291 245 126
## Fordham University Yes 4200 2874 942
## Fort Lewis College No 3440 2823 1123
## Francis Marion University No 1801 1655 819
## Franciscan University of Steubenville Yes 553 452 228
## Franklin College Yes 804 632 281
## Franklin Pierce College Yes 5187 4471 446
## Freed-Hardeman University Yes 895 548 314
## Fresno Pacific College Yes 346 274 146
## Furman University Yes 2161 1951 685
## Gannon University Yes 2464 1908 678
## Gardner Webb University Yes 1110 930 332
## Geneva College Yes 668 534 237
## George Fox College Yes 809 726 294
## George Mason University No 5653 4326 1727
## George Washington University Yes 7875 5062 1492
## Georgetown College Yes 727 693 286
## Georgetown University Yes 11115 2881 1390
## Georgia Institute of Technology No 7837 4527 2276
## Georgia State University No 3793 2341 1238
## Georgian Court College Yes 348 281 127
## Gettysburg College Yes 3596 2466 575
## Goldey Beacom College Yes 633 468 284
## Gonzaga University Yes 1886 1524 526
## Gordon College Yes 674 565 282
## Goshen College Yes 440 396 221
## Goucher College Yes 1151 813 248
## Grace College and Seminary Yes 548 428 167
## Graceland College Yes 555 414 242
## Grand Valley State University No 5165 3887 1561
## Green Mountain College Yes 780 628 198
## Greensboro College Yes 608 494 176
## Greenville College Yes 510 387 194
## Grinnell College Yes 2039 1389 432
## Grove City College Yes 2491 1110 573
## Guilford College Yes 1202 1054 326
## Gustavus Adolphus College Yes 1709 1385 634
## Gwynedd Mercy College Yes 380 237 104
## Hamilton College Yes 3140 1783 454
## Hamline University Yes 1006 825 328
## Hampden - Sydney College Yes 817 644 307
## Hampton University Yes 7178 3755 1433
## Hanover College Yes 1006 837 317
## Hardin-Simmons University Yes 467 424 350
## Harding University Yes 1721 1068 806
## Hartwick College Yes 2083 1725 430
## Harvard University Yes 13865 2165 1606
## Harvey Mudd College Yes 1377 572 178
## Hastings College Yes 817 708 262
## Hendrix College Yes 823 721 274
## Hillsdale College Yes 920 745 347
## Hiram College Yes 922 729 244
## Hobart and William Smith Colleges Yes 2688 2081 500
## Hofstra University Yes 7428 5860 1349
## Hollins College Yes 602 498 215
## Hood College Yes 699 565 176
## Hope College Yes 1712 1483 624
## Houghton College Yes 949 786 302
## Huntingdon College Yes 608 520 127
## Huntington College Yes 450 430 125
## Huron University Yes 600 197 124
## Husson College Yes 723 652 361
## Illinois Benedictine College Yes 607 558 269
## Illinois College Yes 894 787 262
## Illinois Institute of Technology Yes 1756 1360 478
## Illinois State University No 8681 6695 2408
## Illinois Wesleyan University Yes 3050 1342 471
## Immaculata College Yes 268 253 103
## Incarnate Word College Yes 1163 927 386
## Indiana State University No 5659 4761 3147
## Indiana University at Bloomington No 16587 13243 5873
## Indiana Wesleyan University Yes 735 423 366
## Iona College Yes 4892 3530 913
## Iowa State University No 8427 7424 3441
## Ithaca College Yes 7259 5526 1368
## James Madison University No 11223 5285 2082
## Jamestown College Yes 472 410 262
## Jersey City State College No 2957 1423 691
## John Brown University Yes 605 405 284
## John Carroll University Yes 2421 2109 820
## Johns Hopkins University Yes 8474 3446 911
## Johnson State College No 833 669 279
## Judson College Yes 313 228 137
## Juniata College Yes 1005 859 298
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## Kansas Wesleyan University Yes 589 575 148
## Keene State College No 3121 2446 822
## Kentucky Wesleyan College Yes 584 497 175
## Kenyon College Yes 2212 1538 408
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## King's College Yes 1456 1053 381
## King College Yes 355 300 142
## Knox College Yes 1040 845 286
## La Roche College Yes 361 321 185
## La Salle University Yes 2929 1834 622
## Lafayette College Yes 4010 2402 572
## LaGrange College Yes 544 399 177
## Lake Forest College Yes 979 638 271
## Lakeland College Yes 497 452 231
## Lamar University No 2336 1725 1043
## Lambuth University Yes 831 538 224
## Lander University No 1166 1009 510
## Lawrence University Yes 1243 947 324
## Le Moyne College Yes 1470 1199 425
## Lebanon Valley College Yes 1386 1060 320
## Lehigh University Yes 6397 4304 1092
## Lenoir-Rhyne College Yes 979 743 259
## Lesley College Yes 244 198 82
## LeTourneau University Yes 477 417 204
## Lewis and Clark College Yes 2774 2092 482
## Lewis University Yes 1154 1050 395
## Lincoln Memorial University Yes 787 562 363
## Lincoln University No 1660 1091 326
## Lindenwood College Yes 810 484 356
## Linfield College Yes 1561 1188 458
## Livingstone College Yes 900 473 217
## Lock Haven University of Pennsylvania No 3570 2215 651
## Longwood College No 2747 1870 724
## Loras College Yes 1641 1283 527
## Louisiana College Yes 2013 1053 212
## Louisiana State University at Baton Rouge No 5996 4993 3079
## Louisiana Tech University No 2397 2144 1525
## Loyola College Yes 4076 3137 738
## Loyola Marymount University Yes 3768 2662 753
## Loyola University Yes 1891 1698 719
## Loyola University Chicago Yes 3579 2959 868
## Luther College Yes 1549 1392 587
## Lycoming College Yes 1286 1005 363
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## Manhattan College Yes 2432 1730 563
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## Marian College of Fond du Lac Yes 824 670 337
## Marietta College Yes 1611 960 342
## Marist College Yes 4731 3171 830
## Marquette University Yes 5152 4600 1685
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## Mary Baldwin College Yes 499 441 199
## Mary Washington College No 4350 2178 756
## Marymount College Tarrytown Yes 478 327 117
## Marymount Manhattan College Yes 695 535 239
## Marymount University Yes 941 772 214
## Maryville College Yes 1464 888 176
## Maryville University Yes 549 397 169
## Marywood College Yes 1107 859 323
## Massachusetts Institute of Technology Yes 6411 2140 1078
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## McKendree College Yes 1002 555 119
## McMurry University Yes 578 411 187
## McPherson College Yes 420 293 93
## Mercer University Yes 2286 1668 564
## Mercyhurst College Yes 1557 1074 397
## Meredith College Yes 857 772 376
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## Miami University at Oxford No 9239 7788 3290
## Michigan State University No 18114 15096 6180
## Michigan Technological University No 2618 2288 1032
## MidAmerica Nazarene College Yes 331 331 225
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## Milligan College Yes 610 461 189
## Millikin University Yes 1444 1261 456
## Millsaps College Yes 905 834 319
## Milwaukee School of Engineering Yes 1217 1088 496
## Mississippi College Yes 594 385 307
## Mississippi State University No 4255 3277 1609
## Mississippi University for Women No 480 405 380
## Missouri Southern State College No 1576 1326 913
## Missouri Valley College Yes 1310 983 316
## Monmouth College IL Yes 601 503 204
## Monmouth College Yes 2707 1881 478
## Montana College of Mineral Sci. & Tech. No 572 544 320
## Montana State University No 3500 2836 1779
## Montclair State University No 5220 2128 865
## Montreat-Anderson College Yes 263 223 103
## Moorhead State University No 2442 2164 1189
## Moravian College Yes 1232 955 303
## Morehouse College Yes 3708 1678 722
## Morningside College Yes 586 533 239
## Morris College Yes 882 730 330
## Mount Holyoke College Yes 1800 1314 526
## Mount Marty College Yes 279 276 126
## Mount Mary College Yes 235 217 121
## Mount Mercy College Yes 368 317 159
## Mount Saint Clare College Yes 325 284 95
## Mount Saint Mary's College Yes 1321 1159 328
## Mount Saint Mary College Yes 1170 695 238
## Mount St. Mary's College Yes 657 537 113
## Mount Union College Yes 1310 1086 458
## Mount Vernon Nazarene College Yes 510 485 334
## Muhlenberg College Yes 2519 1836 462
## Murray State University No 2225 1910 1190
## Muskingum College Yes 1109 922 375
## National-Louis University Yes 513 347 279
## Nazareth College of Rochester Yes 947 798 266
## New Jersey Institute of Technology No 1879 1216 483
## New Mexico Institute of Mining and Tech. No 787 601 233
## New York University Yes 13594 7244 2505
## Newberry College Yes 872 722 154
## Niagara University Yes 2220 1796 467
## North Adams State College No 1563 1005 240
## North Carolina A. & T. State University No 4809 3089 1429
## North Carolina State University at Raleigh No 10634 7064 3176
## North Carolina Wesleyan College Yes 812 689 195
## North Central College Yes 1127 884 308
## North Dakota State University No 2968 2297 1610
## North Park College Yes 465 361 176
## Northeast Missouri State University No 6040 4577 1620
## Northeastern University Yes 11901 8492 2517
## Northern Arizona University No 5891 4931 1973
## Northern Illinois University No 10706 7219 2397
## Northwest Missouri State University No 2729 2535 1257
## Northwest Nazarene College Yes 616 514 385
## Northwestern College Yes 860 811 366
## Northwestern University Yes 12289 5200 1902
## Norwich University Yes 1743 1625 626
## Notre Dame College Yes 379 324 107
## Oakland University No 3041 2581 1173
## Oberlin College Yes 4778 2767 678
## Occidental College Yes 2324 1319 370
## Oglethorpe University Yes 792 649 186
## Ohio Northern University Yes 2936 2342 669
## Ohio University No 11023 8298 3183
## Ohio Wesleyan University Yes 2190 1700 458
## Oklahoma Baptist University Yes 758 681 484
## Oklahoma Christian University Yes 776 765 351
## Oklahoma State University No 4522 3913 2181
## Otterbein College Yes 1496 1205 428
## Ouachita Baptist University Yes 910 773 450
## Our Lady of the Lake University Yes 2308 1336 295
## Pace University Yes 8256 3750 1522
## Pacific Lutheran University Yes 1603 1392 504
## Pacific Union College Yes 940 668 385
## Pacific University Yes 943 849 288
## Pembroke State University No 944 774 440
## Pennsylvania State Univ. Main Campus No 19315 10344 3450
## Pepperdine University Yes 3821 2037 680
## Peru State College No 701 501 458
## Pfeiffer College Yes 838 651 159
## Philadelphia Coll. of Textiles and Sci. Yes 1538 1259 468
## Phillips University Yes 692 576 174
## Piedmont College Yes 663 562 127
## Pikeville College Yes 404 400 169
## Pitzer College Yes 1133 630 220
## Point Loma Nazarene College Yes 809 687 428
## Point Park College Yes 875 744 207
## Polytechnic University Yes 1132 847 302
## Prairie View A. and M. University No 2405 2234 1061
## Presbyterian College Yes 1082 832 302
## Princeton University Yes 13218 2042 1153
## Providence College Yes 5139 3346 973
## Purdue University at West Lafayette No 21804 18744 5874
## Queens College Yes 516 392 154
## Quincy University Yes 1025 707 297
## Quinnipiac College Yes 3712 2153 806
## Radford University No 5702 4894 1742
## Ramapo College of New Jersey No 2088 957 362
## Randolph-Macon College Yes 1771 1325 306
## Randolph-Macon Woman's College Yes 696 616 169
## Reed College Yes 1966 1436 327
## Regis College Yes 427 385 143
## Rensselaer Polytechnic Institute Yes 4996 4165 936
## Rhodes College Yes 2302 1831 391
## Rider University Yes 3586 2424 730
## Ripon College Yes 587 501 211
## Rivier College Yes 484 386 141
## Roanoke College Yes 2227 1790 437
## Rockhurst College Yes 935 858 345
## Rocky Mountain College Yes 560 392 270
## Roger Williams University Yes 3304 2804 679
## Rollins College Yes 1777 1151 382
## Rosary College Yes 434 321 141
## Rowan College of New Jersey No 3820 1431 695
## Rutgers at New Brunswick No 48094 26330 4520
## Rutgers State University at Camden No 3366 1752 232
## Rutgers State University at Newark No 5785 2690 499
## Sacred Heart University Yes 2307 1896 509
## Saint Ambrose University Yes 897 718 276
## Saint Anselm College Yes 2095 1553 514
## Saint Cloud State University No 3971 3306 1921
## Saint Francis College IN Yes 213 166 85
## Saint Francis College Yes 1046 824 284
## Saint John's University Yes 933 800 444
## Saint Joseph's College IN Yes 920 684 225
## Saint Joseph's College Yes 833 682 217
## Saint Joseph's University Yes 2519 2003 776
## Saint Joseph College Yes 292 241 96
## Saint Louis University Yes 3294 2855 956
## Saint Mary's College Yes 888 734 393
## Saint Mary's College of Minnesota Yes 876 802 367
## Saint Mary-of-the-Woods College Yes 150 130 88
## Saint Michael's College Yes 1910 1380 463
## Saint Olaf College Yes 2248 1673 745
## Saint Peter's College Yes 1606 1413 530
## Saint Vincent College Yes 700 595 278
## Saint Xavier University Yes 785 647 295
## Salem-Teikyo University Yes 489 384 120
## Salem College Yes 335 284 132
## Salisbury State University No 4216 2290 736
## Samford University Yes 1680 1395 691
## San Diego State University No 9402 7020 2151
## Santa Clara University Yes 4019 2779 888
## Sarah Lawrence College Yes 1380 768 263
## Savannah Coll. of Art and Design Yes 1109 688 386
## Schreiner College Yes 584 413 131
## Scripps College Yes 855 632 139
## Seattle Pacific University Yes 1183 1016 411
## Seattle University Yes 2115 1540 494
## Seton Hall University Yes 4576 3565 1000
## Seton Hill College Yes 936 794 197
## Shippensburg University of Penn. No 5818 3281 1116
## Shorter College Yes 540 445 165
## Siena College Yes 2961 1932 628
## Siena Heights College Yes 464 419 183
## Simmons College Yes 1003 782 295
## Simpson College Yes 1016 872 300
## Sioux Falls College Yes 437 400 211
## Skidmore College Yes 4293 2728 591
## Smith College Yes 2925 1598 632
## South Dakota State University No 2807 2589 1701
## Southeast Missouri State University No 2281 1870 1408
## Southeastern Oklahoma State Univ. No 818 700 447
## Southern California College Yes 385 340 193
## Southern Illinois University at Edwardsville No 2540 2195 994
## Southern Methodist University Yes 4301 3455 1166
## Southwest Baptist University Yes 1093 1093 642
## Southwest Missouri State University No 6118 5254 3204
## Southwest State University No 1047 938 511
## Southwestern Adventist College Yes 321 318 172
## Southwestern College Yes 213 155 75
## Southwestern University Yes 1244 912 352
## Spalding University Yes 283 201 97
## Spelman College Yes 3713 1237 443
## Spring Arbor College Yes 372 362 181
## St. Bonaventure University Yes 1489 1313 375
## St. John's College Yes 323 278 122
## St. John Fisher College Yes 1368 1064 354
## St. Lawrence University Yes 2753 1820 505
## St. Martin's College Yes 191 165 63
## St. Mary's College of California Yes 2643 1611 465
## St. Mary's College of Maryland No 1340 695 285
## St. Mary's University of San Antonio Yes 1243 1020 414
## St. Norbert College Yes 1334 1243 568
## St. Paul's College Yes 651 581 243
## St. Thomas Aquinas College Yes 861 609 215
## Stephens College Yes 450 405 194
## Stetson University Yes 1557 1227 489
## Stevens Institute of Technology Yes 1768 1249 380
## Stockton College of New Jersey No 4019 1579 710
## Stonehill College Yes 3646 2300 585
## SUNY at Albany No 13528 9198 1843
## SUNY at Binghamton No 14463 6166 1757
## SUNY at Buffalo No 15039 9649 3087
## SUNY at Stony Brook No 12512 6969 1724
## SUNY College at Brockport No 7294 3564 904
## SUNY College at Oswego No 8000 4556 1464
## SUNY College at Buffalo No 5318 3515 1025
## SUNY College at Cortland No 7888 3519 1036
## SUNY College at Fredonia No 4877 2798 814
## SUNY College at Geneseo No 8598 4562 1143
## SUNY College at New Paltz No 8399 3609 656
## SUNY College at Plattsburgh No 5549 3583 853
## SUNY College at Potsdam No 3150 2289 650
## SUNY College at Purchase No 2119 1264 390
## Susquehanna University Yes 2096 1512 465
## Sweet Briar College Yes 462 402 146
## Syracuse University Yes 10477 7260 2442
## Tabor College Yes 257 183 109
## Talladega College Yes 4414 1500 335
## Taylor University Yes 1769 1092 437
## Tennessee Wesleyan College Yes 232 182 99
## Texas A&M Univ. at College Station No 14474 10519 6392
## Texas A&M University at Galveston No 529 481 243
## Texas Christian University Yes 4095 3079 1195
## Texas Lutheran College Yes 497 423 215
## Texas Southern University No 4345 3245 2604
## Texas Wesleyan University Yes 592 501 279
## The Citadel No 1500 1242 611
## Thiel College Yes 1154 951 253
## Tiffin University Yes 845 734 254
## Transylvania University Yes 759 729 244
## Trenton State College No 5042 2312 944
## Tri-State University Yes 1262 1102 276
## Trinity College CT Yes 3058 1798 478
## Trinity College DC Yes 247 189 100
## Trinity College VT Yes 222 185 91
## Trinity University Yes 2425 1818 601
## Tulane University Yes 7033 5125 1223
## Tusculum College Yes 626 372 145
## Tuskegee University Yes 2267 1827 611
## Union College KY Yes 484 384 177
## Union College NY Yes 3495 1712 528
## Univ. of Wisconsin at OshKosh No 4800 2900 1515
## University of Alabama at Birmingham No 1797 1260 938
## University of Arkansas at Fayetteville No 3235 3108 2133
## University of California at Berkeley No 19873 8252 3215
## University of California at Irvine No 15698 10775 2478
## University of Central Florida No 6986 2959 1918
## University of Charleston Yes 682 535 204
## University of Chicago Yes 6348 2999 922
## University of Cincinnati No 6855 5553 2408
## University of Connecticut at Storrs No 9735 7187 2064
## University of Dallas Yes 681 588 246
## University of Dayton Yes 6361 5293 1507
## University of Delaware Yes 14446 10516 3252
## University of Denver Yes 2974 2001 580
## University of Detroit Mercy Yes 927 731 415
## University of Dubuque Yes 576 558 137
## University of Evansville Yes 2096 1626 694
## University of Florida No 12445 8836 3623
## University of Georgia No 11220 7871 3320
## University of Hartford Yes 5081 4040 1194
## University of Hawaii at Manoa No 3580 2603 1627
## University of Illinois - Urbana No 14939 11652 5705
## University of Illinois at Chicago No 8384 5727 2710
## University of Indianapolis Yes 1487 1276 388
## University of Kansas No 8579 5561 3681
## University of La Verne Yes 1597 969 226
## University of Louisville No 4777 3057 1823
## University of Maine at Farmington No 1208 803 438
## University of Maine at Machias No 441 369 172
## University of Maine at Presque Isle No 461 381 235
## University of Maryland at Baltimore County No 4269 2594 985
## University of Maryland at College Park No 14292 10315 3409
## University of Massachusetts at Amherst No 14438 12414 3816
## University of Massachusetts at Dartmouth No 3347 2597 1006
## University of Miami Yes 7122 5386 1643
## University of Michigan at Ann Arbor No 19152 12940 4893
## University of Minnesota at Duluth No 4192 3126 1656
## University of Minnesota at Morris No 1458 874 588
## University of Minnesota Twin Cities No 11054 6397 3524
## University of Mississippi No 3844 3383 1669
## University of Missouri at Columbia No 6574 4637 2940
## University of Missouri at Rolla No 1877 1826 823
## University of Missouri at Saint Louis No 1618 1141 479
## University of Mobile Yes 452 331 269
## University of Montevallo No 1351 892 570
## University of Nebraska at Lincoln No 6277 6003 3526
## University of New England Yes 1209 750 265
## University of New Hampshire No 9750 7640 2529
## University of North Carolina at Asheville No 1757 979 394
## University of North Carolina at Chapel Hill No 14596 5985 3331
## University of North Carolina at Charlotte No 5803 4441 1730
## University of North Carolina at Greensboro No 5191 4134 1500
## University of North Carolina at Wilmington No 6071 3856 1449
## University of North Dakota No 2777 2249 1652
## University of North Florida No 1800 1253 560
## University of North Texas No 4418 2737 2049
## University of Northern Colorado No 5530 4007 1697
## University of Northern Iowa No 4144 3379 1853
## University of Notre Dame Yes 7700 3700 1906
## University of Oklahoma No 4743 3970 2233
## University of Oregon No 8631 6732 2546
## University of Pennsylvania Yes 12394 5232 2464
## University of Pittsburgh-Main Campus No 8586 6383 2503
## University of Portland Yes 1758 1485 419
## University of Puget Sound Yes 4044 2826 688
## University of Rhode Island No 9643 7751 1968
## University of Richmond Yes 5892 2718 756
## University of Rochester Yes 8766 5498 1243
## University of San Diego Yes 3934 2735 886
## University of San Francisco Yes 2306 1721 538
## University of Sci. and Arts of Oklahoma No 285 280 208
## University of Scranton Yes 4471 2942 910
## University of South Carolina at Aiken No 848 560 377
## University of South Carolina at Columbia No 7693 5815 2328
## University of South Florida No 7589 4676 1876
## University of Southern California Yes 12229 8498 2477
## University of Southern Colorado No 1401 1239 605
## University of Southern Indiana No 2379 2133 1292
## University of Southern Mississippi No 2850 2044 1046
## University of St. Thomas MN Yes 2057 1807 828
## University of St. Thomas TX Yes 374 280 185
## University of Tennessee at Knoxville No 7473 5372 3013
## University of Texas at Arlington No 3281 2559 1448
## University of Texas at Austin No 14752 9572 5329
## University of Texas at San Antonio No 4217 3100 1686
## University of the Arts Yes 974 704 290
## University of the Pacific Yes 2459 1997 582
## University of the South Yes 1445 966 326
## University of Tulsa Yes 1712 1557 696
## University of Utah No 5095 4491 2400
## University of Vermont No 7663 6008 1735
## University of Virginia No 15849 5384 2678
## University of Washington No 12749 7025 3343
## University of West Florida No 1558 1254 472
## University of Wisconsin-Stout No 2593 1966 1030
## University of Wisconsin-Superior No 910 910 342
## University of Wisconsin-Whitewater No 4400 3719 1472
## University of Wisconsin at Green Bay No 2409 1939 759
## University of Wisconsin at Madison No 14901 10932 4631
## University of Wisconsin at Milwaukee No 5244 3782 1930
## University of Wyoming No 2029 1516 1073
## Upper Iowa University Yes 663 452 192
## Ursinus College Yes 1399 1026 308
## Ursuline College Yes 325 260 86
## Valley City State University No 368 344 212
## Valparaiso University Yes 2075 1727 520
## Vanderbilt University Yes 7791 4690 1499
## Vassar College Yes 3550 1877 653
## Villanova University Yes 7759 5588 1477
## Virginia Commonwealth University No 4963 3497 1567
## Virginia State University No 2996 2440 704
## Virginia Tech No 15712 11719 4277
## Virginia Union University Yes 1847 1610 453
## Virginia Wesleyan College Yes 1470 900 287
## Viterbo College Yes 647 518 271
## Voorhees College Yes 1465 1006 188
## Wabash College Yes 800 623 256
## Wagner College Yes 1416 1015 417
## Wake Forest University Yes 5661 2392 903
## Walsh University Yes 1092 890 477
## Warren Wilson College Yes 440 311 112
## Wartburg College Yes 1231 1074 345
## Washington and Jefferson College Yes 1305 1100 334
## Washington and Lee University Yes 3315 1096 425
## Washington College Yes 1209 942 214
## Washington State University No 6540 5839 2440
## Washington University Yes 7654 5259 1254
## Wayne State College No 1373 1373 724
## Waynesburg College Yes 1190 978 324
## Webber College Yes 280 143 79
## Webster University Yes 665 462 226
## Wellesley College Yes 2895 1249 579
## Wells College Yes 318 240 130
## Wentworth Institute of Technology Yes 1480 1257 452
## Wesley College Yes 980 807 350
## Wesleyan University Yes 4772 1973 712
## West Chester University of Penn. No 6502 3539 1372
## West Liberty State College No 1164 1062 478
## West Virginia Wesleyan College Yes 1566 1400 483
## Western Carolina University No 3224 2519 1057
## Western Maryland College Yes 1205 984 278
## Western Michigan University No 9167 7191 2738
## Western New England College Yes 1650 1471 409
## Western State College of Colorado No 2702 1623 604
## Western Washington University No 5548 3563 1549
## Westfield State College No 3100 2150 825
## Westminster College MO Yes 662 553 184
## Westminster College Yes 996 866 377
## Westminster College of Salt Lake City Yes 917 720 213
## Westmont College No 950 713 351
## Wheaton College IL Yes 1432 920 548
## Westminster College PA Yes 1738 1373 417
## Wheeling Jesuit College Yes 903 755 213
## Whitman College Yes 1861 998 359
## Whittier College Yes 1681 1069 344
## Whitworth College Yes 1121 926 372
## Widener University Yes 2139 1492 502
## Wilkes University Yes 1631 1431 434
## Willamette University Yes 1658 1327 395
## William Jewell College Yes 663 547 315
## William Woods University Yes 469 435 227
## Williams College Yes 4186 1245 526
## Wilson College Yes 167 130 46
## Wingate College Yes 1239 1017 383
## Winona State University No 3325 2047 1301
## Winthrop University No 2320 1805 769
## Wisconsin Lutheran College Yes 152 128 75
## Wittenberg University Yes 1979 1739 575
## Wofford College Yes 1501 935 273
## Worcester Polytechnic Institute Yes 2768 2314 682
## Worcester State College No 2197 1515 543
## Xavier University Yes 1959 1805 695
## Xavier University of Louisiana Yes 2097 1915 695
## Yale University Yes 10705 2453 1317
## York College of Pennsylvania Yes 2989 1855 691
## Top10perc Top25perc F.Undergrad
## Abilene Christian University 23 52 2885
## Adelphi University 16 29 2683
## Adrian College 22 50 1036
## Agnes Scott College 60 89 510
## Alaska Pacific University 16 44 249
## Albertson College 38 62 678
## Albertus Magnus College 17 45 416
## Albion College 37 68 1594
## Albright College 30 63 973
## Alderson-Broaddus College 21 44 799
## Alfred University 37 75 1830
## Allegheny College 44 77 1707
## Allentown Coll. of St. Francis de Sales 38 64 1130
## Alma College 44 73 1306
## Alverno College 23 46 1317
## American International College 9 22 1018
## Amherst College 83 96 1593
## Anderson University 19 40 1819
## Andrews University 14 23 1586
## Angelo State University 24 54 4190
## Antioch University 25 44 712
## Appalachian State University 20 63 9940
## Aquinas College 20 51 1251
## Arizona State University Main campus 24 49 22593
## Arkansas College (Lyon College) 46 74 530
## Arkansas Tech University 12 52 3602
## Assumption College 23 59 1708
## Auburn University-Main Campus 25 57 16262
## Augsburg College 12 30 2074
## Augustana College IL 36 69 1950
## Augustana College 21 58 1337
## Austin College 42 74 1120
## Averett College 16 40 777
## Baker University 21 47 958
## Baldwin-Wallace College 30 61 2718
## Barat College 15 36 453
## Bard College 50 85 1004
## Barnard College 53 95 2121
## Barry University 18 45 1811
## Baylor University 34 66 9919
## Beaver College 23 56 878
## Bellarmine College 39 63 1198
## Belmont Abbey College 17 36 709
## Belmont University 28 67 1964
## Beloit College 26 54 1085
## Bemidji State University 12 36 3796
## Benedictine College 14 24 702
## Bennington College 25 53 457
## Bentley College 20 60 3095
## Berry College 37 68 1620
## Bethany College 16 41 706
## Bethel College KS 19 42 537
## Bethel College 11 28 347
## Bethune Cookman College 12 30 2128
## Birmingham-Southern College 67 88 1376
## Blackburn College 25 55 421
## Bloomsburg Univ. of Pennsylvania 15 55 5847
## Bluefield College 15 30 653
## Bluffton College 20 50 760
## Boston University 45 80 14971
## Bowdoin College 76 100 1490
## Bowling Green State University 14 45 13699
## Bradford College 5 36 453
## Bradley University 30 58 4531
## Brandeis University 48 77 2819
## Brenau University 12 41 917
## Brewton-Parker College 10 26 1320
## Briar Cliff College 16 44 738
## Bridgewater College 22 53 881
## Brigham Young University at Provo 48 82 27378
## Brown University 87 95 5643
## Bryn Mawr College 71 95 1088
## Bucknell University 49 85 3316
## Buena Vista College 32 70 1928
## Butler University 40 68 2607
## Cabrini College 8 28 1035
## Caldwell College 17 42 693
## California Lutheran University 23 52 1427
## California Polytechnic-San Luis 47 73 12911
## California State University at Fresno 5 60 13494
## Calvin College 29 56 3401
## Campbell University 20 54 3191
## Campbellsville College 25 55 935
## Canisius College 16 34 2978
## Capital University 34 66 1662
## Capitol College 10 52 282
## Carleton College 75 93 1870
## Carnegie Mellon University 60 89 4265
## Carroll College 19 55 1357
## Carson-Newman College 27 62 1776
## Carthage College 20 43 1405
## Case Western Reserve University 71 93 3051
## Castleton State College 9 22 1547
## Catawba College 13 34 915
## Catholic University of America 24 49 2159
## Cazenovia College 9 35 1010
## Cedar Crest College 25 58 791
## Cedarville College 25 55 2196
## Centenary College 12 46 396
## Centenary College of Louisiana 35 55 775
## Center for Creative Studies 1 20 525
## Central College 31 65 1355
## Central Connecticut State University 6 24 6394
## Central Missouri State University 10 35 8094
## Central Washington University 8 65 6507
## Central Wesleyan College 8 29 1047
## Centre College 55 82 943
## Chapman University 23 48 1662
## Chatham College 28 56 471
## Chestnut Hill College 25 64 518
## Christendom College 33 71 139
## Christian Brothers University 16 42 1068
## Christopher Newport University 3 37 2910
## Claflin College 21 47 959
## Claremont McKenna College 71 93 887
## Clark University 30 61 1928
## Clarke College 14 45 604
## Clarkson University 35 68 2332
## Clemson University 37 65 11755
## Clinch Valley Coll. of the Univ. of Virginia 15 30 1125
## Coe College 29 60 1127
## Coker College 15 47 690
## Colby College 58 84 1720
## Colgate University 46 75 2649
## College Misericordia 29 58 1121
## College of Charleston 22 55 6851
## College of Mount St. Joseph 14 41 1165
## College of Mount St. Vincent 23 46 707
## College of Notre Dame 11 42 500
## College of Notre Dame of Maryland 35 61 667
## College of Saint Benedict 29 62 1715
## College of Saint Catherine 23 51 1692
## College of Saint Elizabeth 34 53 493
## College of Saint Rose 23 57 1698
## College of Santa Fe 16 42 873
## College of St. Joseph 12 21 201
## College of St. Scholastica 29 60 1350
## College of the Holy Cross 70 95 2675
## College of William and Mary 68 88 5186
## College of Wooster 29 65 1704
## Colorado College 56 87 1892
## Colorado State University 29 65 15646
## Columbia College MO 10 28 690
## Columbia College 21 67 968
## Columbia University 78 96 3376
## Concordia College at St. Paul 13 29 1049
## Concordia Lutheran College 16 34 534
## Concordia University CA 30 75 641
## Concordia University 22 56 1168
## Connecticut College 42 93 1630
## Converse College 35 70 643
## Cornell College 33 68 1140
## Creighton University 30 60 3450
## Culver-Stockton College 24 55 992
## Cumberland College 26 47 1306
## D'Youville College 18 47 1074
## Dana College 10 36 550
## Daniel Webster College 12 30 460
## Dartmouth College 87 99 3918
## Davidson College 77 96 1601
## Defiance College 10 26 645
## Delta State University 15 48 2806
## Denison University 32 60 1835
## DePauw University 50 80 1983
## Dickinson College 31 68 1889
## Dickinson State University 10 30 1376
## Dillard University 41 88 1539
## Doane College 20 47 1022
## Dominican College of Blauvelt 4 19 756
## Dordt College 25 50 1048
## Dowling College 9 33 1059
## Drake University 34 65 3322
## Drew University 56 84 1192
## Drury College 33 66 1065
## Duke University 90 98 6188
## Earlham College 35 63 1028
## East Carolina University 14 44 13171
## East Tennessee State University 15 36 6706
## East Texas Baptist University 10 36 1050
## Eastern College 16 42 1057
## Eastern Connecticut State University 14 50 2766
## Eastern Illinois University 12 38 9161
## Eastern Mennonite College 19 48 903
## Eastern Nazarene College 17 40 1238
## Eckerd College 33 65 1363
## Elizabethtown College 36 70 1476
## Elmira College 27 50 1109
## Elms College 23 46 544
## Elon College 11 39 2933
## Embry Riddle Aeronautical University 14 40 4772
## Emory & Henry College 30 60 809
## Emory University 76 97 5544
## Emporia State University 43 79 3957
## Erskine College 47 74 532
## Eureka College 36 56 484
## Evergreen State College 14 50 3065
## Fairfield University 30 66 2984
## Fayetteville State University 1 16 2632
## Ferrum College 12 36 1051
## Flagler College 18 52 1345
## Florida Institute of Technology 39 74 1863
## Florida International University 42 89 10208
## Florida Southern College 20 44 1506
## Florida State University 50 90 18906
## Fontbonne College 16 49 981
## Fordham University 30 55 4740
## Fort Lewis College 16 35 3793
## Francis Marion University 13 38 3224
## Franciscan University of Steubenville 22 49 1301
## Franklin College 29 72 840
## Franklin Pierce College 3 14 1818
## Freed-Hardeman University 20 54 1174
## Fresno Pacific College 51 87 704
## Furman University 56 82 2371
## Gannon University 24 57 2693
## Gardner Webb University 18 36 1603
## Geneva College 19 39 1306
## George Fox College 27 52 1271
## George Mason University 17 29 9528
## George Washington University 38 71 5471
## Georgetown College 30 55 1063
## Georgetown University 71 93 5881
## Georgia Institute of Technology 89 99 8528
## Georgia State University 9 24 7732
## Georgian Court College 12 52 1095
## Gettysburg College 42 78 1944
## Goldey Beacom College 10 27 823
## Gonzaga University 31 67 2523
## Gordon College 25 54 1151
## Goshen College 26 51 910
## Goucher College 40 64 850
## Grace College and Seminary 18 46 618
## Graceland College 14 41 996
## Grand Valley State University 20 60 8234
## Green Mountain College 7 20 545
## Greensboro College 10 31 649
## Greenville College 20 46 771
## Grinnell College 56 91 1333
## Grove City College 57 88 2213
## Guilford College 18 44 1410
## Gustavus Adolphus College 36 72 2281
## Gwynedd Mercy College 30 56 716
## Hamilton College 40 82 1646
## Hamline University 34 73 1362
## Hampden - Sydney College 20 40 945
## Hampton University 25 63 4623
## Hanover College 33 65 1024
## Hardin-Simmons University 16 40 1365
## Harding University 35 75 3128
## Hartwick College 22 49 1464
## Harvard University 90 100 6862
## Harvey Mudd College 95 100 654
## Hastings College 22 52 935
## Hendrix College 52 87 954
## Hillsdale College 35 66 1133
## Hiram College 37 66 1000
## Hobart and William Smith Colleges 25 53 1792
## Hofstra University 25 63 6534
## Hollins College 26 58 795
## Hood College 36 64 710
## Hope College 37 69 2505
## Houghton College 30 70 1210
## Huntingdon College 26 47 538
## Huntington College 20 46 488
## Huron University 3 9 392
## Husson College 10 30 951
## Illinois Benedictine College 22 47 1222
## Illinois College 28 63 909
## Illinois Institute of Technology 42 77 1911
## Illinois State University 10 35 15701
## Illinois Wesleyan University 55 86 1818
## Immaculata College 16 44 494
## Incarnate Word College 16 49 1685
## Indiana State University 10 31 8596
## Indiana University at Bloomington 25 72 24763
## Indiana Wesleyan University 20 48 2448
## Iona College 13 33 3906
## Iowa State University 26 59 18676
## Ithaca College 23 52 5612
## James Madison University 32 72 9652
## Jamestown College 14 41 9950
## Jersey City State College 10 30 3817
## John Brown University 24 53 961
## John Carroll University 27 57 3168
## Johns Hopkins University 75 94 3566
## Johnson State College 3 13 1224
## Judson College 10 30 552
## Juniata College 36 55 1075
## Kansas State University 25 55 14914
## Kansas Wesleyan University 16 40 474
## Keene State College 5 19 3480
## Kentucky Wesleyan College 20 49 662
## Kenyon College 44 75 1445
## Keuka College 10 43 738
## King's College 20 45 500
## King College 34 65 509
## Knox College 48 77 967
## La Roche College 10 41 650
## La Salle University 20 56 2738
## Lafayette College 36 59 2018
## LaGrange College 15 35 600
## Lake Forest College 31 70 968
## Lakeland College 24 47 887
## Lamar University 10 27 5438
## Lambuth University 15 35 840
## Lander University 9 33 2074
## Lawrence University 50 77 1129
## Le Moyne College 21 76 1820
## Lebanon Valley College 28 56 965
## Lehigh University 40 84 4298
## Lenoir-Rhyne College 25 46 1188
## Lesley College 12 33 1134
## LeTourneau University 29 54 1532
## Lewis and Clark College 35 64 1763
## Lewis University 12 31 2192
## Lincoln Memorial University 21 55 925
## Lincoln University 15 41 1196
## Lindenwood College 6 33 2155
## Linfield College 48 72 1548
## Livingstone College 22 47 621
## Lock Haven University of Pennsylvania 17 41 3390
## Longwood College 12 47 2874
## Loras College 20 39 1663
## Louisiana College 33 61 912
## Louisiana State University at Baton Rouge 29 57 16269
## Louisiana Tech University 22 45 6720
## Loyola College 25 54 3010
## Loyola Marymount University 42 64 3558
## Loyola University 24 80 2740
## Loyola University Chicago 25 55 5244
## Luther College 38 72 2269
## Lycoming College 16 37 1363
## Lynchburg College 3 21 1524
## Lyndon State College 6 20 959
## Macalester College 56 86 1723
## MacMurray College 12 29 628
## Malone College 21 46 1605
## Manchester College 23 63 909
## Manhattan College 20 63 2578
## Manhattanville College 21 54 830
## Mankato State University 9 29 9649
## Marian College of Fond du Lac 15 41 1160
## Marietta College 27 60 1089
## Marist College 12 31 3557
## Marquette University 36 71 7016
## Marshall University 14 60 7703
## Mary Baldwin College 26 52 846
## Mary Washington College 39 78 2997
## Marymount College Tarrytown 9 34 731
## Marymount Manhattan College 21 30 988
## Marymount University 10 30 1247
## Maryville College 26 52 624
## Maryville University 26 51 1343
## Marywood College 13 51 1452
## Massachusetts Institute of Technology 96 99 4481
## Mayville State University 5 12 658
## McKendree College 16 43 836
## McMurry University 25 50 880
## McPherson College 11 32 336
## Mercer University 37 70 2943
## Mercyhurst College 15 40 1805
## Meredith College 25 58 1721
## Merrimack College 18 36 1927
## Mesa State College 6 18 3471
## Messiah College 30 64 2258
## Miami University at Oxford 35 39 13606
## Michigan State University 23 57 26640
## Michigan Technological University 42 77 5524
## MidAmerica Nazarene College 15 36 1100
## Millersville University of Penn. 22 60 5146
## Milligan College 26 52 685
## Millikin University 29 62 1788
## Millsaps College 32 61 1073
## Milwaukee School of Engineering 36 69 1773
## Mississippi College 36 57 1695
## Mississippi State University 18 57 10094
## Mississippi University for Women 19 46 1673
## Missouri Southern State College 13 50 3689
## Missouri Valley College 5 35 1057
## Monmouth College IL 28 57 671
## Monmouth College 14 34 1893
## Montana College of Mineral Sci. & Tech. 45 72 1470
## Montana State University 15 42 8730
## Montclair State University 19 53 6411
## Montreat-Anderson College 10 24 316
## Moorhead State University 12 37 5983
## Moravian College 23 58 1241
## Morehouse College 41 66 2852
## Morningside College 16 36 950
## Morris College 2 13 926
## Mount Holyoke College 47 79 1891
## Mount Marty College 17 37 600
## Mount Mary College 12 32 931
## Mount Mercy College 20 49 806
## Mount Saint Clare College 16 33 364
## Mount Saint Mary's College 15 36 1243
## Mount Saint Mary College 14 48 1170
## Mount St. Mary's College 37 90 1039
## Mount Union College 26 61 1365
## Mount Vernon Nazarene College 18 36 1114
## Muhlenberg College 30 61 1656
## Murray State University 29 55 5968
## Muskingum College 24 46 1115
## National-Louis University 23 48 2508
## Nazareth College of Rochester 36 68 1274
## New Jersey Institute of Technology 27 62 3311
## New Mexico Institute of Mining and Tech. 40 73 1017
## New York University 70 86 12408
## Newberry College 14 36 601
## Niagara University 65 99 1919
## North Adams State College 1 19 1380
## North Carolina A. & T. State University 12 33 6162
## North Carolina State University at Raleigh 39 78 16505
## North Carolina Wesleyan College 7 24 646
## North Central College 30 64 1310
## North Dakota State University 13 47 7368
## North Park College 19 39 879
## Northeast Missouri State University 36 72 5640
## Northeastern University 16 42 11160
## Northern Arizona University 23 48 11249
## Northern Illinois University 12 37 14826
## Northwest Missouri State University 8 29 4787
## Northwest Nazarene College 29 52 1115
## Northwestern College 22 56 1040
## Northwestern University 85 98 7450
## Norwich University 8 29 1862
## Notre Dame College 15 37 500
## Oakland University 16 56 6441
## Oberlin College 50 89 2587
## Occidental College 52 81 1686
## Oglethorpe University 56 87 769
## Ohio Northern University 35 62 2502
## Ohio University 21 54 14861
## Ohio Wesleyan University 36 65 1780
## Oklahoma Baptist University 35 59 1707
## Oklahoma Christian University 22 44 1419
## Oklahoma State University 29 57 12830
## Otterbein College 26 57 1648
## Ouachita Baptist University 31 73 1310
## Our Lady of the Lake University 22 46 1202
## Pace University 37 70 5809
## Pacific Lutheran University 31 68 2580
## Pacific Union College 20 48 1316
## Pacific University 41 71 1041
## Pembroke State University 14 34 2174
## Pennsylvania State Univ. Main Campus 48 93 28938
## Pepperdine University 86 96 2488
## Peru State College 10 40 959
## Pfeiffer College 11 25 654
## Philadelphia Coll. of Textiles and Sci. 19 42 1664
## Phillips University 19 50 597
## Piedmont College 20 40 641
## Pikeville College 28 48 797
## Pitzer College 37 73 750
## Point Loma Nazarene College 20 43 1889
## Point Park College 7 38 1173
## Polytechnic University 58 89 1379
## Prairie View A. and M. University 10 22 4564
## Presbyterian College 34 63 1133
## Princeton University 90 98 4540
## Providence College 20 55 3717
## Purdue University at West Lafayette 29 60 26213
## Queens College 32 62 630
## Quincy University 22 66 1070
## Quinnipiac College 17 45 2677
## Radford University 15 37 8077
## Ramapo College of New Jersey 6 29 2745
## Randolph-Macon College 21 46 1071
## Randolph-Macon Woman's College 35 66 653
## Reed College 47 80 1199
## Regis College 18 38 581
## Rensselaer Polytechnic Institute 53 82 4291
## Rhodes College 58 82 1345
## Rider University 16 31 2748
## Ripon College 28 52 735
## Rivier College 6 28 590
## Roanoke College 27 54 1460
## Rockhurst College 22 50 1127
## Rocky Mountain College 11 31 743
## Roger Williams University 10 20 2111
## Rollins College 31 55 1668
## Rosary College 28 53 624
## Rowan College of New Jersey 21 70 5303
## Rutgers at New Brunswick 36 79 21401
## Rutgers State University at Camden 27 79 2585
## Rutgers State University at Newark 26 62 4005
## Sacred Heart University 19 51 1707
## Saint Ambrose University 12 48 1345
## Saint Anselm College 15 40 1873
## Saint Cloud State University 10 34 11493
## Saint Francis College IN 13 36 513
## Saint Francis College 21 45 1223
## Saint John's University 18 45 1691
## Saint Joseph's College IN 24 42 815
## Saint Joseph's College 12 33 716
## Saint Joseph's University 39 71 2473
## Saint Joseph College 20 52 543
## Saint Louis University 44 67 4576
## Saint Mary's College 26 60 1433
## Saint Mary's College of Minnesota 14 35 1263
## Saint Mary-of-the-Woods College 23 50 341
## Saint Michael's College 16 64 1715
## Saint Olaf College 38 73 2888
## Saint Peter's College 23 38 1921
## Saint Vincent College 19 35 1035
## Saint Xavier University 15 65 1670
## Salem-Teikyo University 23 52 700
## Salem College 28 69 534
## Salisbury State University 20 52 4296
## Samford University 34 76 2959
## San Diego State University 20 70 16407
## Santa Clara University 40 73 3891
## Sarah Lawrence College 57 82 1000
## Savannah Coll. of Art and Design 20 65 1897
## Schreiner College 19 51 521
## Scripps College 60 83 569
## Seattle Pacific University 42 82 1922
## Seattle University 28 72 2993
## Seton Hall University 16 36 4384
## Seton Hill College 24 56 752
## Shippensburg University of Penn. 14 53 5268
## Shorter College 23 70 1115
## Siena College 24 68 2669
## Siena Heights College 10 31 686
## Simmons College 23 53 1144
## Simpson College 27 57 1116
## Sioux Falls College 13 35 614
## Skidmore College 25 62 2322
## Smith College 51 88 2479
## South Dakota State University 13 37 7000
## Southeast Missouri State University 18 43 6553
## Southeastern Oklahoma State Univ. 20 50 2962
## Southern California College 18 38 784
## Southern Illinois University at Edwardsville 13 40 6063
## Southern Methodist University 41 69 4892
## Southwest Baptist University 12 32 1770
## Southwest Missouri State University 15 37 13131
## Southwest State University 13 33 2091
## Southwestern Adventist College 11 27 620
## Southwestern College 28 66 504
## Southwestern University 44 77 1177
## Spalding University 10 45 589
## Spelman College 47 83 1971
## Spring Arbor College 15 32 1501
## St. Bonaventure University 13 45 1688
## St. John's College 31 51 393
## St. John Fisher College 19 51 1687
## St. Lawrence University 31 56 1801
## St. Martin's College 5 25 494
## St. Mary's College of California 36 80 2615
## St. Mary's College of Maryland 42 73 1315
## St. Mary's University of San Antonio 33 60 2149
## St. Norbert College 30 56 1946
## St. Paul's College 8 17 617
## St. Thomas Aquinas College 10 27 1117
## Stephens College 17 34 614
## Stetson University 37 69 1964
## Stevens Institute of Technology 51 93 1263
## Stockton College of New Jersey 23 65 4365
## Stonehill College 25 69 2022
## SUNY at Albany 16 61 10168
## SUNY at Binghamton 60 94 8544
## SUNY at Buffalo 36 100 13963
## SUNY at Stony Brook 27 66 9744
## SUNY College at Brockport 7 34 5758
## SUNY College at Oswego 17 70 6943
## SUNY College at Buffalo 8 29 7626
## SUNY College at Cortland 6 40 5011
## SUNY College at Fredonia 13 48 4123
## SUNY College at Geneseo 56 93 5060
## SUNY College at New Paltz 19 53 4658
## SUNY College at Plattsburgh 9 40 5004
## SUNY College at Potsdam 16 51 3598
## SUNY College at Purchase 5 33 2478
## Susquehanna University 27 59 1442
## Sweet Briar College 36 68 527
## Syracuse University 28 67 10142
## Tabor College 19 41 396
## Talladega College 30 60 908
## Taylor University 41 80 1757
## Tennessee Wesleyan College 7 29 402
## Texas A&M Univ. at College Station 49 85 31643
## Texas A&M University at Galveston 22 47 1206
## Texas Christian University 33 64 5064
## Texas Lutheran College 27 57 895
## Texas Southern University 15 85 5584
## Texas Wesleyan University 19 44 1204
## The Citadel 12 36 2024
## Thiel College 15 31 791
## Tiffin University 5 21 662
## Transylvania University 57 81 867
## Trenton State College 55 94 5167
## Tri-State University 14 40 978
## Trinity College CT 46 84 1737
## Trinity College DC 19 49 309
## Trinity College VT 16 41 484
## Trinity University 62 93 2110
## Tulane University 47 75 4941
## Tusculum College 12 34 983
## Tuskegee University 20 59 2825
## Union College KY 9 45 634
## Union College NY 49 84 1915
## Univ. of Wisconsin at OshKosh 14 48 7764
## University of Alabama at Birmingham 24 35 6960
## University of Arkansas at Fayetteville 25 65 9978
## University of California at Berkeley 95 100 19532
## University of California at Irvine 85 100 12677
## University of Central Florida 25 60 12330
## University of Charleston 22 43 771
## University of Chicago 68 94 3340
## University of Cincinnati 26 57 11036
## University of Connecticut at Storrs 23 63 12478
## University of Dallas 44 74 1058
## University of Dayton 26 51 5889
## University of Delaware 22 57 14130
## University of Denver 29 60 2666
## University of Detroit Mercy 24 50 2149
## University of Dubuque 11 39 662
## University of Evansville 35 67 2551
## University of Florida 54 85 24470
## University of Georgia 43 79 19553
## University of Hartford 11 26 3768
## University of Hawaii at Manoa 36 69 11028
## University of Illinois - Urbana 52 88 25422
## University of Illinois at Chicago 22 50 13518
## University of Indianapolis 26 51 1417
## University of Kansas 25 50 17880
## University of La Verne 16 38 1431
## University of Louisville 16 33 9844
## University of Maine at Farmington 20 48 1906
## University of Maine at Machias 17 45 633
## University of Maine at Presque Isle 10 40 974
## University of Maryland at Baltimore County 27 57 6476
## University of Maryland at College Park 22 53 19340
## University of Massachusetts at Amherst 12 39 16282
## University of Massachusetts at Dartmouth 10 37 4664
## University of Miami 42 69 7760
## University of Michigan at Ann Arbor 66 92 22045
## University of Minnesota at Duluth 15 45 5887
## University of Minnesota at Morris 56 86 1846
## University of Minnesota Twin Cities 26 55 16502
## University of Mississippi 26 47 7524
## University of Missouri at Columbia 32 62 14782
## University of Missouri at Rolla 49 77 3926
## University of Missouri at Saint Louis 18 54 4793
## University of Mobile 17 54 1417
## University of Montevallo 18 78 2385
## University of Nebraska at Lincoln 33 63 16454
## University of New England 19 54 820
## University of New Hampshire 24 62 10358
## University of North Carolina at Asheville 32 74 2033
## University of North Carolina at Chapel Hill 75 92 14609
## University of North Carolina at Charlotte 19 62 10099
## University of North Carolina at Greensboro 15 44 7532
## University of North Carolina at Wilmington 15 67 6635
## University of North Dakota 20 54 8334
## University of North Florida 44 85 3876
## University of North Texas 23 51 14047
## University of Northern Colorado 12 37 8463
## University of Northern Iowa 18 52 10135
## University of Notre Dame 79 96 7671
## University of Oklahoma 32 63 13436
## University of Oregon 25 61 11669
## University of Pennsylvania 85 100 9205
## University of Pittsburgh-Main Campus 25 59 13138
## University of Portland 27 58 2041
## University of Puget Sound 51 83 2738
## University of Rhode Island 12 40 8894
## University of Richmond 46 72 2854
## University of Rochester 56 75 5071
## University of San Diego 40 70 3698
## University of San Francisco 23 48 4309
## University of Sci. and Arts of Oklahoma 21 43 1140
## University of Scranton 29 60 3674
## University of South Carolina at Aiken 14 24 1855
## University of South Carolina at Columbia 30 66 12594
## University of South Florida 29 63 14770
## University of Southern California 45 71 13259
## University of Southern Colorado 10 34 3716
## University of Southern Indiana 8 25 4283
## University of Southern Mississippi 20 50 9260
## University of St. Thomas MN 26 53 4106
## University of St. Thomas TX 45 77 995
## University of Tennessee at Knoxville 27 53 15749
## University of Texas at Arlington 19 43 10975
## University of Texas at Austin 48 85 30017
## University of Texas at San Antonio 17 46 9375
## University of the Arts 5 22 1145
## University of the Pacific 36 66 2664
## University of the South 46 83 1129
## University of Tulsa 41 68 2936
## University of Utah 27 53 13894
## University of Vermont 18 51 7353
## University of Virginia 74 95 11278
## University of Washington 40 81 20356
## University of West Florida 20 57 3754
## University of Wisconsin-Stout 9 32 6038
## University of Wisconsin-Superior 14 53 1434
## University of Wisconsin-Whitewater 12 38 7804
## University of Wisconsin at Green Bay 17 50 3819
## University of Wisconsin at Madison 36 80 23945
## University of Wisconsin at Milwaukee 12 37 11561
## University of Wyoming 23 46 7535
## Upper Iowa University 10 35 1481
## Ursinus College 44 77 1131
## Ursuline College 21 47 699
## Valley City State University 5 27 863
## Valparaiso University 49 81 2501
## Vanderbilt University 71 92 5500
## Vassar College 53 87 2164
## Villanova University 30 68 6362
## Virginia Commonwealth University 18 45 10262
## Virginia State University 2 30 3006
## Virginia Tech 29 53 18511
## Virginia Union University 19 59 1298
## Virginia Wesleyan College 20 49 1130
## Viterbo College 17 43 1014
## Voorhees College 10 30 703
## Wabash College 41 76 801
## Wagner College 10 44 1324
## Wake Forest University 75 88 3499
## Walsh University 27 92 847
## Warren Wilson College 25 49 466
## Wartburg College 34 66 1295
## Washington and Jefferson College 42 64 1098
## Washington and Lee University 68 93 1584
## Washington College 31 60 822
## Washington State University 31 70 14445
## Washington University 62 93 4879
## Wayne State College 6 21 2754
## Waynesburg College 12 30 1280
## Webber College 5 27 327
## Webster University 17 44 1739
## Wellesley College 80 96 2195
## Wells College 40 85 416
## Wentworth Institute of Technology 6 25 2961
## Wesley College 10 25 872
## Wesleyan University 60 86 2714
## West Chester University of Penn. 11 51 7484
## West Liberty State College 12 25 2138
## West Virginia Wesleyan College 28 55 1509
## Western Carolina University 11 31 5000
## Western Maryland College 31 50 1071
## Western Michigan University 24 53 15739
## Western New England College 7 21 1803
## Western State College of Colorado 7 24 2315
## Western Washington University 30 71 8909
## Westfield State College 3 20 3234
## Westminster College MO 20 43 665
## Westminster College 29 58 1411
## Westminster College of Salt Lake City 21 60 979
## Westmont College 42 72 1276
## Wheaton College IL 56 84 2200
## Westminster College PA 21 55 1335
## Wheeling Jesuit College 15 49 971
## Whitman College 45 77 1220
## Whittier College 35 63 1235
## Whitworth College 43 70 1270
## Widener University 24 64 2186
## Wilkes University 15 36 1803
## Willamette University 49 80 1595
## William Jewell College 32 67 1279
## William Woods University 17 39 851
## Williams College 81 96 1988
## Wilson College 16 50 199
## Wingate College 10 34 1207
## Winona State University 20 45 5800
## Winthrop University 24 61 3395
## Wisconsin Lutheran College 17 41 282
## Wittenberg University 42 68 1980
## Wofford College 51 83 1059
## Worcester Polytechnic Institute 49 86 2802
## Worcester State College 4 26 3089
## Xavier University 24 47 2849
## Xavier University of Louisiana 34 61 2793
## Yale University 95 99 5217
## York College of Pennsylvania 28 63 2988
## P.Undergrad Outstate Room.Board
## Abilene Christian University 537 7440 3300
## Adelphi University 1227 12280 6450
## Adrian College 99 11250 3750
## Agnes Scott College 63 12960 5450
## Alaska Pacific University 869 7560 4120
## Albertson College 41 13500 3335
## Albertus Magnus College 230 13290 5720
## Albion College 32 13868 4826
## Albright College 306 15595 4400
## Alderson-Broaddus College 78 10468 3380
## Alfred University 110 16548 5406
## Allegheny College 44 17080 4440
## Allentown Coll. of St. Francis de Sales 638 9690 4785
## Alma College 28 12572 4552
## Alverno College 1235 8352 3640
## American International College 287 8700 4780
## Amherst College 5 19760 5300
## Anderson University 281 10100 3520
## Andrews University 326 9996 3090
## Angelo State University 1512 5130 3592
## Antioch University 23 15476 3336
## Appalachian State University 1035 6806 2540
## Aquinas College 767 11208 4124
## Arizona State University Main campus 7585 7434 4850
## Arkansas College (Lyon College) 182 8644 3922
## Arkansas Tech University 939 3460 2650
## Assumption College 689 12000 5920
## Auburn University-Main Campus 1716 6300 3933
## Augsburg College 726 11902 4372
## Augustana College IL 38 13353 4173
## Augustana College 300 10990 3244
## Austin College 15 11280 4342
## Averett College 538 9925 4135
## Baker University 466 8620 4100
## Baldwin-Wallace College 1460 10995 4410
## Barat College 266 9690 4300
## Bard College 15 19264 6206
## Barnard College 69 17926 8124
## Barry University 3144 11290 5360
## Baylor University 484 6450 3920
## Beaver College 519 12850 5400
## Bellarmine College 605 8840 2950
## Belmont Abbey College 131 9000 4850
## Belmont University 623 7800 3664
## Beloit College 81 16304 3616
## Bemidji State University 824 4425 2700
## Benedictine College 501 9550 3850
## Bennington College 2 21700 4100
## Bentley College 1533 13800 5510
## Berry College 49 8050 3940
## Bethany College 62 8740 3363
## Bethel College KS 101 8540 3580
## Bethel College 74 6200 2900
## Bethune Cookman College 82 5188 3396
## Birmingham-Southern College 207 11660 4325
## Blackburn College 27 6500 2700
## Bloomsburg Univ. of Pennsylvania 946 7844 2948
## Bluefield College 129 7150 4350
## Bluffton College 81 9900 3990
## Boston University 3113 18420 6810
## Bowdoin College 8 19030 5885
## Bowling Green State University 1213 7452 3352
## Bradford College 42 14080 6270
## Bradley University 643 10870 4440
## Brandeis University 62 19380 6750
## Brenau University 479 9592 5879
## Brewton-Parker College 822 4371 2370
## Briar Cliff College 430 10260 3597
## Bridgewater College 55 10265 4725
## Brigham Young University at Provo 1253 2340 3580
## Brown University 349 19528 5926
## Bryn Mawr College 16 18165 6750
## Bucknell University 31 18550 4750
## Buena Vista College 442 13306 3797
## Butler University 148 13130 4650
## Cabrini College 446 10518 6250
## Caldwell College 868 8900 4600
## California Lutheran University 432 12950 5300
## California Polytechnic-San Luis 1404 7380 4877
## California State University at Fresno 1254 7706 4368
## Calvin College 136 10230 3710
## Campbell University 1204 7550 2790
## Campbellsville College 184 6060 3070
## Canisius College 434 10750 5340
## Capital University 960 13050 4000
## Capitol College 331 8400 2812
## Carleton College 12 19292 3957
## Carnegie Mellon University 291 17900 5690
## Carroll College 737 12200 3880
## Carson-Newman College 239 8150 3150
## Carthage College 580 13125 3775
## Case Western Reserve University 513 15700 4730
## Castleton State College 294 7656 4690
## Catawba College 80 9270 4100
## Catholic University of America 211 13712 6408
## Cazenovia College 12 9384 4840
## Cedar Crest College 764 14340 5285
## Cedarville College 82 7344 4410
## Centenary College 526 11400 5400
## Centenary College of Louisiana 44 8950 3490
## Center for Creative Studies 323 11230 6643
## Central College 40 10938 3660
## Central Connecticut State University 3881 5962 4444
## Central Missouri State University 1596 4620 3288
## Central Washington University 898 7242 3603
## Central Wesleyan College 33 8300 3080
## Centre College 7 11850 4270
## Chapman University 209 16624 5895
## Chatham College 148 13500 5230
## Chestnut Hill College 232 10335 5015
## Christendom College 3 8730 3600
## Christian Brothers University 364 9300 3260
## Christopher Newport University 1749 7860 4750
## Claflin College 13 4412 2460
## Claremont McKenna College 1 17000 6010
## Clark University 296 17500 4200
## Clarke College 350 10740 3676
## Clarkson University 53 15960 5580
## Clemson University 770 8116 3610
## Clinch Valley Coll. of the Univ. of Virginia 422 7168 3689
## Coe College 205 13925 4390
## Coker College 222 9888 4502
## Colby College 35 18930 5590
## Colgate University 25 19510 5565
## College Misericordia 493 10860 5760
## College of Charleston 1200 6120 3460
## College of Mount St. Joseph 1232 9800 4430
## College of Mount St. Vincent 432 11790 5770
## College of Notre Dame 331 12600 5520
## College of Notre Dame of Maryland 1983 11180 5620
## College of Saint Benedict 103 12247 4221
## College of Saint Catherine 562 12224 4440
## College of Saint Elizabeth 968 10900 5250
## College of Saint Rose 894 9990 5666
## College of Santa Fe 683 11138 4138
## College of St. Joseph 173 8300 4850
## College of St. Scholastica 275 11844 3696
## College of the Holy Cross 22 18000 6300
## College of William and Mary 134 11720 4298
## College of Wooster 1 16240 4690
## Colorado College 7 17142 4190
## Colorado State University 1829 8412 4180
## Columbia College MO 5346 8294 3700
## Columbia College 237 10425 3975
## Columbia University 55 18624 6664
## Concordia College at St. Paul 181 10500 3750
## Concordia Lutheran College 172 6900 3800
## Concordia University CA 101 10800 4440
## Concordia University 145 9216 4191
## Connecticut College 232 18740 6300
## Converse College 80 12050 3700
## Cornell College 10 15248 4323
## Creighton University 644 10628 4372
## Culver-Stockton College 112 8000 3700
## Cumberland College 122 6230 3526
## D'Youville College 336 8920 4310
## Dana College 84 9130 3322
## Daniel Webster College 536 12292 4934
## Dartmouth College 32 19545 6070
## Davidson College 6 17295 5070
## Defiance College 283 10850 3670
## Delta State University 538 4528 1880
## Denison University 14 16900 4720
## DePauw University 36 14300 5020
## Dickinson College 62 18700 5000
## Dickinson State University 237 4486 2146
## Dillard University 45 6700 3650
## Doane College 411 9570 3000
## Dominican College of Blauvelt 863 8310 5500
## Dordt College 56 9800 2650
## Dowling College 2458 9000 3100
## Drake University 726 13420 4770
## Drew University 87 18432 5616
## Drury College 48 8730 3523
## Duke University 53 18590 5950
## Earlham College 13 15036 4056
## East Carolina University 1687 7248 3240
## East Tennessee State University 2640 5800 3000
## East Texas Baptist University 151 4950 2780
## Eastern College 355 11190 4800
## Eastern Connecticut State University 1531 5962 4316
## Eastern Illinois University 845 5710 3066
## Eastern Mennonite College 59 9650 3800
## Eastern Nazarene College 30 8770 3500
## Eckerd College 23 15360 4080
## Elizabethtown College 299 14190 4400
## Elmira College 502 14990 4980
## Elms College 436 11800 4765
## Elon College 334 9100 3883
## Embry Riddle Aeronautical University 856 7800 3750
## Emory & Henry College 32 8578 4408
## Emory University 192 17600 6000
## Emporia State University 588 5401 3144
## Erskine College 35 10485 3840
## Eureka College 16 10955 3450
## Evergreen State College 363 6297 4600
## Fairfield University 1037 15000 6200
## Fayetteville State University 617 6806 2550
## Ferrum College 82 9400 4200
## Flagler College 44 5120 3200
## Florida Institute of Technology 233 13900 4140
## Florida International University 9310 6597 2494
## Florida Southern College 970 8025 4865
## Florida State University 3242 6680 4060
## Fontbonne College 337 8390 4100
## Fordham University 1646 14235 6965
## Fort Lewis College 486 6198 3320
## Francis Marion University 436 5840 3138
## Franciscan University of Steubenville 242 9650 4400
## Franklin College 68 10390 4040
## Franklin Pierce College 1197 13320 4630
## Freed-Hardeman University 50 5500 3340
## Fresno Pacific College 63 9900 3670
## Furman University 175 13440 4048
## Gannon University 691 10970 4280
## Gardner Webb University 374 8180 4270
## Geneva College 258 9476 4820
## George Fox College 43 12500 4130
## George Mason University 3822 10800 4840
## George Washington University 1470 17450 6328
## Georgetown College 48 8100 3950
## Georgetown University 406 18300 7131
## Georgia Institute of Technology 654 6489 4438
## Georgia State University 9054 6744 2655
## Georgian Court College 785 9150 3950
## Gettysburg College 46 19964 4328
## Goldey Beacom College 963 6120 2985
## Gonzaga University 296 13000 4450
## Gordon College 39 12200 4070
## Goshen College 166 9420 3730
## Goucher College 80 15588 6174
## Grace College and Seminary 113 8958 3670
## Graceland College 2281 9100 3100
## Grand Valley State University 2619 6108 3800
## Green Mountain College 42 11750 2700
## Greensboro College 314 8330 3770
## Greenville College 53 10310 4530
## Grinnell College 30 15688 4618
## Grove City College 35 5224 3048
## Guilford College 299 13404 5160
## Gustavus Adolphus College 50 14125 3600
## Gwynedd Mercy College 1108 11000 5550
## Hamilton College 24 19700 5050
## Hamline University 102 13252 4194
## Hampden - Sydney College 1 13218 4773
## Hampton University 740 7161 3518
## Hanover College 15 8200 3485
## Hardin-Simmons University 334 6300 2980
## Harding University 213 5504 3528
## Hartwick College 67 17480 4780
## Harvard University 320 18485 6410
## Harvey Mudd College 5 17230 6690
## Hastings College 37 9376 3272
## Hendrix College 6 8800 3195
## Hillsdale College 42 11090 4700
## Hiram College 275 14067 4560
## Hobart and William Smith Colleges 5 19029 5841
## Hofstra University 1350 11600 5920
## Hollins College 74 13470 5515
## Hood College 399 13960 6040
## Hope College 208 12275 4341
## Houghton College 26 9990 3550
## Huntingdon College 126 8080 3920
## Huntington College 43 9950 3920
## Huron University 69 7260 3090
## Husson College 706 7800 4000
## Illinois Benedictine College 519 10500 4348
## Illinois College 28 8050 3850
## Illinois Institute of Technology 626 14550 4620
## Illinois State University 1823 7799 3403
## Illinois Wesleyan University 23 14360 4090
## Immaculata College 1305 10000 5364
## Incarnate Word College 556 8840 4689
## Indiana State University 1949 6892 3706
## Indiana University at Bloomington 2717 9766 3990
## Indiana Wesleyan University 707 9210 3782
## Iona College 1446 10690 6790
## Iowa State University 1715 7550 3224
## Ithaca College 166 14424 6192
## James Madison University 742 7994 4544
## Jamestown College 71 7620 3050
## Jersey City State College 1394 3946 4800
## John Brown University 99 6398 3672
## John Carroll University 392 11700 5550
## Johns Hopkins University 1569 18800 6740
## Johnson State College 345 7656 4690
## Judson College 67 9414 4554
## Juniata College 43 14850 4460
## Kansas State University 2246 6995 3120
## Kansas Wesleyan University 258 8400 3250
## Keene State College 776 7870 4157
## Kentucky Wesleyan College 121 8000 4150
## Kenyon College 1 19240 3690
## Keuka College 55 9600 4550
## King's College 541 10910 5160
## King College 44 8664 3350
## Knox College 24 15747 4062
## La Roche College 819 8842 4782
## La Salle University 1662 12600 5610
## Lafayette College 226 18730 5740
## LaGrange College 363 6987 3585
## Lake Forest College 20 16880 3970
## Lakeland College 1957 9400 4005
## Lamar University 4058 4752 3040
## Lambuth University 325 5170 3430
## Lander University 341 4938 2987
## Lawrence University 74 17163 3891
## Le Moyne College 558 11040 4840
## Lebanon Valley College 502 13850 4755
## Lehigh University 132 18700 5580
## Lenoir-Rhyne College 166 10100 4000
## Lesley College 336 11700 5300
## LeTourneau University 77 8840 4240
## Lewis and Clark College 59 15800 4790
## Lewis University 1423 10560 4520
## Lincoln Memorial University 605 5950 2890
## Lincoln University 33 4818 3400
## Lindenwood College 191 9200 4800
## Linfield College 840 13380 4210
## Livingstone College 11 4400 3400
## Lock Haven University of Pennsylvania 325 7352 3620
## Longwood College 118 7920 3962
## Loras College 170 11200 4000
## Louisiana College 158 5150 3036
## Louisiana State University at Baton Rouge 3757 5925 2980
## Louisiana Tech University 1822 3957 2325
## Loyola College 184 12990 6300
## Loyola Marymount University 436 13592 5916
## Loyola University 761 11100 5870
## Loyola University Chicago 3417 11500 5330
## Luther College 85 13240 3560
## Lycoming College 74 13900 4300
## Lynchburg College 280 12450 5400
## Lyndon State College 150 7320 4640
## Macalester College 113 15909 4772
## MacMurray College 63 9620 3750
## Malone College 246 9858 3700
## Manchester College 51 10440 3850
## Manhattan College 254 12370 6800
## Manhattanville College 150 14700 6550
## Mankato State University 1792 4300 2643
## Marian College of Fond du Lac 653 9400 3400
## Marietta College 210 13850 3920
## Marist College 658 10700 5925
## Marquette University 804 11610 4760
## Marshall University 2339 5094 4010
## Mary Baldwin College 377 11200 7400
## Mary Washington College 736 6490 4942
## Marymount College Tarrytown 370 11510 6450
## Marymount Manhattan College 785 10200 7000
## Marymount University 776 11390 5280
## Maryville College 128 11200 4208
## Maryville University 1751 9250 4550
## Marywood College 402 11040 4500
## Massachusetts Institute of Technology 28 20100 5975
## Mayville State University 58 4486 2516
## McKendree College 684 7680 3740
## McMurry University 477 6930 3452
## McPherson College 80 7950 3750
## Mercer University 1260 11985 4081
## Mercyhurst College 433 9813 4050
## Meredith College 470 6720 3250
## Merrimack College 1084 12500 6200
## Mesa State College 911 5016 3798
## Messiah College 53 10300 5080
## Miami University at Oxford 807 8856 3960
## Michigan State University 4120 10658 3734
## Michigan Technological University 414 8127 3978
## MidAmerica Nazarene College 166 6840 3720
## Millersville University of Penn. 1532 7844 3830
## Milligan College 49 8200 3300
## Millikin University 95 11910 4378
## Millsaps College 179 11320 4402
## Milwaukee School of Engineering 884 11505 3255
## Mississippi College 721 5580 2830
## Mississippi State University 1621 9866 3084
## Mississippi University for Women 1014 4386 2217
## Missouri Southern State College 2200 3840 2852
## Missouri Valley College 175 8550 5050
## Monmouth College IL 11 13000 4100
## Monmouth College 847 12480 5290
## Montana College of Mineral Sci. & Tech. 416 6073 3400
## Montana State University 993 5552 3710
## Montclair State University 3186 3648 4834
## Montreat-Anderson College 20 8438 3372
## Moorhead State University 1075 4426 2664
## Moravian College 485 14990 4730
## Morehouse College 153 7050 5490
## Morningside College 228 10520 3678
## Morris College 12 4515 2550
## Mount Holyoke College 40 19300 5700
## Mount Marty College 435 6844 2980
## Mount Mary College 487 8950 3119
## Mount Mercy College 542 10500 3555
## Mount Saint Clare College 88 9900 3650
## Mount Saint Mary's College 79 12850 6200
## Mount Saint Mary College 429 7470 4600
## Mount St. Mary's College 466 12474 5678
## Mount Union College 144 12250 3530
## Mount Vernon Nazarene College 94 7400 3346
## Muhlenberg College 352 16975 4565
## Murray State University 955 4738 3110
## Muskingum College 70 13240 3914
## National-Louis University 505 9090 4500
## Nazareth College of Rochester 471 10850 5150
## New Jersey Institute of Technology 1646 8832 5376
## New Mexico Institute of Mining and Tech. 411 5376 3214
## New York University 2814 17748 7262
## Newberry College 36 10194 2600
## Niagara University 334 10320 4762
## North Adams State College 136 5542 4330
## North Carolina A. & T. State University 871 6806 1780
## North Carolina State University at Raleigh 5481 8400 6540
## North Carolina Wesleyan College 84 8242 4230
## North Central College 766 11718 7398
## North Dakota State University 1128 5834 2744
## North Park College 156 12580 4345
## Northeast Missouri State University 266 4856 3416
## Northeastern University 10221 13380 7425
## Northern Arizona University 2682 6746 3728
## Northern Illinois University 1979 7799 3296
## Northwest Missouri State University 472 3735 3136
## Northwest Nazarene College 60 9840 2820
## Northwestern College 52 9900 3075
## Northwestern University 45 16404 5520
## Norwich University 382 14134 5270
## Notre Dame College 311 9990 4900
## Oakland University 3982 9114 4030
## Oberlin College 120 19670 5820
## Occidental College 35 16560 5140
## Oglethorpe University 377 12900 4340
## Ohio Northern University 66 15990 4080
## Ohio University 1310 7629 4095
## Ohio Wesleyan University 48 16732 5650
## Oklahoma Baptist University 705 5390 3140
## Oklahoma Christian University 228 6400 3150
## Oklahoma State University 1658 5336 3344
## Otterbein College 936 12888 4440
## Ouachita Baptist University 61 6530 2800
## Our Lady of the Lake University 942 8530 3644
## Pace University 4379 11000 5160
## Pacific Lutheran University 302 13312 4488
## Pacific Union College 139 11925 3825
## Pacific University 35 14210 3994
## Pembroke State University 529 6360 2760
## Pennsylvania State Univ. Main Campus 2025 10645 4060
## Pepperdine University 625 18200 6770
## Peru State College 457 2580 2624
## Pfeiffer College 162 8640 3700
## Philadelphia Coll. of Textiles and Sci. 1042 11690 5062
## Phillips University 83 10500 3860
## Piedmont College 63 5640 3620
## Pikeville College 100 6000 3000
## Pitzer College 30 17688 5900
## Point Loma Nazarene College 217 10178 4190
## Point Park College 1402 9700 4830
## Polytechnic University 214 16200 4200
## Prairie View A. and M. University 448 4290 3500
## Presbyterian College 30 11859 3635
## Princeton University 146 19900 5910
## Providence College 1358 14400 6200
## Purdue University at West Lafayette 4065 9556 3990
## Queens College 549 11020 4970
## Quincy University 72 10100 4140
## Quinnipiac College 714 12030 6140
## Radford University 472 6684 4110
## Ramapo College of New Jersey 1938 4449 4860
## Randolph-Macon College 27 13840 3735
## Randolph-Macon Woman's College 56 13970 6110
## Reed College 61 19960 5490
## Regis College 533 12700 5800
## Rensselaer Polytechnic Institute 16 17475 5976
## Rhodes College 59 15200 4768
## Rider University 1309 13250 5420
## Ripon College 28 15200 4100
## Rivier College 1196 9870 4860
## Roanoke College 239 13425 4425
## Rockhurst College 754 9490 4100
## Rocky Mountain College 118 8734 3362
## Roger Williams University 1489 12520 6050
## Rollins College 1052 16425 5220
## Rosary College 269 10950 4600
## Rowan College of New Jersey 3942 4356 4830
## Rutgers at New Brunswick 3712 7410 4748
## Rutgers State University at Camden 1300 7411 4748
## Rutgers State University at Newark 1886 7410 4748
## Sacred Heart University 1889 11070 5780
## Saint Ambrose University 390 10450 4020
## Saint Anselm College 94 12950 5400
## Saint Cloud State University 2206 4259 2625
## Saint Francis College IN 247 8670 3820
## Saint Francis College 451 10880 5050
## Saint John's University 72 12247 4081
## Saint Joseph's College IN 222 11200 4250
## Saint Joseph's College 2196 9985 5180
## Saint Joseph's University 1314 12750 6350
## Saint Joseph College 712 12200 4600
## Saint Louis University 1140 11690 4730
## Saint Mary's College 27 12730 4514
## Saint Mary's College of Minnesota 118 10800 3600
## Saint Mary-of-the-Woods College 768 10300 4130
## Saint Michael's College 106 13030 5860
## Saint Olaf College 105 14350 3750
## Saint Peter's College 1154 9408 5520
## Saint Vincent College 182 10850 3936
## Saint Xavier University 726 10860 4624
## Salem-Teikyo University 45 10575 3952
## Salem College 216 10475 6300
## Salisbury State University 1027 5130 4690
## Samford University 402 8236 3700
## San Diego State University 5550 8384 5110
## Santa Clara University 128 13584 5928
## Sarah Lawrence College 105 19300 6694
## Savannah Coll. of Art and Design 208 8325 5000
## Schreiner College 99 8955 5900
## Scripps College 7 17238 7350
## Seattle Pacific University 704 12669 4875
## Seattle University 347 12825 4375
## Seton Hall University 1530 12000 6484
## Seton Hill College 210 11240 4180
## Shippensburg University of Penn. 300 7844 3504
## Shorter College 111 7210 3600
## Siena College 616 10800 5100
## Siena Heights College 287 9240 3880
## Simmons College 160 16160 6950
## Simpson College 602 11250 4980
## Sioux Falls College 271 8990 3064
## Skidmore College 263 18710 5970
## Smith College 95 18820 6390
## South Dakota State University 1103 3811 2190
## Southeast Missouri State University 1246 4680 3540
## Southeastern Oklahoma State Univ. 651 3738 2619
## Southern California College 127 9520 4124
## Southern Illinois University at Edwardsville 2550 5472 3598
## Southern Methodist University 387 12772 5078
## Southwest Baptist University 967 7070 2500
## Southwest Missouri State University 3374 4740 2590
## Southwest State University 546 4285 2750
## Southwestern Adventist College 280 7536 3736
## Southwestern College 147 7200 3532
## Southwestern University 43 11850 4675
## Spalding University 263 8400 2800
## Spelman College 107 7000 5565
## Spring Arbor College 353 8600 3550
## St. Bonaventure University 131 10456 4927
## St. John's College 4 16150 5450
## St. John Fisher College 677 10570 5600
## St. Lawrence University 45 18720 5730
## St. Martin's College 574 11550 4270
## St. Mary's College of California 248 13332 6354
## St. Mary's College of Maryland 209 6800 4730
## St. Mary's University of San Antonio 418 8678 3858
## St. Norbert College 95 12140 4450
## St. Paul's College 34 5000 3650
## St. Thomas Aquinas College 815 8650 5700
## Stephens College 388 13900 5200
## Stetson University 81 12315 4565
## Stevens Institute of Technology 11 16900 5680
## Stockton College of New Jersey 765 3040 4351
## Stonehill College 926 12170 6172
## SUNY at Albany 1231 6550 4355
## SUNY at Binghamton 671 6550 4598
## SUNY at Buffalo 3124 6550 4731
## SUNY at Stony Brook 1351 6550 4712
## SUNY College at Brockport 1363 6550 4460
## SUNY College at Oswego 869 6550 4810
## SUNY College at Buffalo 2091 6550 4040
## SUNY College at Cortland 346 6550 4680
## SUNY College at Fredonia 298 6550 4420
## SUNY College at Geneseo 146 6550 4170
## SUNY College at New Paltz 1478 6550 4240
## SUNY College at Plattsburgh 475 6550 4176
## SUNY College at Potsdam 234 6840 4660
## SUNY College at Purchase 1441 6550 4760
## Susquehanna University 166 16130 4710
## Sweet Briar College 41 14500 6000
## Syracuse University 117 15150 6870
## Tabor College 38 7850 3410
## Talladega College 119 5666 2964
## Taylor University 81 10965 4000
## Tennessee Wesleyan College 237 7070 3640
## Texas A&M Univ. at College Station 2798 5130 3412
## Texas A&M University at Galveston 134 4860 3122
## Texas Christian University 660 8490 3320
## Texas Lutheran College 429 7850 3410
## Texas Southern University 3101 7860 3360
## Texas Wesleyan University 392 6400 3484
## The Citadel 292 7070 2439
## Thiel College 140 11172 4958
## Tiffin University 351 7600 3800
## Transylvania University 51 10900 4450
## Trenton State College 902 5391 5411
## Tri-State University 98 9456 4350
## Trinity College CT 244 18810 5690
## Trinity College DC 639 11412 6430
## Trinity College VT 541 11010 5208
## Trinity University 95 12240 5150
## Tulane University 1534 19040 5950
## Tusculum College 40 7700 3400
## Tuskegee University 144 6735 3395
## Union College KY 78 7800 2950
## Union College NY 123 18732 6204
## Univ. of Wisconsin at OshKosh 1472 6874 2394
## University of Alabama at Birmingham 4698 4440 5175
## University of Arkansas at Fayetteville 1530 5028 3300
## University of California at Berkeley 2061 11648 6246
## University of California at Irvine 864 12024 5302
## University of Central Florida 7152 6618 4234
## University of Charleston 611 9500 3540
## University of Chicago 39 18930 6380
## University of Cincinnati 2011 8907 4697
## University of Connecticut at Storrs 1660 11656 5072
## University of Dallas 73 10760 6230
## University of Dayton 665 11380 4220
## University of Delaware 4522 10220 4230
## University of Denver 554 15192 4695
## University of Detroit Mercy 2217 11130 3996
## University of Dubuque 131 10430 3620
## University of Evansville 407 11800 4340
## University of Florida 3286 7090 4180
## University of Georgia 2748 5697 3600
## University of Hartford 1415 14220 6000
## University of Hawaii at Manoa 2411 4460 3038
## University of Illinois - Urbana 911 7560 4574
## University of Illinois at Chicago 2916 7230 5088
## University of Indianapolis 1646 11120 4080
## University of Kansas 1673 6994 3384
## University of La Verne 1522 13540 5050
## University of Louisville 6198 6540 3600
## University of Maine at Farmington 344 6810 3970
## University of Maine at Machias 317 6600 3680
## University of Maine at Presque Isle 503 6600 3630
## University of Maryland at Baltimore County 2592 8594 4408
## University of Maryland at College Park 3991 8723 5146
## University of Massachusetts at Amherst 1940 8566 3897
## University of Massachusetts at Dartmouth 1630 6919 4500
## University of Miami 876 16500 6526
## University of Michigan at Ann Arbor 1339 15732 4659
## University of Minnesota at Duluth 1254 8828 3474
## University of Minnesota at Morris 154 9843 3180
## University of Minnesota Twin Cities 21836 8949 3744
## University of Mississippi 804 4916 3810
## University of Missouri at Columbia 1583 9057 3485
## University of Missouri at Rolla 561 9057 3600
## University of Missouri at Saint Louis 4552 7246 3964
## University of Mobile 301 6150 3680
## University of Montevallo 331 4440 3030
## University of Nebraska at Lincoln 3171 5595 3145
## University of New England 159 11450 5045
## University of New Hampshire 1338 11180 3862
## University of North Carolina at Asheville 1078 5972 3420
## University of North Carolina at Chapel Hill 1100 8400 4200
## University of North Carolina at Charlotte 3255 7248 3109
## University of North Carolina at Greensboro 1847 8677 3505
## University of North Carolina at Wilmington 1145 7558 3680
## University of North Dakota 1435 5634 2703
## University of North Florida 3588 6634 4360
## University of North Texas 5134 4104 3579
## University of Northern Colorado 1498 7731 4128
## University of Northern Iowa 1448 6197 2930
## University of Notre Dame 30 16850 4400
## University of Oklahoma 2582 5173 3526
## University of Oregon 1605 10602 3660
## University of Pennsylvania 531 17020 7270
## University of Pittsburgh-Main Campus 4289 10786 4560
## University of Portland 174 12040 4100
## University of Puget Sound 138 16230 4500
## University of Rhode Island 2456 10330 5558
## University of Richmond 594 14500 3285
## University of Rochester 438 17840 6582
## University of San Diego 217 13600 5940
## University of San Francisco 549 13226 6452
## University of Sci. and Arts of Oklahoma 473 3687 1920
## University of Scranton 493 11584 5986
## University of South Carolina at Aiken 1412 5800 3066
## University of South Carolina at Columbia 3661 8074 3522
## University of South Florida 10962 6760 3776
## University of Southern California 1429 17230 6482
## University of Southern Colorado 675 7100 4380
## University of Southern Indiana 2973 4973 3192
## University of Southern Mississippi 1387 4652 2470
## University of St. Thomas MN 982 11712 4037
## University of St. Thomas TX 408 8550 4050
## University of Tennessee at Knoxville 3237 5764 3262
## University of Texas at Arlington 8431 4422 2780
## University of Texas at Austin 5189 5130 3309
## University of Texas at San Antonio 5457 4104 5376
## University of the Arts 39 12520 3860
## University of the Pacific 299 16320 5326
## University of the South 24 15350 4080
## University of Tulsa 433 11750 4160
## University of Utah 8374 6857 3975
## University of Vermont 1674 15516 4928
## University of Virginia 114 12212 3792
## University of Washington 4582 8199 4218
## University of West Florida 2477 6172 3994
## University of Wisconsin-Stout 579 6704 2592
## University of Wisconsin-Superior 417 7032 2780
## University of Wisconsin-Whitewater 1552 6950 2500
## University of Wisconsin at Green Bay 1347 6900 2800
## University of Wisconsin at Madison 2200 9096 4290
## University of Wisconsin at Milwaukee 7443 8786 2964
## University of Wyoming 1488 5988 3422
## Upper Iowa University 1160 8840 3060
## Ursinus College 17 14900 5160
## Ursuline College 717 9600 4202
## Valley City State University 189 4286 2570
## Valparaiso University 198 11800 3260
## Vanderbilt University 90 17865 6525
## Vassar College 77 18920 5950
## Villanova University 1292 15925 6507
## Virginia Commonwealth University 5065 10217 4182
## Virginia State University 338 5587 4845
## Virginia Tech 604 10260 3176
## Virginia Union University 67 7384 3494
## Virginia Wesleyan College 417 10900 5100
## Viterbo College 387 9140 3365
## Voorhees College 20 4450 2522
## Wabash College 5 12925 4195
## Wagner College 117 13500 5800
## Wake Forest University 172 13850 4360
## Walsh University 497 8670 4180
## Warren Wilson College 7 10000 3052
## Wartburg College 105 11600 3610
## Washington and Jefferson College 151 16260 4005
## Washington and Lee University 3 13750 4619
## Washington College 46 15276 5318
## Washington State University 1344 8200 4210
## Washington University 1274 18350 5775
## Wayne State College 474 2700 2660
## Waynesburg College 61 8840 3620
## Webber College 110 5590 2900
## Webster University 1550 9160 4340
## Wellesley College 156 18345 5995
## Wells College 19 14900 5550
## Wentworth Institute of Technology 572 9850 6050
## Wesley College 448 9890 4674
## Wesleyan University 27 19130 5600
## West Chester University of Penn. 1904 7844 4108
## West Liberty State College 227 4470 2890
## West Virginia Wesleyan College 170 14200 3775
## Western Carolina University 706 6390 2380
## Western Maryland College 98 14510 5340
## Western Michigan University 4278 6940 4100
## Western New England College 1116 8994 5500
## Western State College of Colorado 146 5918 3755
## Western Washington University 506 8124 4144
## Westfield State College 941 5542 3788
## Westminster College MO 37 10720 4050
## Westminster College 72 12065 3615
## Westminster College of Salt Lake City 743 8820 4050
## Westmont College 9 14320 5304
## Wheaton College IL 56 11480 4200
## Westminster College PA 30 18460 5970
## Wheeling Jesuit College 305 10500 4545
## Whitman College 46 16670 4900
## Whittier College 30 16249 5699
## Whitworth College 160 12660 4500
## Widener University 2171 12350 5370
## Wilkes University 603 11150 5130
## Willamette University 159 14800 4620
## William Jewell College 75 10060 2970
## William Woods University 120 10535 4365
## Williams College 29 19629 5790
## Wilson College 676 11428 5084
## Wingate College 157 7820 3400
## Winona State University 872 4200 2700
## Winthrop University 670 6400 3392
## Wisconsin Lutheran College 22 9100 3700
## Wittenberg University 144 15948 4404
## Wofford College 34 12680 4150
## Worcester Polytechnic Institute 86 15884 5370
## Worcester State College 2029 6797 3900
## Xavier University 1107 11520 4960
## Xavier University of Louisiana 166 6900 4200
## Yale University 83 19840 6510
## York College of Pennsylvania 1726 4990 3560
## Books Personal PhD Terminal
## Abilene Christian University 450 2200 70 78
## Adelphi University 750 1500 29 30
## Adrian College 400 1165 53 66
## Agnes Scott College 450 875 92 97
## Alaska Pacific University 800 1500 76 72
## Albertson College 500 675 67 73
## Albertus Magnus College 500 1500 90 93
## Albion College 450 850 89 100
## Albright College 300 500 79 84
## Alderson-Broaddus College 660 1800 40 41
## Alfred University 500 600 82 88
## Allegheny College 400 600 73 91
## Allentown Coll. of St. Francis de Sales 600 1000 60 84
## Alma College 400 400 79 87
## Alverno College 650 2449 36 69
## American International College 450 1400 78 84
## Amherst College 660 1598 93 98
## Anderson University 550 1100 48 61
## Andrews University 900 1320 62 66
## Angelo State University 500 2000 60 62
## Antioch University 400 1100 69 82
## Appalachian State University 96 2000 83 96
## Aquinas College 350 1615 55 65
## Arizona State University Main campus 700 2100 88 93
## Arkansas College (Lyon College) 500 800 79 88
## Arkansas Tech University 450 1000 57 60
## Assumption College 500 500 93 93
## Auburn University-Main Campus 600 1908 85 91
## Augsburg College 540 950 65 65
## Augustana College IL 540 821 78 83
## Augustana College 600 1021 66 70
## Austin College 400 1150 81 95
## Averett College 750 1350 59 67
## Baker University 400 2250 58 68
## Baldwin-Wallace College 1000 1000 68 74
## Barat College 500 500 57 77
## Bard College 750 750 98 98
## Barnard College 600 850 83 93
## Barry University 600 1800 76 78
## Baylor University 600 1346 71 76
## Beaver College 400 800 78 89
## Bellarmine College 750 1290 74 82
## Belmont Abbey College 300 2480 78 85
## Belmont University 650 900 61 61
## Beloit College 355 715 87 95
## Bemidji State University 660 1800 57 62
## Benedictine College 350 250 64 84
## Bennington College 600 500 35 59
## Bentley College 630 850 87 87
## Berry College 350 2375 80 80
## Bethany College 550 1700 62 68
## Bethel College KS 500 1400 61 80
## Bethel College 600 800 63 63
## Bethune Cookman College 650 2500 48 48
## Birmingham-Southern College 400 900 74 79
## Blackburn College 500 1000 76 76
## Bloomsburg Univ. of Pennsylvania 500 1680 66 68
## Bluefield College 450 1500 61 67
## Bluffton College 400 900 76 71
## Boston University 475 1025 80 81
## Bowdoin College 1495 875 93 96
## Bowling Green State University 600 1700 81 89
## Bradford College 500 900 57 80
## Bradley University 2000 1522 75 81
## Brandeis University 410 1000 90 97
## Brenau University 500 700 71 80
## Brewton-Parker College 500 2000 62 62
## Briar Cliff College 600 1500 39 66
## Bridgewater College 560 875 68 73
## Brigham Young University at Provo 860 1220 76 76
## Brown University 720 1100 99 100
## Bryn Mawr College 500 1200 100 100
## Bucknell University 800 1200 95 97
## Buena Vista College 450 950 62 69
## Butler University 500 1600 77 81
## Cabrini College 300 300 59 76
## Caldwell College 425 1000 87 96
## California Lutheran University 612 576 72 74
## California Polytechnic-San Luis 612 2091 72 81
## California State University at Fresno 600 1926 90 90
## Calvin College 400 1210 75 81
## Campbell University 600 500 77 77
## Campbellsville College 600 1300 62 66
## Canisius College 400 1130 90 92
## Capital University 500 800 64 69
## Capitol College 300 2134 10 50
## Carleton College 550 550 81 93
## Carnegie Mellon University 450 1250 86 93
## Carroll College 480 930 74 81
## Carson-Newman College 400 500 61 62
## Carthage College 500 1300 74 89
## Case Western Reserve University 525 1460 95 95
## Castleton State College 400 700 89 91
## Catawba College 600 1860 75 82
## Catholic University of America 526 1100 90 96
## Cazenovia College 600 500 22 47
## Cedar Crest College 500 1000 58 83
## Cedarville College 570 1000 50 52
## Centenary College 500 760 41 85
## Centenary College of Louisiana 600 1900 86 92
## Center for Creative Studies 2340 620 8 58
## Central College 650 600 76 90
## Central Connecticut State University 500 985 69 73
## Central Missouri State University 300 2250 69 80
## Central Washington University 654 1416 67 89
## Central Wesleyan College 600 600 62 62
## Centre College 600 900 95 99
## Chapman University 600 1100 72 80
## Chatham College 400 850 95 98
## Chestnut Hill College 700 850 71 71
## Christendom College 400 800 92 92
## Christian Brothers University 600 900 81 81
## Christopher Newport University 525 1889 80 82
## Claflin College 500 1000 69 69
## Claremont McKenna College 500 850 99 99
## Clark University 500 950 94 95
## Clarke College 350 900 67 71
## Clarkson University 700 1300 95 95
## Clemson University 800 1618 82 88
## Clinch Valley Coll. of the Univ. of Virginia 600 1900 67 67
## Coe College 500 2200 73 86
## Coker College 400 1000 64 77
## Colby College 500 1000 83 94
## Colgate University 500 750 95 98
## College Misericordia 550 900 56 62
## College of Charleston 666 2316 73 78
## College of Mount St. Joseph 400 1150 46 46
## College of Mount St. Vincent 500 1000 75 77
## College of Notre Dame 630 2250 77 80
## College of Notre Dame of Maryland 600 700 64 64
## College of Saint Benedict 500 600 70 88
## College of Saint Catherine 450 1000 63 87
## College of Saint Elizabeth 380 1000 68 70
## College of Saint Rose 800 1500 66 71
## College of Santa Fe 600 1200 40 74
## College of St. Joseph 450 1300 53 53
## College of St. Scholastica 450 1146 54 76
## College of the Holy Cross 400 900 92 96
## College of William and Mary 600 800 89 92
## College of Wooster 500 500 84 96
## Colorado College 450 1200 85 97
## Colorado State University 470 1800 87 89
## Columbia College MO 400 900 87 87
## Columbia College 500 1500 61 77
## Columbia University 550 300 97 98
## Concordia College at St. Paul 450 950 69 75
## Concordia Lutheran College 450 1825 67 76
## Concordia University CA 570 1515 55 60
## Concordia University 400 1000 56 64
## Connecticut College 600 500 86 95
## Converse College 500 900 63 76
## Cornell College 550 800 71 76
## Creighton University 650 2055 85 90
## Culver-Stockton College 400 500 51 52
## Cumberland College 400 600 42 44
## D'Youville College 680 1320 68 68
## Dana College 450 1450 46 51
## Daniel Webster College 500 500 61 61
## Dartmouth College 550 1100 95 99
## Davidson College 600 1011 95 97
## Defiance College 400 1159 58 60
## Delta State University 500 1200 49 63
## Denison University 500 600 88 97
## DePauw University 550 950 78 94
## Dickinson College 595 1250 87 94
## Dickinson State University 600 2000 50 64
## Dillard University 500 2307 52 52
## Doane College 400 1000 67 72
## Dominican College of Blauvelt 600 1800 43 43
## Dordt College 450 2800 61 60
## Dowling College 450 1413 77 78
## Drake University 560 1675 88 93
## Drew University 520 660 93 97
## Drury College 500 750 82 92
## Duke University 625 1162 95 96
## Earlham College 600 600 90 94
## East Carolina University 500 1700 74 78
## East Tennessee State University 600 2200 73 75
## East Texas Baptist University 530 1500 62 62
## Eastern College 450 1230 60 60
## Eastern Connecticut State University 650 500 71 76
## Eastern Illinois University 120 1730 62 71
## Eastern Mennonite College 600 1300 46 65
## Eastern Nazarene College 450 700 58 58
## Eckerd College 600 1000 82 89
## Elizabethtown College 500 750 65 68
## Elmira College 450 550 77 98
## Elms College 450 1700 71 71
## Elon College 490 1777 70 74
## Embry Riddle Aeronautical University 570 3020 37 43
## Emory & Henry College 700 1600 79 88
## Emory University 600 870 97 98
## Emporia State University 450 1888 72 75
## Erskine College 475 1246 76 80
## Eureka College 330 670 62 87
## Evergreen State College 600 1323 75 78
## Fairfield University 700 1100 86 90
## Fayetteville State University 350 766 75 75
## Ferrum College 500 1600 53 58
## Flagler College 500 2140 52 60
## Florida Institute of Technology 750 1500 90 90
## Florida International University 800 3028 81 96
## Florida Southern College 400 650 65 74
## Florida State University 600 1020 80 89
## Fontbonne College 350 1500 45 55
## Fordham University 600 1735 86 97
## Fort Lewis College 500 2500 89 97
## Francis Marion University 400 2430 76 76
## Franciscan University of Steubenville 600 1000 57 69
## Franklin College 525 1345 54 78
## Franklin Pierce College 500 800 50 56
## Freed-Hardeman University 600 1600 68 76
## Fresno Pacific College 630 1818 59 59
## Furman University 600 1250 92 95
## Gannon University 500 1380 47 51
## Gardner Webb University 500 500 65 58
## Geneva College 500 1100 67 67
## George Fox College 400 1050 53 53
## George Mason University 580 1050 93 96
## George Washington University 700 950 92 93
## Georgetown College 550 550 73 76
## Georgetown University 670 1700 91 92
## Georgia Institute of Technology 795 1164 92 92
## Georgia State University 720 3450 87 89
## Georgian Court College 500 800 56 59
## Gettysburg College 500 500 94 95
## Goldey Beacom College 531 1830 25 25
## Gonzaga University 600 2400 78 90
## Gordon College 400 1200 73 82
## Goshen College 600 1230 51 56
## Goucher College 500 1200 78 90
## Grace College and Seminary 300 1000 53 59
## Graceland College 550 880 51 61
## Grand Valley State University 500 1000 64 66
## Green Mountain College 400 850 77 83
## Greensboro College 550 1300 64 80
## Greenville College 400 800 57 61
## Grinnell College 400 400 88 92
## Grove City College 525 350 65 65
## Guilford College 450 1050 78 86
## Gustavus Adolphus College 400 700 79 89
## Gwynedd Mercy College 500 500 36 41
## Hamilton College 300 800 91 96
## Hamline University 450 550 89 93
## Hampden - Sydney College 660 600 95 97
## Hampton University 600 2000 60 64
## Hanover College 500 1200 84 84
## Hardin-Simmons University 700 2140 75 79
## Harding University 700 910 71 77
## Hartwick College 500 700 75 87
## Harvard University 500 1920 97 97
## Harvey Mudd College 700 900 100 100
## Hastings College 500 1902 57 63
## Hendrix College 500 1200 82 99
## Hillsdale College 400 750 80 80
## Hiram College 400 1000 75 95
## Hobart and William Smith Colleges 600 600 99 99
## Hofstra University 1000 1000 81 90
## Hollins College 500 850 78 91
## Hood College 450 690 82 88
## Hope College 465 1100 72 81
## Houghton College 500 1500 85 90
## Huntingdon College 500 1100 63 72
## Huntington College 300 1300 76 76
## Huron University 600 1840 31 35
## Husson College 350 1500 36 44
## Illinois Benedictine College 650 1500 81 91
## Illinois College 600 1000 75 75
## Illinois Institute of Technology 500 700 80 88
## Illinois State University 537 2605 77 84
## Illinois Wesleyan University 400 650 77 92
## Immaculata College 500 1000 56 64
## Incarnate Word College 750 2775 67 69
## Indiana State University 600 2500 72 76
## Indiana University at Bloomington 600 2000 77 88
## Indiana Wesleyan University 700 1000 49 51
## Iona College 570 1150 66 83
## Iowa State University 640 2055 81 88
## Ithaca College 634 1000 58 79
## James Madison University 500 732 77 81
## Jamestown College 400 400 51 53
## Jersey City State College 400 1500 63 67
## John Brown University 400 1350 68 68
## John Carroll University 600 450 89 90
## Johns Hopkins University 500 1040 96 97
## Johnson State College 500 624 80 91
## Judson College 500 1700 34 55
## Juniata College 450 420 97 97
## Kansas State University 600 2000 76 86
## Kansas Wesleyan University 500 1400 63 55
## Keene State College 500 1150 73 73
## Kentucky Wesleyan College 500 1300 57 65
## Kenyon College 750 480 95 95
## Keuka College 600 750 55 94
## King's College 400 1795 66 72
## King College 600 3000 65 68
## Knox College 400 800 88 95
## La Roche College 600 1100 57 73
## La Salle University 450 3160 90 90
## Lafayette College 600 1000 93 96
## LaGrange College 750 1500 77 83
## Lake Forest College 920 1320 91 94
## Lakeland College 500 1000 49 65
## Lamar University 508 1463 48 82
## Lambuth University 600 1590 61 61
## Lander University 528 1702 67 77
## Lawrence University 525 975 76 92
## Le Moyne College 400 900 89 92
## Lebanon Valley College 400 1125 84 84
## Lehigh University 750 1130 96 99
## Lenoir-Rhyne College 400 1000 88 92
## Lesley College 550 805 71 88
## LeTourneau University 600 1400 58 70
## Lewis and Clark College 450 950 97 98
## Lewis University 500 1200 36 48
## Lincoln Memorial University 600 1300 67 72
## Lincoln University 350 1400 71 72
## Lindenwood College 1000 4200 65 85
## Linfield College 500 900 89 91
## Livingstone College 800 900 53 93
## Lock Haven University of Pennsylvania 225 500 47 55
## Longwood College 550 2200 74 80
## Loras College 500 1200 61 62
## Louisiana College 500 1655 64 74
## Louisiana State University at Baton Rouge 600 2242 83 87
## Louisiana Tech University 618 1656 66 77
## Loyola College 600 900 86 88
## Loyola Marymount University 545 1328 84 88
## Loyola University 600 750 77 88
## Loyola University Chicago 700 2000 94 95
## Luther College 600 400 73 85
## Lycoming College 500 900 75 81
## Lynchburg College 450 870 62 66
## Lyndon State College 500 600 48 65
## Macalester College 500 700 85 91
## MacMurray College 550 950 49 55
## Malone College 450 1200 42 45
## Manchester College 525 1450 63 72
## Manhattan College 500 1800 92 92
## Manhattanville College 450 400 97 97
## Mankato State University 450 1660 57 68
## Marian College of Fond du Lac 500 1100 37 37
## Marietta College 470 810 80 97
## Marist College 550 1200 74 81
## Marquette University 600 1950 86 94
## Marshall University 700 1560 77 86
## Mary Baldwin College 600 1300 66 79
## Mary Washington College 650 2102 75 80
## Marymount College Tarrytown 575 1075 71 93
## Marymount Manhattan College 350 1100 63 76
## Marymount University 500 750 77 82
## Maryville College 500 1642 80 90
## Maryville University 425 1350 52 58
## Marywood College 600 700 65 76
## Massachusetts Institute of Technology 725 1600 99 99
## Mayville State University 600 1900 68 68
## McKendree College 500 800 70 74
## McMurry University 400 1525 57 64
## McPherson College 600 2740 54 54
## Mercer University 400 1500 93 95
## Mercyhurst College 425 1000 45 63
## Meredith College 450 1520 77 82
## Merrimack College 375 1000 73 75
## Mesa State College 540 2256 48 48
## Messiah College 475 1200 68 75
## Miami University at Oxford 500 1382 81 89
## Michigan State University 504 600 93 95
## Michigan Technological University 900 1200 82 82
## MidAmerica Nazarene College 1100 4913 33 33
## Millersville University of Penn. 450 1258 72 74
## Milligan College 550 1000 63 69
## Millikin University 450 965 60 77
## Millsaps College 550 1350 82 89
## Milwaukee School of Engineering 1000 2075 35 46
## Mississippi College 600 700 77 79
## Mississippi State University 480 1479 77 77
## Mississippi University for Women 600 1500 49 54
## Missouri Southern State College 200 400 52 54
## Missouri Valley College 400 900 35 67
## Monmouth College IL 400 460 91 91
## Monmouth College 530 1740 70 85
## Montana College of Mineral Sci. & Tech. 550 1400 71 71
## Montana State University 550 2300 75 83
## Montclair State University 700 950 82 87
## Montreat-Anderson College 500 2958 42 50
## Moorhead State University 600 1000 76 81
## Moravian College 550 1250 86 92
## Morehouse College 250 600 71 74
## Morningside College 500 1000 48 68
## Morris College 850 2100 53 60
## Mount Holyoke College 750 750 79 91
## Mount Marty College 500 500 45 55
## Mount Mary College 550 1125 51 51
## Mount Mercy College 500 2285 44 50
## Mount Saint Clare College 500 1200 32 37
## Mount Saint Mary's College 550 900 77 82
## Mount Saint Mary College 250 1400 74 75
## Mount St. Mary's College 630 1278 53 71
## Mount Union College 400 1150 85 87
## Mount Vernon Nazarene College 600 600 57 57
## Muhlenberg College 600 850 76 86
## Murray State University 700 940 72 76
## Muskingum College 600 800 73 85
## National-Louis University 650 500 62 65
## Nazareth College of Rochester 550 800 77 93
## New Jersey Institute of Technology 700 1850 92 98
## New Mexico Institute of Mining and Tech. 600 1100 99 100
## New York University 450 1000 87 98
## Newberry College 500 1500 57 63
## Niagara University 450 650 68 100
## North Adams State College 500 1000 65 71
## North Carolina A. & T. State University 600 1651 72 72
## North Carolina State University at Raleigh 600 1300 92 98
## North Carolina Wesleyan College 600 1295 77 77
## North Central College 450 1800 73 87
## North Dakota State University 600 2000 79 83
## North Park College 400 970 76 79
## Northeast Missouri State University 400 1100 69 72
## Northeastern University 600 1750 73 82
## Northern Arizona University 620 2342 78 83
## Northern Illinois University 470 1750 73 78
## Northwest Missouri State University 250 1630 62 65
## Northwest Nazarene College 450 822 59 59
## Northwestern College 300 1800 68 68
## Northwestern University 759 1585 96 100
## Norwich University 500 800 71 74
## Notre Dame College 400 600 44 47
## Oakland University 400 650 88 90
## Oberlin College 575 1119 77 96
## Occidental College 558 1152 91 93
## Oglethorpe University 600 4110 91 95
## Ohio Northern University 600 825 73 78
## Ohio University 550 2300 79 87
## Ohio Wesleyan University 550 550 93 93
## Oklahoma Baptist University 515 1290 63 71
## Oklahoma Christian University 500 1900 58 64
## Oklahoma State University 800 3100 84 92
## Otterbein College 420 840 62 68
## Ouachita Baptist University 500 1500 63 67
## Our Lady of the Lake University 616 1576 56 64
## Pace University 660 1115 90 95
## Pacific Lutheran University 600 1516 78 78
## Pacific Union College 630 1926 48 87
## Pacific University 450 1100 76 76
## Pembroke State University 550 1498 77 77
## Pennsylvania State Univ. Main Campus 512 2394 77 96
## Pepperdine University 500 700 95 98
## Peru State College 500 900 48 100
## Pfeiffer College 400 1915 62 62
## Philadelphia Coll. of Textiles and Sci. 600 1664 48 80
## Phillips University 600 940 58 64
## Piedmont College 600 750 89 89
## Pikeville College 500 500 48 57
## Pitzer College 650 850 100 100
## Point Loma Nazarene College 800 750 71 71
## Point Park College 400 1200 45 90
## Polytechnic University 436 2486 90 90
## Prairie View A. and M. University 598 1582 55 93
## Presbyterian College 554 1429 80 85
## Princeton University 675 1575 91 96
## Providence College 450 1100 66 74
## Purdue University at West Lafayette 570 1060 86 86
## Queens College 610 1900 73 75
## Quincy University 450 1080 69 71
## Quinnipiac College 1000 500 63 73
## Radford University 500 900 73 83
## Ramapo College of New Jersey 600 1655 74 95
## Randolph-Macon College 400 900 77 80
## Randolph-Macon Woman's College 370 920 88 97
## Reed College 500 450 90 90
## Regis College 450 700 81 85
## Rensselaer Polytechnic Institute 1230 1100 94 98
## Rhodes College 550 1500 90 96
## Rider University 700 3100 84 92
## Ripon College 350 650 87 90
## Rivier College 600 1100 59 59
## Roanoke College 450 1200 85 89
## Rockhurst College 500 1500 60 79
## Rocky Mountain College 600 625 56 78
## Roger Williams University 500 730 44 54
## Rollins College 955 750 81 85
## Rosary College 550 950 79 82
## Rowan College of New Jersey 800 800 76 81
## Rutgers at New Brunswick 690 2009 90 95
## Rutgers State University at Camden 690 2009 90 95
## Rutgers State University at Newark 690 2009 90 95
## Sacred Heart University 400 600 71 73
## Saint Ambrose University 500 1500 56 56
## Saint Anselm College 450 1120 70 82
## Saint Cloud State University 350 1884 70 75
## Saint Francis College IN 450 1000 43 78
## Saint Francis College 400 1235 64 64
## Saint John's University 500 600 76 85
## Saint Joseph's College IN 600 950 55 60
## Saint Joseph's College 500 800 53 89
## Saint Joseph's University 350 1690 84 90
## Saint Joseph College 650 950 87 90
## Saint Louis University 800 6800 84 94
## Saint Mary's College 500 1525 74 95
## Saint Mary's College of Minnesota 400 820 68 74
## Saint Mary-of-the-Woods College 500 1700 44 58
## Saint Michael's College 500 750 79 88
## Saint Olaf College 550 550 82 88
## Saint Peter's College 500 450 78 78
## Saint Vincent College 500 900 62 64
## Saint Xavier University 600 794 87 100
## Salem-Teikyo University 400 620 46 24
## Salem College 500 2000 68 68
## Salisbury State University 600 1450 73 75
## Samford University 569 1650 74 75
## San Diego State University 612 2400 87 93
## Santa Clara University 630 1278 88 92
## Sarah Lawrence College 600 700 89 93
## Savannah Coll. of Art and Design 1200 1600 14 98
## Schreiner College 500 1488 51 56
## Scripps College 600 800 95 100
## Seattle Pacific University 600 1250 83 85
## Seattle University 500 1500 85 85
## Seton Hall University 650 1000 81 84
## Seton Hill College 350 2000 71 71
## Shippensburg University of Penn. 450 1700 80 83
## Shorter College 500 2000 62 65
## Siena College 575 1090 71 82
## Siena Heights College 475 1090 29 49
## Simmons College 500 1200 74 81
## Simpson College 550 1400 66 73
## Sioux Falls College 500 1700 73 73
## Skidmore College 500 700 87 92
## Smith College 500 1050 85 97
## South Dakota State University 500 1970 62 65
## Southeast Missouri State University 200 2150 75 76
## Southeastern Oklahoma State Univ. 450 1022 55 59
## Southern California College 630 1818 63 65
## Southern Illinois University at Edwardsville 221 2216 76 81
## Southern Methodist University 576 1802 74 88
## Southwest Baptist University 400 1000 52 54
## Southwest Missouri State University 500 1360 70 75
## Southwest State University 600 1800 58 75
## Southwestern Adventist College 430 1651 44 77
## Southwestern College 550 1500 56 56
## Southwestern University 600 1050 83 89
## Spalding University 600 900 50 56
## Spelman College 660 2400 73 80
## Spring Arbor College 385 665 48 48
## St. Bonaventure University 500 1050 91 91
## St. John's College 275 800 63 72
## St. John Fisher College 400 800 86 81
## St. Lawrence University 650 825 90 94
## St. Martin's College 300 500 43 77
## St. Mary's College of California 630 1584 88 89
## St. Mary's College of Maryland 675 1250 84 89
## St. Mary's University of San Antonio 700 1736 82 83
## St. Norbert College 425 1100 74 78
## St. Paul's College 600 600 45 45
## St. Thomas Aquinas College 500 1750 69 73
## Stephens College 450 2150 46 63
## Stetson University 600 1365 85 90
## Stevens Institute of Technology 450 750 89 89
## Stockton College of New Jersey 711 1125 78 92
## Stonehill College 480 800 79 79
## SUNY at Albany 700 1560 93 96
## SUNY at Binghamton 700 1000 83 100
## SUNY at Buffalo 708 957 90 97
## SUNY at Stony Brook 600 1200 91 96
## SUNY College at Brockport 500 705 79 83
## SUNY College at Oswego 500 1500 69 85
## SUNY College at Buffalo 550 1230 71 78
## SUNY College at Cortland 630 1274 82 85
## SUNY College at Fredonia 620 1481 82 90
## SUNY College at Geneseo 600 650 79 84
## SUNY College at New Paltz 550 1500 85 93
## SUNY College at Plattsburgh 600 1380 80 90
## SUNY College at Potsdam 500 1000 71 75
## SUNY College at Purchase 1125 1362 80 100
## Susquehanna University 400 800 83 86
## Sweet Briar College 500 600 91 99
## Syracuse University 635 960 73 84
## Tabor College 400 1500 55 70
## Talladega College 1000 1400 56 58
## Taylor University 450 1250 60 61
## Tennessee Wesleyan College 400 3158 59 65
## Texas A&M Univ. at College Station 600 2144 89 91
## Texas A&M University at Galveston 600 650 103 88
## Texas Christian University 650 2400 81 93
## Texas Lutheran College 490 1700 54 58
## Texas Southern University 600 1700 65 75
## Texas Wesleyan University 600 1800 80 83
## The Citadel 400 779 95 94
## Thiel College 700 1350 68 76
## Tiffin University 600 1200 59 74
## Transylvania University 500 1000 81 91
## Trenton State College 700 1000 81 87
## Tri-State University 468 1323 53 53
## Trinity College CT 500 680 91 96
## Trinity College DC 500 900 89 93
## Trinity College VT 550 500 58 78
## Trinity University 500 490 94 96
## Tulane University 350 800 98 98
## Tusculum College 450 800 70 70
## Tuskegee University 600 1425 70 74
## Union College KY 500 600 60 88
## Union College NY 450 1024 94 96
## Univ. of Wisconsin at OshKosh 518 1890 73 78
## University of Alabama at Birmingham 750 2200 96 96
## University of Arkansas at Fayetteville 500 2000 73 89
## University of California at Berkeley 636 1933 93 97
## University of California at Irvine 790 1818 96 96
## University of Central Florida 700 1600 80 98
## University of Charleston 400 750 26 58
## University of Chicago 500 1254 99 99
## University of Cincinnati 556 1851 89 95
## University of Connecticut at Storrs 700 2300 89 95
## University of Dallas 500 1200 85 93
## University of Dayton 500 900 81 85
## University of Delaware 530 1300 82 87
## University of Denver 400 1350 84 91
## University of Detroit Mercy 600 2166 72 79
## University of Dubuque 400 1500 85 98
## University of Evansville 700 960 60 81
## University of Florida 630 1530 88 97
## University of Georgia 525 1755 88 95
## University of Hartford 500 1440 61 76
## University of Hawaii at Manoa 687 1281 85 87
## University of Illinois - Urbana 500 1982 87 90
## University of Illinois at Chicago 630 3228 82 84
## University of Indianapolis 525 1405 55 56
## University of Kansas 700 2681 88 94
## University of La Verne 630 2298 66 68
## University of Louisville 530 2440 84 92
## University of Maine at Farmington 450 1647 67 75
## University of Maine at Machias 600 400 46 46
## University of Maine at Presque Isle 400 1675 67 67
## University of Maryland at Baltimore County 494 2768 82 88
## University of Maryland at College Park 550 1550 89 92
## University of Massachusetts at Amherst 500 1400 88 92
## University of Massachusetts at Dartmouth 500 1250 74 90
## University of Miami 630 1985 82 94
## University of Michigan at Ann Arbor 476 1600 90 98
## University of Minnesota at Duluth 753 2610 79 91
## University of Minnesota at Morris 600 1500 74 78
## University of Minnesota Twin Cities 714 2910 88 90
## University of Mississippi 600 550 81 86
## University of Missouri at Columbia 600 1983 87 87
## University of Missouri at Rolla 700 1435 88 88
## University of Missouri at Saint Louis 500 4288 71 73
## University of Mobile 550 1200 59 63
## University of Montevallo 300 600 72 72
## University of Nebraska at Lincoln 500 2070 86 92
## University of New England 900 2500 72 75
## University of New Hampshire 650 2450 89 87
## University of North Carolina at Asheville 600 750 77 83
## University of North Carolina at Chapel Hill 550 1200 88 93
## University of North Carolina at Charlotte 600 1900 79 91
## University of North Carolina at Greensboro 600 1300 75 94
## University of North Carolina at Wilmington 500 1500 82 85
## University of North Dakota 450 1200 97 97
## University of North Florida 600 2604 82 85
## University of North Texas 450 1700 86 94
## University of Northern Colorado 540 2286 75 75
## University of Northern Iowa 595 2380 78 82
## University of Notre Dame 600 1350 96 92
## University of Oklahoma 765 3176 86 90
## University of Oregon 570 1530 79 87
## University of Pennsylvania 500 1544 95 96
## University of Pittsburgh-Main Campus 400 900 93 93
## University of Portland 600 1100 92 96
## University of Puget Sound 630 1800 79 86
## University of Rhode Island 500 1250 84 89
## University of Richmond 700 1125 75 89
## University of Rochester 500 882 93 99
## University of San Diego 630 1820 93 96
## University of San Francisco 750 2450 86 86
## University of Sci. and Arts of Oklahoma 600 1800 67 77
## University of Scranton 650 800 83 83
## University of South Carolina at Aiken 500 1500 62 62
## University of South Carolina at Columbia 495 2941 84 88
## University of South Florida 500 2180 84 89
## University of Southern California 600 2210 90 94
## University of Southern Colorado 540 2948 63 88
## University of Southern Indiana 500 1425 56 65
## University of Southern Mississippi 500 500 78 99
## University of St. Thomas MN 500 800 80 80
## University of St. Thomas TX 500 1344 75 75
## University of Tennessee at Knoxville 750 3300 86 92
## University of Texas at Arlington 500 2850 73 73
## University of Texas at Austin 650 3140 91 99
## University of Texas at San Antonio 452 1200 94 100
## University of the Arts 1300 700 16 59
## University of the Pacific 646 1171 87 94
## University of the South 450 810 89 93
## University of Tulsa 1200 2350 94 96
## University of Utah 858 3093 89 93
## University of Vermont 500 990 87 90
## University of Virginia 500 1000 90 92
## University of Washington 708 2172 96 94
## University of West Florida 541 1387 83 87
## University of Wisconsin-Stout 376 1750 78 78
## University of Wisconsin-Superior 550 1960 75 81
## University of Wisconsin-Whitewater 300 1200 90 95
## University of Wisconsin at Green Bay 475 1200 81 89
## University of Wisconsin at Madison 535 1545 93 96
## University of Wisconsin at Milwaukee 570 1980 79 87
## University of Wyoming 600 1500 91 94
## Upper Iowa University 500 1000 69 75
## Ursinus College 500 800 82 85
## Ursuline College 450 750 39 69
## Valley City State University 600 2000 39 41
## Valparaiso University 500 800 87 89
## Vanderbilt University 630 952 93 98
## Vassar College 600 800 90 98
## Villanova University 400 300 89 90
## Virginia Commonwealth University 500 3630 81 87
## Virginia State University 500 600 61 63
## Virginia Tech 740 2200 85 89
## Virginia Union University 500 1763 51 67
## Virginia Wesleyan College 500 550 70 81
## Viterbo College 500 2245 51 65
## Voorhees College 500 1200 43 43
## Wabash College 500 635 78 85
## Wagner College 585 1700 67 78
## Wake Forest University 500 1250 95 97
## Walsh University 500 1450 42 58
## Warren Wilson College 400 1100 65 75
## Wartburg College 400 850 66 91
## Washington and Jefferson College 300 500 91 91
## Washington and Lee University 680 1115 81 96
## Washington College 500 300 79 86
## Washington State University 800 2719 84 87
## Washington University 768 1512 91 98
## Wayne State College 540 1660 60 68
## Waynesburg College 500 1200 57 58
## Webber College 650 1952 53 63
## Webster University 500 500 68 68
## Wellesley College 500 700 94 98
## Wells College 600 500 93 98
## Wentworth Institute of Technology 850 920 10 68
## Wesley College 500 1350 52 57
## Wesleyan University 1400 1400 90 94
## West Chester University of Penn. 400 2000 76 79
## West Liberty State College 600 1210 33 33
## West Virginia Wesleyan College 450 1100 58 81
## Western Carolina University 110 1622 67 78
## Western Maryland College 500 1400 84 91
## Western Michigan University 500 1700 80 84
## Western New England College 498 2065 74 97
## Western State College of Colorado 500 2050 76 79
## Western Washington University 639 2385 83 89
## Westfield State College 500 1300 75 79
## Westminster College MO 600 1650 66 70
## Westminster College 430 685 62 78
## Westminster College of Salt Lake City 600 2025 68 83
## Westmont College 490 1410 77 77
## Wheaton College IL 530 1400 81 83
## Westminster College PA 700 850 92 96
## Wheeling Jesuit College 600 600 66 71
## Whitman College 750 800 80 83
## Whittier College 500 1998 84 92
## Whitworth College 678 2424 80 80
## Widener University 500 1350 88 86
## Wilkes University 550 1260 78 92
## Willamette University 400 790 91 94
## William Jewell College 500 2600 74 80
## William Woods University 550 3700 39 66
## Williams College 500 1200 94 99
## Wilson College 450 475 67 76
## Wingate College 550 1550 69 81
## Winona State University 300 1200 53 60
## Winthrop University 580 2150 71 80
## Wisconsin Lutheran College 500 1400 48 48
## Wittenberg University 400 800 82 95
## Wofford College 605 1440 91 92
## Worcester Polytechnic Institute 530 730 92 94
## Worcester State College 500 1200 60 60
## Xavier University 600 1250 73 75
## Xavier University of Louisiana 617 781 67 75
## Yale University 630 2115 96 96
## York College of Pennsylvania 500 1250 75 75
## S.F.Ratio perc.alumni Expend
## Abilene Christian University 18.1 12 7041
## Adelphi University 12.2 16 10527
## Adrian College 12.9 30 8735
## Agnes Scott College 7.7 37 19016
## Alaska Pacific University 11.9 2 10922
## Albertson College 9.4 11 9727
## Albertus Magnus College 11.5 26 8861
## Albion College 13.7 37 11487
## Albright College 11.3 23 11644
## Alderson-Broaddus College 11.5 15 8991
## Alfred University 11.3 31 10932
## Allegheny College 9.9 41 11711
## Allentown Coll. of St. Francis de Sales 13.3 21 7940
## Alma College 15.3 32 9305
## Alverno College 11.1 26 8127
## American International College 14.7 19 7355
## Amherst College 8.4 63 21424
## Anderson University 12.1 14 7994
## Andrews University 11.5 18 10908
## Angelo State University 23.1 5 4010
## Antioch University 11.3 35 42926
## Appalachian State University 18.3 14 5854
## Aquinas College 12.7 25 6584
## Arizona State University Main campus 18.9 5 4602
## Arkansas College (Lyon College) 12.6 24 14579
## Arkansas Tech University 19.6 5 4739
## Assumption College 13.8 30 7100
## Auburn University-Main Campus 16.7 18 6642
## Augsburg College 12.8 31 7836
## Augustana College IL 12.7 40 9220
## Augustana College 10.4 30 6871
## Austin College 13.0 33 11361
## Averett College 22.4 11 6523
## Baker University 11.0 21 6136
## Baldwin-Wallace College 17.6 20 8086
## Barat College 9.7 35 9337
## Bard College 10.4 30 13894
## Barnard College 10.3 33 12580
## Barry University 12.6 11 9084
## Baylor University 18.5 38 7503
## Beaver College 12.2 30 8954
## Bellarmine College 13.1 31 6668
## Belmont Abbey College 13.2 10 7550
## Belmont University 11.1 19 7614
## Beloit College 11.1 26 12957
## Bemidji State University 19.6 16 3752
## Benedictine College 14.1 18 5922
## Bennington College 10.1 33 16364
## Bentley College 17.5 20 10941
## Berry College 16.3 17 10511
## Bethany College 11.6 29 7718
## Bethel College KS 8.8 32 8324
## Bethel College 11.7 13 7623
## Bethune Cookman College 13.8 9 6817
## Birmingham-Southern College 14.0 34 8649
## Blackburn College 14.3 53 8377
## Bloomsburg Univ. of Pennsylvania 18.0 19 7041
## Bluefield College 17.8 3 6259
## Bluffton College 13.3 19 9073
## Boston University 11.9 16 16836
## Bowdoin College 11.2 52 20447
## Bowling Green State University 21.1 14 6918
## Bradford College 10.2 21 15387
## Bradley University 14.4 21 7671
## Brandeis University 9.8 24 17150
## Brenau University 13.7 12 5935
## Brewton-Parker College 12.6 10 4900
## Briar Cliff College 13.1 26 8355
## Bridgewater College 13.2 24 8655
## Brigham Young University at Provo 20.5 40 7916
## Brown University 7.6 39 20440
## Bryn Mawr College 12.3 49 17449
## Bucknell University 14.2 36 13675
## Buena Vista College 8.8 10 6333
## Butler University 10.9 29 9511
## Cabrini College 16.5 36 7117
## Caldwell College 13.9 25 7922
## California Lutheran University 12.4 17 8985
## California Polytechnic-San Luis 19.8 13 8453
## California State University at Fresno 21.2 8 7268
## Calvin College 14.8 41 7786
## Campbell University 21.8 34 3739
## Campbellsville College 17.7 13 5391
## Canisius College 14.6 26 7972
## Capital University 12.1 27 9557
## Capitol College 12.1 24 7976
## Carleton College 10.4 60 17960
## Carnegie Mellon University 9.2 31 24386
## Carroll College 17.8 25 7666
## Carson-Newman College 13.6 16 6716
## Carthage College 15.9 22 7364
## Case Western Reserve University 2.9 29 19733
## Castleton State College 14.7 8 6318
## Catawba College 13.5 27 8425
## Catholic University of America 9.3 18 12751
## Cazenovia College 14.3 20 7697
## Cedar Crest College 11.7 39 10961
## Cedarville College 15.3 34 6897
## Centenary College 9.5 20 9583
## Centenary College of Louisiana 11.3 25 9685
## Center for Creative Studies 6.8 4 13025
## Central College 13.5 29 8444
## Central Connecticut State University 16.7 4 4900
## Central Missouri State University 19.7 4 5501
## Central Washington University 18.1 0 6413
## Central Wesleyan College 15.2 18 3365
## Centre College 11.4 60 13118
## Chapman University 12.8 6 12692
## Chatham College 9.3 37 16095
## Chestnut Hill College 8.3 29 7729
## Christendom College 9.3 17 10922
## Christian Brothers University 11.1 24 8129
## Christopher Newport University 21.2 16 4639
## Claflin College 16.9 31 7083
## Claremont McKenna College 9.6 52 18443
## Clark University 10.5 35 11951
## Clarke College 11.0 27 7963
## Clarkson University 15.8 32 11659
## Clemson University 18.0 17 7597
## Clinch Valley Coll. of the Univ. of Virginia 18.1 9 4417
## Coe College 12.7 32 10141
## Coker College 12.1 39 8741
## Colby College 10.2 41 15954
## Colgate University 10.5 45 15494
## College Misericordia 12.9 23 8604
## College of Charleston 17.2 18 4776
## College of Mount St. Joseph 11.1 35 6889
## College of Mount St. Vincent 11.9 35 10015
## College of Notre Dame 10.4 7 9773
## College of Notre Dame of Maryland 11.5 32 7477
## College of Saint Benedict 13.1 26 8847
## College of Saint Catherine 11.5 32 7315
## College of Saint Elizabeth 11.4 23 9447
## College of Saint Rose 14.3 28 6084
## College of Santa Fe 14.0 7 8820
## College of St. Joseph 9.5 19 6936
## College of St. Scholastica 11.6 33 8996
## College of the Holy Cross 11.3 55 12138
## College of William and Mary 12.1 31 9534
## College of Wooster 11.1 43 14140
## Colorado College 11.3 51 14664
## Colorado State University 19.2 10 7850
## Columbia College MO 15.3 2 5015
## Columbia College 14.7 34 8693
## Columbia University 5.9 21 30639
## Concordia College at St. Paul 12.8 18 6955
## Concordia Lutheran College 12.1 9 6875
## Concordia University CA 13.1 13 8415
## Concordia University 12.1 13 7309
## Connecticut College 10.7 40 14773
## Converse College 10.2 31 10965
## Cornell College 12.2 31 10340
## Creighton University 6.5 32 22906
## Culver-Stockton College 14.1 28 5807
## Cumberland College 13.0 4 8189
## D'Youville College 14.6 42 6898
## Dana College 12.6 25 8686
## Daniel Webster College 22.2 10 8643
## Dartmouth College 4.7 49 29619
## Davidson College 12.0 46 17581
## Defiance College 12.8 19 7505
## Delta State University 17.1 16 5113
## Denison University 11.6 45 12423
## DePauw University 11.1 31 11525
## Dickinson College 11.2 39 13861
## Dickinson State University 16.5 28 4525
## Dillard University 14.1 12 7566
## Doane College 15.1 42 6852
## Dominican College of Blauvelt 12.7 5 5480
## Dordt College 12.5 17 7325
## Dowling College 12.4 7 11178
## Drake University 15.0 24 9473
## Drew University 10.2 28 14907
## Drury College 13.2 35 9303
## Duke University 5.0 44 27206
## Earlham College 10.6 46 14634
## East Carolina University 13.2 18 9002
## East Tennessee State University 14.0 9 9825
## East Texas Baptist University 15.7 7 5619
## Eastern College 13.6 22 8135
## Eastern Connecticut State University 16.9 14 5719
## Eastern Illinois University 16.2 5 5682
## Eastern Mennonite College 11.4 29 10188
## Eastern Nazarene College 17.3 17 6430
## Eckerd College 12.8 26 15003
## Elizabethtown College 12.8 25 9815
## Elmira College 21.5 21 7502
## Elms College 11.3 21 8952
## Elon College 18.9 34 6329
## Embry Riddle Aeronautical University 16.5 4 12878
## Emory & Henry College 13.9 51 8061
## Emory University 5.0 28 28457
## Emporia State University 19.3 4 5527
## Erskine College 13.5 47 7527
## Eureka College 10.6 31 9552
## Evergreen State College 18.1 14 8355
## Fairfield University 15.1 30 11220
## Fayetteville State University 15.1 10 6972
## Ferrum College 12.5 9 7967
## Flagler College 18.1 9 3930
## Florida Institute of Technology 10.6 7 8923
## Florida International University 13.9 20 6722
## Florida Southern College 17.4 10 6339
## Florida State University 23.1 15 7250
## Fontbonne College 21.5 24 4607
## Fordham University 14.4 14 10864
## Fort Lewis College 19.1 6 4362
## Francis Marion University 19.1 8 5039
## Franciscan University of Steubenville 14.9 8 6336
## Franklin College 12.5 37 11751
## Franklin Pierce College 17.6 16 6418
## Freed-Hardeman University 16.1 13 6078
## Fresno Pacific College 10.5 14 8095
## Furman University 13.5 28 12940
## Gannon University 13.3 18 7711
## Gardner Webb University 15.2 12 5664
## Geneva College 20.1 26 6786
## George Fox College 13.5 22 7136
## George Mason University 19.3 7 6751
## George Washington University 7.6 15 14745
## Georgetown College 13.3 28 7508
## Georgetown University 7.2 27 19635
## Georgia Institute of Technology 19.3 33 11271
## Georgia State University 19.0 10 7762
## Georgian Court College 12.2 27 7348
## Gettysburg College 12.1 32 14720
## Goldey Beacom College 27.6 4 6081
## Gonzaga University 14.7 32 9553
## Gordon College 14.2 32 9226
## Goshen College 9.9 46 10270
## Goucher College 9.2 34 16623
## Grace College and Seminary 15.3 26 9798
## Graceland College 23.6 24 5609
## Grand Valley State University 20.6 9 5063
## Green Mountain College 14.0 24 6475
## Greensboro College 13.0 31 7949
## Greenville College 14.3 16 8222
## Grinnell College 9.5 54 18979
## Grove City College 18.4 18 4957
## Guilford College 15.6 30 9114
## Gustavus Adolphus College 12.5 58 9907
## Gwynedd Mercy College 7.8 22 7483
## Hamilton College 9.6 60 17761
## Hamline University 13.0 33 10296
## Hampden - Sydney College 13.3 53 12263
## Hampton University 14.0 9 6791
## Hanover College 10.6 26 9248
## Hardin-Simmons University 13.7 10 7054
## Harding University 17.7 37 6466
## Hartwick College 12.3 32 11625
## Harvard University 9.9 52 37219
## Harvey Mudd College 8.2 46 21569
## Hastings College 13.0 17 7335
## Hendrix College 13.1 26 8588
## Hillsdale College 12.0 31 12639
## Hiram College 10.6 34 12165
## Hobart and William Smith Colleges 12.1 37 13040
## Hofstra University 13.9 10 10093
## Hollins College 11.1 48 13957
## Hood College 14.4 34 12434
## Hope College 12.5 40 9284
## Houghton College 15.0 24 8187
## Huntingdon College 11.4 9 7703
## Huntington College 11.8 25 9466
## Huron University 12.9 4 9249
## Husson College 22.0 4 4923
## Illinois Benedictine College 11.6 29 8324
## Illinois College 15.6 30 7348
## Illinois Institute of Technology 12.3 26 12851
## Illinois State University 21.0 16 5569
## Illinois Wesleyan University 12.9 34 9605
## Immaculata College 11.2 33 7305
## Incarnate Word College 11.4 21 6095
## Indiana State University 16.6 8 6996
## Indiana University at Bloomington 21.3 24 8686
## Indiana Wesleyan University 39.8 15 6562
## Iona College 16.0 14 8107
## Iowa State University 19.2 22 8420
## Ithaca College 11.5 25 9812
## James Madison University 17.9 29 5212
## Jamestown College 17.0 21 3186
## Jersey City State College 14.9 10 8367
## John Brown University 13.3 19 8118
## John Carroll University 14.5 28 7738
## Johns Hopkins University 3.3 38 56233
## Johnson State College 14.4 15 6564
## Judson College 10.6 30 7840
## Juniata College 12.7 37 12067
## Kansas State University 18.5 22 6122
## Kansas Wesleyan University 12.4 14 6535
## Keene State College 16.1 13 6195
## Kentucky Wesleyan College 11.3 32 7058
## Kenyon College 11.1 46 14067
## Keuka College 13.3 43 7863
## King's College 15.6 37 7649
## King College 10.7 25 8954
## Knox College 12.7 33 13224
## La Roche College 14.2 14 7022
## La Salle University 15.1 9 9084
## Lafayette College 10.5 38 15365
## LaGrange College 12.5 12 9067
## Lake Forest College 10.7 19 15687
## Lakeland College 17.2 25 4054
## Lamar University 18.4 12 5879
## Lambuth University 16.1 10 5531
## Lander University 17.0 11 6119
## Lawrence University 10.1 57 13965
## Le Moyne College 13.3 28 8118
## Lebanon Valley College 12.3 30 8196
## Lehigh University 12.5 43 14665
## Lenoir-Rhyne College 12.0 20 8539
## Lesley College 27.8 18 8694
## LeTourneau University 20.8 23 6863
## Lewis and Clark College 12.3 21 12999
## Lewis University 14.3 10 7701
## Lincoln Memorial University 14.6 35 5177
## Lincoln University 12.6 8 10912
## Lindenwood College 24.1 9 3480
## Linfield College 17.8 34 8747
## Livingstone College 10.4 16 9268
## Lock Haven University of Pennsylvania 16.1 14 6374
## Longwood College 18.4 23 5553
## Loras College 14.2 24 7578
## Louisiana College 10.5 11 7547
## Louisiana State University at Baton Rouge 15.9 11 6741
## Louisiana Tech University 20.0 13 4546
## Loyola College 14.7 27 9448
## Loyola Marymount University 14.2 10 11677
## Loyola University 11.7 14 9456
## Loyola University Chicago 6.2 15 13009
## Luther College 13.8 38 8949
## Lycoming College 14.0 32 8024
## Lynchburg College 12.4 24 8832
## Lyndon State College 12.6 15 7114
## Macalester College 11.9 37 14213
## MacMurray College 10.8 33 10642
## Malone College 17.6 16 4796
## Manchester College 11.8 20 7940
## Manhattan College 13.6 25 10062
## Manhattanville College 11.3 24 11291
## Mankato State University 19.0 11 5801
## Marian College of Fond du Lac 8.4 21 5352
## Marietta College 13.2 30 10223
## Marist College 17.6 34 8408
## Marquette University 13.5 25 9982
## Marshall University 16.6 10 6203
## Mary Baldwin College 6.8 50 10819
## Mary Washington College 17.6 30 5358
## Marymount College Tarrytown 10.3 30 10502
## Marymount Manhattan College 11.7 20 10622
## Marymount University 10.6 17 8575
## Maryville College 11.1 43 8317
## Maryville University 13.1 13 5925
## Marywood College 11.8 30 9034
## Massachusetts Institute of Technology 10.1 35 33541
## Mayville State University 15.7 11 6971
## McKendree College 17.7 21 6652
## McMurry University 11.0 11 6383
## McPherson College 9.8 45 9754
## Mercer University 9.2 15 8995
## Mercyhurst College 16.7 29 7307
## Meredith College 13.9 33 6881
## Merrimack College 16.8 22 8707
## Mesa State College 28.8 12 3871
## Messiah College 14.1 30 7762
## Miami University at Oxford 17.6 20 7846
## Michigan State University 14.0 9 10520
## Michigan Technological University 17.0 25 7473
## MidAmerica Nazarene College 15.4 20 5524
## Millersville University of Penn. 16.8 20 7832
## Milligan College 12.0 16 8128
## Millikin University 11.4 25 8149
## Millsaps College 12.7 38 11218
## Milwaukee School of Engineering 16.7 23 7140
## Mississippi College 16.5 18 6170
## Mississippi State University 15.9 20 6223
## Mississippi University for Women 15.8 8 5704
## Missouri Southern State College 20.3 9 4172
## Missouri Valley College 17.4 16 4333
## Monmouth College IL 11.6 43 11087
## Monmouth College 14.2 15 9492
## Montana College of Mineral Sci. & Tech. 16.4 31 6112
## Montana State University 17.6 8 6324
## Montclair State University 21.5 9 6717
## Montreat-Anderson College 11.1 4 11989
## Moorhead State University 18.1 19 4795
## Moravian College 15.2 28 9566
## Morehouse College 17.8 10 8122
## Morningside College 13.0 32 8111
## Morris College 18.6 34 6990
## Mount Holyoke College 9.0 51 18359
## Mount Marty College 11.7 38 5073
## Mount Mary College 10.7 26 7016
## Mount Mercy College 11.3 30 6695
## Mount Saint Clare College 13.6 43 6525
## Mount Saint Mary's College 12.8 36 8536
## Mount Saint Mary College 15.3 23 6898
## Mount St. Mary's College 11.9 19 10613
## Mount Union College 16.7 35 7215
## Mount Vernon Nazarene College 19.8 7 6869
## Muhlenberg College 12.8 39 10888
## Murray State University 20.2 27 5972
## Muskingum College 13.4 27 9333
## National-Louis University 18.3 2 7905
## Nazareth College of Rochester 13.6 24 8797
## New Jersey Institute of Technology 13.5 19 12529
## New Mexico Institute of Mining and Tech. 13.7 11 9241
## New York University 7.8 16 21227
## Newberry College 11.4 32 5788
## Niagara University 14.2 20 7788
## North Adams State College 14.2 17 6562
## North Carolina A. & T. State University 16.7 9 7090
## North Carolina State University at Raleigh 17.5 21 9670
## North Carolina Wesleyan College 12.7 11 10090
## North Central College 16.4 33 8871
## North Dakota State University 17.0 24 6310
## North Park College 13.1 24 10889
## Northeast Missouri State University 15.7 13 6601
## Northeastern University 12.9 17 9563
## Northern Arizona University 21.7 7 6157
## Northern Illinois University 17.3 11 6086
## Northwest Missouri State University 21.7 23 5284
## Northwest Nazarene College 14.8 20 6261
## Northwestern College 14.9 34 6357
## Northwestern University 6.8 25 26385
## Norwich University 13.1 22 9209
## Notre Dame College 12.1 26 4948
## Oakland University 19.7 13 6637
## Oberlin College 10.1 47 16593
## Occidental College 10.5 30 16196
## Oglethorpe University 13.1 27 8568
## Ohio Northern University 14.5 31 9979
## Ohio University 20.4 13 8811
## Ohio Wesleyan University 12.1 32 12011
## Oklahoma Baptist University 15.1 18 5511
## Oklahoma Christian University 16.2 8 6578
## Oklahoma State University 15.3 14 6433
## Otterbein College 13.9 30 8802
## Ouachita Baptist University 13.3 10 6413
## Our Lady of the Lake University 14.9 25 7114
## Pace University 13.8 10 10059
## Pacific Lutheran University 11.0 23 9431
## Pacific Union College 12.3 12 9157
## Pacific University 10.9 22 11216
## Pembroke State University 15.0 5 6443
## Pennsylvania State Univ. Main Campus 18.1 19 8992
## Pepperdine University 11.6 13 16185
## Peru State College 20.1 24 4870
## Pfeiffer College 12.2 13 7634
## Philadelphia Coll. of Textiles and Sci. 12.9 15 8028
## Phillips University 11.6 19 8990
## Piedmont College 13.2 17 7309
## Pikeville College 13.4 14 5557
## Pitzer College 10.4 11 14820
## Point Loma Nazarene College 16.1 19 7895
## Point Park College 14.5 10 7652
## Polytechnic University 10.4 14 14329
## Prairie View A. and M. University 19.4 1 5967
## Presbyterian College 13.4 42 8354
## Princeton University 8.4 54 28320
## Providence College 18.4 35 8135
## Purdue University at West Lafayette 18.2 15 8604
## Queens College 14.0 36 9315
## Quincy University 16.3 32 6880
## Quinnipiac College 12.0 33 8847
## Radford University 19.6 9 4519
## Ramapo College of New Jersey 17.8 8 7333
## Randolph-Macon College 10.7 38 11080
## Randolph-Macon Woman's College 9.2 24 16358
## Reed College 11.8 37 15886
## Regis College 10.3 37 11758
## Rensselaer Polytechnic Institute 15.4 21 15605
## Rhodes College 10.8 47 13388
## Rider University 12.3 23 11299
## Ripon College 9.4 49 12472
## Rivier College 12.2 19 6744
## Roanoke College 13.0 26 9405
## Rockhurst College 10.7 21 7519
## Rocky Mountain College 11.3 27 6422
## Roger Williams University 16.4 8 7957
## Rollins College 13.3 23 11561
## Rosary College 12.9 30 9264
## Rowan College of New Jersey 22.1 6 7252
## Rutgers at New Brunswick 19.5 19 10474
## Rutgers State University at Camden 18.6 12 10134
## Rutgers State University at Newark 17.4 16 11878
## Sacred Heart University 14.8 16 7120
## Saint Ambrose University 14.1 16 7444
## Saint Anselm College 14.5 29 6719
## Saint Cloud State University 18.9 10 4629
## Saint Francis College IN 12.5 4 7440
## Saint Francis College 19.3 24 7344
## Saint John's University 12.0 38 9853
## Saint Joseph's College IN 14.8 19 7360
## Saint Joseph's College 27.2 8 4322
## Saint Joseph's University 17.4 13 8243
## Saint Joseph College 11.2 32 8680
## Saint Louis University 4.6 19 18367
## Saint Mary's College 9.9 31 11165
## Saint Mary's College of Minnesota 18.8 19 5081
## Saint Mary-of-the-Woods College 10.2 37 9678
## Saint Michael's College 14.5 34 10190
## Saint Olaf College 10.0 31 12502
## Saint Peter's College 12.1 22 7669
## Saint Vincent College 12.3 31 8534
## Saint Xavier University 13.7 15 8953
## Salem-Teikyo University 13.0 9 8946
## Salem College 11.2 46 9599
## Salisbury State University 17.9 18 5125
## Samford University 14.7 17 9533
## San Diego State University 19.5 7 7930
## Santa Clara University 13.9 19 10872
## Sarah Lawrence College 6.1 18 14779
## Savannah Coll. of Art and Design 16.1 26 6874
## Schreiner College 11.8 23 8545
## Scripps College 8.2 41 18372
## Seattle Pacific University 16.8 20 10368
## Seattle University 12.2 16 10175
## Seton Hall University 14.4 15 10080
## Seton Hill College 11.2 37 10065
## Shippensburg University of Penn. 18.8 13 6719
## Shorter College 13.2 18 7356
## Siena College 14.1 42 8189
## Siena Heights College 7.2 17 9431
## Simmons College 8.9 33 14086
## Simpson College 15.8 36 7411
## Sioux Falls College 14.8 7 7881
## Skidmore College 12.7 29 14837
## Smith College 10.3 44 21199
## South Dakota State University 15.0 29 5084
## Southeast Missouri State University 17.1 8 5916
## Southeastern Oklahoma State Univ. 19.6 9 4444
## Southern California College 18.6 11 8219
## Southern Illinois University at Edwardsville 16.5 8 7498
## Southern Methodist University 13.5 17 12726
## Southwest Baptist University 15.9 13 4718
## Southwest Missouri State University 19.9 11 4632
## Southwest State University 16.5 31 6591
## Southwestern Adventist College 13.0 12 5309
## Southwestern College 11.8 12 7818
## Southwestern University 11.3 35 12995
## Spalding University 10.6 40 6860
## Spelman College 12.5 18 9988
## Spring Arbor College 15.4 9 10938
## St. Bonaventure University 17.7 32 9828
## St. John's College 7.2 26 15622
## St. John Fisher College 14.5 29 7908
## St. Lawrence University 11.5 38 14980
## St. Martin's College 14.5 8 9209
## St. Mary's College of California 16.1 17 9619
## St. Mary's College of Maryland 11.6 23 10357
## St. Mary's University of San Antonio 16.2 7 7651
## St. Norbert College 15.1 36 8595
## St. Paul's College 14.0 8 8426
## St. Thomas Aquinas College 16.1 13 6534
## Stephens College 10.9 17 9995
## Stetson University 12.5 24 10307
## Stevens Institute of Technology 19.0 33 12837
## Stockton College of New Jersey 19.5 7 5599
## Stonehill College 13.0 30 7495
## SUNY at Albany 17.4 16 9075
## SUNY at Binghamton 18.0 15 8055
## SUNY at Buffalo 13.6 15 11177
## SUNY at Stony Brook 10.5 7 13705
## SUNY College at Brockport 19.0 14 6632
## SUNY College at Oswego 22.0 21 5280
## SUNY College at Buffalo 18.7 12 7511
## SUNY College at Cortland 17.8 17 5563
## SUNY College at Fredonia 16.3 10 6442
## SUNY College at Geneseo 19.1 25 5716
## SUNY College at New Paltz 15.3 8 6608
## SUNY College at Plattsburgh 17.9 16 6174
## SUNY College at Potsdam 15.1 17 6436
## SUNY College at Purchase 14.9 8 8170
## Susquehanna University 13.9 37 10554
## Sweet Briar College 6.5 48 18953
## Syracuse University 11.3 13 14231
## Tabor College 10.0 15 7233
## Talladega College 15.5 7 5970
## Taylor University 14.2 32 8294
## Tennessee Wesleyan College 8.9 16 6286
## Texas A&M Univ. at College Station 23.1 29 8471
## Texas A&M University at Galveston 17.4 16 6415
## Texas Christian University 14.8 23 9158
## Texas Lutheran College 13.8 24 7002
## Texas Southern University 18.2 21 3605
## Texas Wesleyan University 14.5 10 7936
## The Citadel 17.1 17 7744
## Thiel College 11.6 16 9186
## Tiffin University 19.0 40 5096
## Transylvania University 12.1 41 10219
## Trenton State College 14.4 6 8504
## Tri-State University 12.8 24 7603
## Trinity College CT 10.4 48 18034
## Trinity College DC 8.3 37 11806
## Trinity College VT 10.4 26 9586
## Trinity University 9.6 20 14703
## Tulane University 9.1 21 16920
## Tusculum College 21.9 28 4933
## Tuskegee University 12.2 7 10872
## Union College KY 14.1 9 6864
## Union College NY 11.5 49 15411
## Univ. of Wisconsin at OshKosh 19.2 14 5901
## University of Alabama at Birmingham 6.7 16 16352
## University of Arkansas at Fayetteville 14.8 10 6820
## University of California at Berkeley 15.8 10 13919
## University of California at Irvine 16.1 11 15934
## University of Central Florida 22.2 9 6742
## University of Charleston 2.5 10 7683
## University of Chicago 5.3 36 36854
## University of Cincinnati 10.8 6 13889
## University of Connecticut at Storrs 16.0 16 10178
## University of Dallas 13.4 26 8731
## University of Dayton 14.8 25 8894
## University of Delaware 18.3 15 10650
## University of Denver 15.9 21 11762
## University of Detroit Mercy 13.5 14 10891
## University of Dubuque 16.5 18 8767
## University of Evansville 15.8 26 7780
## University of Florida 13.4 20 14737
## University of Georgia 14.7 22 7881
## University of Hartford 10.7 9 10625
## University of Hawaii at Manoa 11.8 6 12833
## University of Illinois - Urbana 17.4 13 8559
## University of Illinois at Chicago 10.0 6 13883
## University of Indianapolis 11.1 23 6735
## University of Kansas 13.7 17 9657
## University of La Verne 14.1 23 10139
## University of Louisville 11.1 24 10207
## University of Maine at Farmington 15.9 26 5712
## University of Maine at Machias 15.1 4 5935
## University of Maine at Presque Isle 15.2 11 6408
## University of Maryland at Baltimore County 18.4 6 7618
## University of Maryland at College Park 18.1 12 9021
## University of Massachusetts at Amherst 16.7 15 10276
## University of Massachusetts at Dartmouth 15.0 20 7462
## University of Miami 5.9 17 17500
## University of Michigan at Ann Arbor 11.5 26 14847
## University of Minnesota at Duluth 19.0 11 6393
## University of Minnesota at Morris 14.6 16 6716
## University of Minnesota Twin Cities 12.2 37 16122
## University of Mississippi 20.3 14 6971
## University of Missouri at Columbia 12.7 15 10145
## University of Missouri at Rolla 14.4 23 9699
## University of Missouri at Saint Louis 13.4 15 6433
## University of Mobile 16.6 4 5412
## University of Montevallo 18.9 8 5883
## University of Nebraska at Lincoln 15.1 48 6813
## University of New England 11.4 13 9718
## University of New Hampshire 17.5 16 7855
## University of North Carolina at Asheville 13.0 11 7011
## University of North Carolina at Chapel Hill 8.9 23 15893
## University of North Carolina at Charlotte 16.8 7 6227
## University of North Carolina at Greensboro 15.5 17 7392
## University of North Carolina at Wilmington 19.1 15 6005
## University of North Dakota 15.9 16 9424
## University of North Florida 17.8 14 6104
## University of North Texas 22.6 6 5657
## University of Northern Colorado 21.5 8 6309
## University of Northern Iowa 16.3 26 6333
## University of Notre Dame 13.1 46 13936
## University of Oklahoma 11.5 11 10244
## University of Oregon 19.7 13 8020
## University of Pennsylvania 6.3 38 25765
## University of Pittsburgh-Main Campus 7.8 10 13789
## University of Portland 13.2 17 9060
## University of Puget Sound 15.0 17 11217
## University of Rhode Island 16.6 7 9158
## University of Richmond 11.7 32 11984
## University of Rochester 5.9 23 26037
## University of San Diego 15.6 13 10813
## University of San Francisco 13.6 8 10074
## University of Sci. and Arts of Oklahoma 23.6 3 3864
## University of Scranton 14.1 41 9131
## University of South Carolina at Aiken 14.8 3 5035
## University of South Carolina at Columbia 16.9 18 8246
## University of South Florida 17.0 7 11020
## University of Southern California 11.4 10 17007
## University of Southern Colorado 19.4 0 5389
## University of Southern Indiana 22.0 21 4078
## University of Southern Mississippi 18.7 23 5917
## University of St. Thomas MN 13.8 13 8546
## University of St. Thomas TX 12.6 17 7237
## University of Tennessee at Knoxville 16.5 22 8612
## University of Texas at Arlington 21.0 4 4696
## University of Texas at Austin 19.7 11 7837
## University of Texas at San Antonio 25.3 3 4329
## University of the Arts 7.5 9 11641
## University of the Pacific 11.2 14 13706
## University of the South 10.3 52 18784
## University of Tulsa 11.5 10 11743
## University of Utah 12.8 9 9275
## University of Vermont 9.9 10 12646
## University of Virginia 9.5 22 13597
## University of Washington 9.0 10 16527
## University of West Florida 23.4 12 8488
## University of Wisconsin-Stout 21.0 17 6254
## University of Wisconsin-Superior 15.2 15 6490
## University of Wisconsin-Whitewater 23.1 16 5559
## University of Wisconsin at Green Bay 22.2 1 5968
## University of Wisconsin at Madison 11.5 20 11006
## University of Wisconsin at Milwaukee 15.9 8 8094
## University of Wyoming 15.1 13 8745
## Upper Iowa University 17.4 19 3733
## Ursinus College 11.6 40 12082
## Ursuline College 10.5 15 7164
## Valley City State University 14.9 25 4958
## Valparaiso University 14.2 23 9681
## Vanderbilt University 5.8 26 23850
## Vassar College 9.7 39 17089
## Villanova University 13.4 24 10458
## Virginia Commonwealth University 8.7 11 11183
## Virginia State University 16.0 11 5733
## Virginia Tech 13.8 20 8944
## Virginia Union University 13.7 8 6757
## Virginia Wesleyan College 15.7 14 7804
## Viterbo College 10.7 31 8050
## Voorhees College 22.9 3 5861
## Wabash College 9.9 55 14904
## Wagner College 13.2 23 9006
## Wake Forest University 4.3 37 41766
## Walsh University 11.3 33 5738
## Warren Wilson College 11.4 20 9430
## Wartburg College 12.4 37 7735
## Washington and Jefferson College 12.1 40 10162
## Washington and Lee University 9.6 45 15736
## Washington College 11.2 37 10830
## Washington State University 16.9 30 10912
## Washington University 3.9 31 45702
## Wayne State College 20.3 29 4550
## Waynesburg College 16.2 26 6563
## Webber College 15.1 4 4839
## Webster University 20.6 14 6951
## Wellesley College 10.6 51 21409
## Wells College 8.3 42 13935
## Wentworth Institute of Technology 15.4 8 17858
## Wesley College 14.4 15 6243
## Wesleyan University 12.1 39 16262
## West Chester University of Penn. 15.3 16 6773
## West Liberty State College 16.3 10 4249
## West Virginia Wesleyan College 16.4 42 8080
## Western Carolina University 14.6 9 6554
## Western Maryland College 12.5 39 10026
## Western Michigan University 24.7 11 5983
## Western New England College 15.4 15 8409
## Western State College of Colorado 19.4 4 4599
## Western Washington University 22.7 10 7203
## Westfield State College 15.7 20 4222
## Westminster College MO 12.5 20 7925
## Westminster College 12.5 41 8596
## Westminster College of Salt Lake City 10.5 34 7170
## Westmont College 14.9 17 8837
## Wheaton College IL 12.7 40 11916
## Westminster College PA 13.2 41 22704
## Wheeling Jesuit College 14.1 27 7494
## Whitman College 10.5 51 13198
## Whittier College 13.6 29 11778
## Whitworth College 16.9 20 8328
## Widener University 12.6 19 9603
## Wilkes University 13.3 24 8543
## Willamette University 13.3 37 10779
## William Jewell College 11.2 19 7885
## William Woods University 12.9 16 7438
## Williams College 9.0 64 22014
## Wilson College 8.3 43 10291
## Wingate College 13.9 8 7264
## Winona State University 20.2 18 5318
## Winthrop University 12.8 26 6729
## Wisconsin Lutheran College 8.5 26 8960
## Wittenberg University 12.8 29 10414
## Wofford College 15.3 42 7875
## Worcester Polytechnic Institute 15.2 34 10774
## Worcester State College 21.0 14 4469
## Xavier University 13.3 31 9189
## Xavier University of Louisiana 14.4 20 8323
## Yale University 5.8 49 40386
## York College of Pennsylvania 18.1 28 4509
## Grad.Rate
## Abilene Christian University 60
## Adelphi University 56
## Adrian College 54
## Agnes Scott College 59
## Alaska Pacific University 15
## Albertson College 55
## Albertus Magnus College 63
## Albion College 73
## Albright College 80
## Alderson-Broaddus College 52
## Alfred University 73
## Allegheny College 76
## Allentown Coll. of St. Francis de Sales 74
## Alma College 68
## Alverno College 55
## American International College 69
## Amherst College 100
## Anderson University 59
## Andrews University 46
## Angelo State University 34
## Antioch University 48
## Appalachian State University 70
## Aquinas College 65
## Arizona State University Main campus 48
## Arkansas College (Lyon College) 54
## Arkansas Tech University 48
## Assumption College 88
## Auburn University-Main Campus 69
## Augsburg College 58
## Augustana College IL 71
## Augustana College 69
## Austin College 71
## Averett College 48
## Baker University 65
## Baldwin-Wallace College 85
## Barat College 71
## Bard College 79
## Barnard College 91
## Barry University 72
## Baylor University 72
## Beaver College 73
## Bellarmine College 84
## Belmont Abbey College 52
## Belmont University 49
## Beloit College 69
## Bemidji State University 46
## Benedictine College 58
## Bennington College 55
## Bentley College 82
## Berry College 63
## Bethany College 48
## Bethel College KS 56
## Bethel College 35
## Bethune Cookman College 58
## Birmingham-Southern College 72
## Blackburn College 51
## Bloomsburg Univ. of Pennsylvania 75
## Bluefield College 53
## Bluffton College 58
## Boston University 72
## Bowdoin College 96
## Bowling Green State University 67
## Bradford College 46
## Bradley University 85
## Brandeis University 84
## Brenau University 49
## Brewton-Parker College 18
## Briar Cliff College 58
## Bridgewater College 82
## Brigham Young University at Provo 33
## Brown University 97
## Bryn Mawr College 89
## Bucknell University 93
## Buena Vista College 78
## Butler University 83
## Cabrini College 71
## Caldwell College 55
## California Lutheran University 60
## California Polytechnic-San Luis 59
## California State University at Fresno 61
## Calvin College 81
## Campbell University 63
## Campbellsville College 49
## Canisius College 64
## Capital University 83
## Capitol College 52
## Carleton College 91
## Carnegie Mellon University 74
## Carroll College 79
## Carson-Newman College 67
## Carthage College 62
## Case Western Reserve University 67
## Castleton State College 79
## Catawba College 55
## Catholic University of America 75
## Cazenovia College 118
## Cedar Crest College 74
## Cedarville College 64
## Centenary College 24
## Centenary College of Louisiana 66
## Center for Creative Studies 47
## Central College 67
## Central Connecticut State University 49
## Central Missouri State University 50
## Central Washington University 51
## Central Wesleyan College 58
## Centre College 74
## Chapman University 47
## Chatham College 52
## Chestnut Hill College 73
## Christendom College 58
## Christian Brothers University 63
## Christopher Newport University 48
## Claflin College 21
## Claremont McKenna College 87
## Clark University 79
## Clarke College 74
## Clarkson University 77
## Clemson University 73
## Clinch Valley Coll. of the Univ. of Virginia 46
## Coe College 67
## Coker College 75
## Colby College 91
## Colgate University 93
## College Misericordia 96
## College of Charleston 51
## College of Mount St. Joseph 100
## College of Mount St. Vincent 83
## College of Notre Dame 43
## College of Notre Dame of Maryland 75
## College of Saint Benedict 72
## College of Saint Catherine 77
## College of Saint Elizabeth 78
## College of Saint Rose 64
## College of Santa Fe 80
## College of St. Joseph 76
## College of St. Scholastica 72
## College of the Holy Cross 95
## College of William and Mary 93
## College of Wooster 69
## Colorado College 84
## Colorado State University 59
## Columbia College MO 37
## Columbia College 76
## Columbia University 99
## Concordia College at St. Paul 45
## Concordia Lutheran College 42
## Concordia University CA 55
## Concordia University 75
## Connecticut College 91
## Converse College 75
## Cornell College 64
## Creighton University 85
## Culver-Stockton College 51
## Cumberland College 63
## D'Youville College 46
## Dana College 54
## Daniel Webster College 72
## Dartmouth College 98
## Davidson College 94
## Defiance College 56
## Delta State University 58
## Denison University 81
## DePauw University 82
## Dickinson College 87
## Dickinson State University 46
## Dillard University 61
## Doane College 60
## Dominican College of Blauvelt 54
## Dordt College 87
## Dowling College 42
## Drake University 77
## Drew University 83
## Drury College 67
## Duke University 97
## Earlham College 78
## East Carolina University 58
## East Tennessee State University 42
## East Texas Baptist University 38
## Eastern College 54
## Eastern Connecticut State University 50
## Eastern Illinois University 76
## Eastern Mennonite College 82
## Eastern Nazarene College 70
## Eckerd College 59
## Elizabethtown College 81
## Elmira College 64
## Elms College 86
## Elon College 63
## Embry Riddle Aeronautical University 44
## Emory & Henry College 82
## Emory University 96
## Emporia State University 50
## Erskine College 67
## Eureka College 53
## Evergreen State College 68
## Fairfield University 94
## Fayetteville State University 24
## Ferrum College 22
## Flagler College 69
## Florida Institute of Technology 57
## Florida International University 66
## Florida Southern College 68
## Florida State University 58
## Fontbonne College 62
## Fordham University 80
## Fort Lewis College 46
## Francis Marion University 43
## Franciscan University of Steubenville 83
## Franklin College 60
## Franklin Pierce College 51
## Freed-Hardeman University 62
## Fresno Pacific College 54
## Furman University 82
## Gannon University 65
## Gardner Webb University 29
## Geneva College 74
## George Fox College 52
## George Mason University 46
## George Washington University 72
## Georgetown College 55
## Georgetown University 95
## Georgia Institute of Technology 70
## Georgia State University 34
## Georgian Court College 76
## Gettysburg College 83
## Goldey Beacom College 36
## Gonzaga University 69
## Gordon College 66
## Goshen College 72
## Goucher College 77
## Grace College and Seminary 64
## Graceland College 47
## Grand Valley State University 57
## Green Mountain College 76
## Greensboro College 39
## Greenville College 60
## Grinnell College 83
## Grove City College 100
## Guilford College 65
## Gustavus Adolphus College 80
## Gwynedd Mercy College 96
## Hamilton College 91
## Hamline University 65
## Hampden - Sydney College 69
## Hampton University 70
## Hanover College 64
## Hardin-Simmons University 38
## Harding University 73
## Hartwick College 73
## Harvard University 100
## Harvey Mudd College 100
## Hastings College 52
## Hendrix College 63
## Hillsdale College 79
## Hiram College 79
## Hobart and William Smith Colleges 79
## Hofstra University 60
## Hollins College 72
## Hood College 72
## Hope College 72
## Houghton College 67
## Huntingdon College 44
## Huntington College 47
## Huron University 21
## Husson College 84
## Illinois Benedictine College 75
## Illinois College 52
## Illinois Institute of Technology 56
## Illinois State University 54
## Illinois Wesleyan University 83
## Immaculata College 69
## Incarnate Word College 95
## Indiana State University 40
## Indiana University at Bloomington 68
## Indiana Wesleyan University 34
## Iona College 66
## Iowa State University 65
## Ithaca College 75
## James Madison University 98
## Jamestown College 54
## Jersey City State College 26
## John Brown University 75
## John Carroll University 89
## Johns Hopkins University 90
## Johnson State College 36
## Judson College 56
## Juniata College 80
## Kansas State University 54
## Kansas Wesleyan University 68
## Keene State College 61
## Kentucky Wesleyan College 62
## Kenyon College 88
## Keuka College 51
## King's College 87
## King College 65
## Knox College 79
## La Roche College 52
## La Salle University 84
## Lafayette College 92
## LaGrange College 75
## Lake Forest College 77
## Lakeland College 57
## Lamar University 26
## Lambuth University 60
## Lander University 51
## Lawrence University 77
## Le Moyne College 94
## Lebanon Valley College 85
## Lehigh University 91
## Lenoir-Rhyne College 66
## Lesley College 58
## LeTourneau University 56
## Lewis and Clark College 69
## Lewis University 61
## Lincoln Memorial University 53
## Lincoln University 45
## Lindenwood College 100
## Linfield College 81
## Livingstone College 92
## Lock Haven University of Pennsylvania 63
## Longwood College 62
## Loras College 70
## Louisiana College 59
## Louisiana State University at Baton Rouge 37
## Louisiana Tech University 45
## Loyola College 80
## Loyola Marymount University 84
## Loyola University 53
## Loyola University Chicago 65
## Luther College 77
## Lycoming College 72
## Lynchburg College 70
## Lyndon State College 51
## Macalester College 77
## MacMurray College 59
## Malone College 55
## Manchester College 64
## Manhattan College 79
## Manhattanville College 70
## Mankato State University 68
## Marian College of Fond du Lac 59
## Marietta College 96
## Marist College 69
## Marquette University 77
## Marshall University 50
## Mary Baldwin College 90
## Mary Washington College 84
## Marymount College Tarrytown 77
## Marymount Manhattan College 68
## Marymount University 55
## Maryville College 51
## Maryville University 61
## Marywood College 66
## Massachusetts Institute of Technology 94
## Mayville State University 51
## McKendree College 52
## McMurry University 32
## McPherson College 48
## Mercer University 91
## Mercyhurst College 78
## Meredith College 82
## Merrimack College 80
## Mesa State College 59
## Messiah College 89
## Miami University at Oxford 85
## Michigan State University 71
## Michigan Technological University 65
## MidAmerica Nazarene College 49
## Millersville University of Penn. 71
## Milligan College 64
## Millikin University 75
## Millsaps College 58
## Milwaukee School of Engineering 67
## Mississippi College 61
## Mississippi State University 53
## Mississippi University for Women 63
## Missouri Southern State College 100
## Missouri Valley College 27
## Monmouth College IL 56
## Monmouth College 54
## Montana College of Mineral Sci. & Tech. 74
## Montana State University 37
## Montclair State University 58
## Montreat-Anderson College 15
## Moorhead State University 60
## Moravian College 74
## Morehouse College 83
## Morningside College 56
## Morris College 60
## Mount Holyoke College 84
## Mount Marty College 44
## Mount Mary College 78
## Mount Mercy College 64
## Mount Saint Clare College 21
## Mount Saint Mary's College 80
## Mount Saint Mary College 88
## Mount St. Mary's College 72
## Mount Union College 81
## Mount Vernon Nazarene College 58
## Muhlenberg College 83
## Murray State University 52
## Muskingum College 73
## National-Louis University 71
## Nazareth College of Rochester 61
## New Jersey Institute of Technology 72
## New Mexico Institute of Mining and Tech. 34
## New York University 71
## Newberry College 83
## Niagara University 65
## North Adams State College 57
## North Carolina A. & T. State University 44
## North Carolina State University at Raleigh 62
## North Carolina Wesleyan College 52
## North Central College 76
## North Dakota State University 42
## North Park College 74
## Northeast Missouri State University 76
## Northeastern University 46
## Northern Arizona University 41
## Northern Illinois University 56
## Northwest Missouri State University 54
## Northwest Nazarene College 58
## Northwestern College 68
## Northwestern University 92
## Norwich University 63
## Notre Dame College 33
## Oakland University 53
## Oberlin College 83
## Occidental College 79
## Oglethorpe University 67
## Ohio Northern University 83
## Ohio University 64
## Ohio Wesleyan University 75
## Oklahoma Baptist University 50
## Oklahoma Christian University 45
## Oklahoma State University 48
## Otterbein College 87
## Ouachita Baptist University 65
## Our Lady of the Lake University 37
## Pace University 62
## Pacific Lutheran University 83
## Pacific Union College 69
## Pacific University 42
## Pembroke State University 48
## Pennsylvania State Univ. Main Campus 63
## Pepperdine University 66
## Peru State College 44
## Pfeiffer College 48
## Philadelphia Coll. of Textiles and Sci. 68
## Phillips University 39
## Piedmont College 31
## Pikeville College 61
## Pitzer College 73
## Point Loma Nazarene College 54
## Point Park College 66
## Polytechnic University 62
## Prairie View A. and M. University 35
## Presbyterian College 85
## Princeton University 99
## Providence College 96
## Purdue University at West Lafayette 67
## Queens College 58
## Quincy University 80
## Quinnipiac College 86
## Radford University 62
## Ramapo College of New Jersey 47
## Randolph-Macon College 74
## Randolph-Macon Woman's College 68
## Reed College 68
## Regis College 84
## Rensselaer Polytechnic Institute 70
## Rhodes College 77
## Rider University 70
## Ripon College 64
## Rivier College 81
## Roanoke College 72
## Rockhurst College 79
## Rocky Mountain College 68
## Roger Williams University 61
## Rollins College 90
## Rosary College 81
## Rowan College of New Jersey 51
## Rutgers at New Brunswick 77
## Rutgers State University at Camden 57
## Rutgers State University at Newark 58
## Sacred Heart University 82
## Saint Ambrose University 70
## Saint Anselm College 97
## Saint Cloud State University 58
## Saint Francis College IN 48
## Saint Francis College 69
## Saint John's University 70
## Saint Joseph's College IN 67
## Saint Joseph's College 85
## Saint Joseph's University 83
## Saint Joseph College 76
## Saint Louis University 67
## Saint Mary's College 98
## Saint Mary's College of Minnesota 78
## Saint Mary-of-the-Woods College 75
## Saint Michael's College 84
## Saint Olaf College 83
## Saint Peter's College 53
## Saint Vincent College 88
## Saint Xavier University 55
## Salem-Teikyo University 98
## Salem College 60
## Salisbury State University 56
## Samford University 61
## San Diego State University 41
## Santa Clara University 100
## Sarah Lawrence College 83
## Savannah Coll. of Art and Design 55
## Schreiner College 52
## Scripps College 73
## Seattle Pacific University 66
## Seattle University 89
## Seton Hall University 64
## Seton Hill College 71
## Shippensburg University of Penn. 72
## Shorter College 58
## Siena College 100
## Siena Heights College 47
## Simmons College 79
## Simpson College 70
## Sioux Falls College 48
## Skidmore College 81
## Smith College 90
## South Dakota State University 67
## Southeast Missouri State University 45
## Southeastern Oklahoma State Univ. 53
## Southern California College 43
## Southern Illinois University at Edwardsville 43
## Southern Methodist University 72
## Southwest Baptist University 71
## Southwest Missouri State University 56
## Southwest State University 51
## Southwestern Adventist College 36
## Southwestern College 52
## Southwestern University 67
## Spalding University 89
## Spelman College 65
## Spring Arbor College 49
## St. Bonaventure University 78
## St. John's College 64
## St. John Fisher College 66
## St. Lawrence University 85
## St. Martin's College 40
## St. Mary's College of California 78
## St. Mary's College of Maryland 63
## St. Mary's University of San Antonio 72
## St. Norbert College 88
## St. Paul's College 45
## St. Thomas Aquinas College 67
## Stephens College 59
## Stetson University 73
## Stevens Institute of Technology 79
## Stockton College of New Jersey 64
## Stonehill College 97
## SUNY at Albany 74
## SUNY at Binghamton 80
## SUNY at Buffalo 56
## SUNY at Stony Brook 57
## SUNY College at Brockport 49
## SUNY College at Oswego 63
## SUNY College at Buffalo 42
## SUNY College at Cortland 53
## SUNY College at Fredonia 66
## SUNY College at Geneseo 76
## SUNY College at New Paltz 53
## SUNY College at Plattsburgh 65
## SUNY College at Potsdam 59
## SUNY College at Purchase 46
## Susquehanna University 90
## Sweet Briar College 61
## Syracuse University 67
## Tabor College 53
## Talladega College 46
## Taylor University 98
## Tennessee Wesleyan College 36
## Texas A&M Univ. at College Station 69
## Texas A&M University at Galveston 43
## Texas Christian University 64
## Texas Lutheran College 50
## Texas Southern University 10
## Texas Wesleyan University 43
## The Citadel 84
## Thiel College 60
## Tiffin University 39
## Transylvania University 70
## Trenton State College 81
## Tri-State University 65
## Trinity College CT 91
## Trinity College DC 96
## Trinity College VT 78
## Trinity University 93
## Tulane University 74
## Tusculum College 52
## Tuskegee University 65
## Union College KY 64
## Union College NY 88
## Univ. of Wisconsin at OshKosh 56
## University of Alabama at Birmingham 33
## University of Arkansas at Fayetteville 39
## University of California at Berkeley 78
## University of California at Irvine 66
## University of Central Florida 46
## University of Charleston 57
## University of Chicago 90
## University of Cincinnati 54
## University of Connecticut at Storrs 71
## University of Dallas 63
## University of Dayton 93
## University of Delaware 75
## University of Denver 67
## University of Detroit Mercy 51
## University of Dubuque 45
## University of Evansville 77
## University of Florida 66
## University of Georgia 63
## University of Hartford 66
## University of Hawaii at Manoa 54
## University of Illinois - Urbana 81
## University of Illinois at Chicago 34
## University of Indianapolis 69
## University of Kansas 57
## University of La Verne 47
## University of Louisville 31
## University of Maine at Farmington 59
## University of Maine at Machias 64
## University of Maine at Presque Isle 35
## University of Maryland at Baltimore County 55
## University of Maryland at College Park 63
## University of Massachusetts at Amherst 68
## University of Massachusetts at Dartmouth 56
## University of Miami 59
## University of Michigan at Ann Arbor 87
## University of Minnesota at Duluth 53
## University of Minnesota at Morris 51
## University of Minnesota Twin Cities 45
## University of Mississippi 53
## University of Missouri at Columbia 58
## University of Missouri at Rolla 49
## University of Missouri at Saint Louis 48
## University of Mobile 52
## University of Montevallo 51
## University of Nebraska at Lincoln 53
## University of New England 64
## University of New Hampshire 75
## University of North Carolina at Asheville 37
## University of North Carolina at Chapel Hill 83
## University of North Carolina at Charlotte 62
## University of North Carolina at Greensboro 53
## University of North Carolina at Wilmington 55
## University of North Dakota 49
## University of North Florida 47
## University of North Texas 35
## University of Northern Colorado 40
## University of Northern Iowa 77
## University of Notre Dame 97
## University of Oklahoma 44
## University of Oregon 54
## University of Pennsylvania 93
## University of Pittsburgh-Main Campus 66
## University of Portland 72
## University of Puget Sound 63
## University of Rhode Island 63
## University of Richmond 100
## University of Rochester 80
## University of San Diego 66
## University of San Francisco 62
## University of Sci. and Arts of Oklahoma 43
## University of Scranton 92
## University of South Carolina at Aiken 48
## University of South Carolina at Columbia 63
## University of South Florida 47
## University of Southern California 68
## University of Southern Colorado 36
## University of Southern Indiana 38
## University of Southern Mississippi 45
## University of St. Thomas MN 89
## University of St. Thomas TX 62
## University of Tennessee at Knoxville 53
## University of Texas at Arlington 29
## University of Texas at Austin 65
## University of Texas at San Antonio 50
## University of the Arts 57
## University of the Pacific 65
## University of the South 82
## University of Tulsa 47
## University of Utah 37
## University of Vermont 79
## University of Virginia 95
## University of Washington 65
## University of West Florida 53
## University of Wisconsin-Stout 65
## University of Wisconsin-Superior 36
## University of Wisconsin-Whitewater 67
## University of Wisconsin at Green Bay 46
## University of Wisconsin at Madison 72
## University of Wisconsin at Milwaukee 38
## University of Wyoming 45
## Upper Iowa University 78
## Ursinus College 79
## Ursuline College 68
## Valley City State University 40
## Valparaiso University 95
## Vanderbilt University 83
## Vassar College 90
## Villanova University 96
## Virginia Commonwealth University 45
## Virginia State University 31
## Virginia Tech 73
## Virginia Union University 30
## Virginia Wesleyan College 68
## Viterbo College 73
## Voorhees College 58
## Wabash College 72
## Wagner College 75
## Wake Forest University 89
## Walsh University 68
## Warren Wilson College 63
## Wartburg College 67
## Washington and Jefferson College 86
## Washington and Lee University 90
## Washington College 65
## Washington State University 56
## Washington University 90
## Wayne State College 52
## Waynesburg College 63
## Webber College 90
## Webster University 48
## Wellesley College 91
## Wells College 69
## Wentworth Institute of Technology 64
## Wesley College 84
## Wesleyan University 92
## West Chester University of Penn. 52
## West Liberty State College 60
## West Virginia Wesleyan College 67
## Western Carolina University 55
## Western Maryland College 60
## Western Michigan University 55
## Western New England College 59
## Western State College of Colorado 52
## Western Washington University 61
## Westfield State College 65
## Westminster College MO 62
## Westminster College 80
## Westminster College of Salt Lake City 50
## Westmont College 87
## Wheaton College IL 85
## Westminster College PA 71
## Wheeling Jesuit College 72
## Whitman College 72
## Whittier College 52
## Whitworth College 80
## Widener University 63
## Wilkes University 67
## Willamette University 68
## William Jewell College 59
## William Woods University 52
## Williams College 99
## Wilson College 67
## Wingate College 91
## Winona State University 58
## Winthrop University 59
## Wisconsin Lutheran College 50
## Wittenberg University 78
## Wofford College 75
## Worcester Polytechnic Institute 82
## Worcester State College 40
## Xavier University 83
## Xavier University of Louisiana 49
## Yale University 99
## York College of Pennsylvania 99data <- College- At the 1% level, is the applications accepted / applications received ratio in public and private universities significantly different?
#As the dataset contains info for multiple colleges, each college has a proportion of accepted/applied
#so, we calculate for each college that proportion
#Ho: The ratios are equal
#Ha: The ratios are significantly different
alfa <- 0.01
data <- data %>% dplyr::mutate(ratio = data$Accept/data$Apps)
splitdata <- split(data, data$Private)
privates <- splitdata$`Yes`
publics <- splitdata$`No`
privates## Private Apps Accept Enroll Top10perc
## Abilene Christian University Yes 1660 1232 721 23
## Adelphi University Yes 2186 1924 512 16
## Adrian College Yes 1428 1097 336 22
## Agnes Scott College Yes 417 349 137 60
## Alaska Pacific University Yes 193 146 55 16
## Albertson College Yes 587 479 158 38
## Albertus Magnus College Yes 353 340 103 17
## Albion College Yes 1899 1720 489 37
## Albright College Yes 1038 839 227 30
## Alderson-Broaddus College Yes 582 498 172 21
## Alfred University Yes 1732 1425 472 37
## Allegheny College Yes 2652 1900 484 44
## Allentown Coll. of St. Francis de Sales Yes 1179 780 290 38
## Alma College Yes 1267 1080 385 44
## Alverno College Yes 494 313 157 23
## American International College Yes 1420 1093 220 9
## Amherst College Yes 4302 992 418 83
## Anderson University Yes 1216 908 423 19
## Andrews University Yes 1130 704 322 14
## Antioch University Yes 713 661 252 25
## Aquinas College Yes 619 516 219 20
## Arkansas College (Lyon College) Yes 708 334 166 46
## Assumption College Yes 2135 1700 491 23
## Augsburg College Yes 662 513 257 12
## Augustana College IL Yes 1879 1658 497 36
## Augustana College Yes 761 725 306 21
## Austin College Yes 948 798 295 42
## Averett College Yes 627 556 172 16
## Baker University Yes 602 483 206 21
## Baldwin-Wallace College Yes 1690 1366 662 30
## Barat College Yes 261 192 111 15
## Bard College Yes 1910 838 285 50
## Barnard College Yes 2496 1402 531 53
## Barry University Yes 990 784 279 18
## Baylor University Yes 6075 5349 2367 34
## Beaver College Yes 1163 850 348 23
## Bellarmine College Yes 807 707 308 39
## Belmont Abbey College Yes 632 494 129 17
## Belmont University Yes 1220 974 481 28
## Beloit College Yes 1320 923 284 26
## Benedictine College Yes 632 620 222 14
## Bennington College Yes 519 327 114 25
## Bentley College Yes 3466 2330 640 20
## Berry College Yes 1858 1221 480 37
## Bethany College Yes 878 816 200 16
## Bethel College KS Yes 202 184 122 19
## Bethel College Yes 502 384 104 11
## Bethune Cookman College Yes 1646 1150 542 12
## Birmingham-Southern College Yes 805 588 287 67
## Blackburn College Yes 500 336 156 25
## Bluefield College Yes 377 358 181 15
## Bluffton College Yes 692 514 209 20
## Boston University Yes 20192 13007 3810 45
## Bowdoin College Yes 3356 1019 418 76
## Bradford College Yes 443 330 151 5
## Bradley University Yes 3767 3414 1061 30
## Brandeis University Yes 4186 2743 740 48
## Brenau University Yes 367 274 158 12
## Brewton-Parker College Yes 1436 1228 1202 10
## Briar Cliff College Yes 392 351 155 16
## Bridgewater College Yes 838 673 292 22
## Brigham Young University at Provo Yes 7365 5402 4615 48
## Brown University Yes 12586 3239 1462 87
## Bryn Mawr College Yes 1465 810 313 71
## Bucknell University Yes 6548 3813 862 49
## Buena Vista College Yes 860 688 285 32
## Butler University Yes 2362 2037 700 40
## Cabrini College Yes 599 494 224 8
## Caldwell College Yes 1011 604 213 17
## California Lutheran University Yes 563 247 247 23
## Calvin College Yes 1784 1512 913 29
## Campbell University Yes 2087 1339 657 20
## Campbellsville College Yes 848 587 298 25
## Canisius College Yes 2853 2193 753 16
## Capital University Yes 1747 1382 449 34
## Capitol College Yes 100 90 35 10
## Carleton College Yes 2694 1579 489 75
## Carnegie Mellon University Yes 8728 5201 1191 60
## Carroll College Yes 1160 991 352 19
## Carson-Newman College Yes 1096 951 464 27
## Carthage College Yes 1616 1427 434 20
## Case Western Reserve University Yes 3877 3156 713 71
## Catawba College Yes 1083 880 291 13
## Catholic University of America Yes 1754 1465 505 24
## Cazenovia College Yes 3847 3433 527 9
## Cedar Crest College Yes 776 607 198 25
## Cedarville College Yes 1307 1090 616 25
## Centenary College Yes 369 312 90 12
## Centenary College of Louisiana Yes 495 434 210 35
## Center for Creative Studies Yes 601 396 203 1
## Central College Yes 1283 1113 401 31
## Central Wesleyan College Yes 174 146 88 8
## Centre College Yes 1013 888 288 55
## Chapman University Yes 959 771 351 23
## Chatham College Yes 212 197 91 28
## Chestnut Hill College Yes 342 254 126 25
## Christendom College Yes 81 72 51 33
## Christian Brothers University Yes 880 520 224 16
## Claflin College Yes 1196 697 499 21
## Claremont McKenna College Yes 1860 767 227 71
## Clark University Yes 2887 2059 457 30
## Clarke College Yes 460 340 167 14
## Clarkson University Yes 2174 1953 557 35
## Coe College Yes 1006 742 275 29
## Coker College Yes 604 452 295 15
## Colby College Yes 2848 1319 456 58
## Colgate University Yes 4856 2492 727 46
## College Misericordia Yes 1432 888 317 29
## College of Mount St. Joseph Yes 798 620 238 14
## College of Mount St. Vincent Yes 946 648 177 23
## College of Notre Dame Yes 344 264 97 11
## College of Notre Dame of Maryland Yes 457 356 177 35
## College of Saint Benedict Yes 938 864 511 29
## College of Saint Catherine Yes 511 411 186 23
## College of Saint Elizabeth Yes 444 359 122 34
## College of Saint Rose Yes 983 664 249 23
## College of Santa Fe Yes 546 447 189 16
## College of St. Joseph Yes 141 118 55 12
## College of St. Scholastica Yes 672 596 278 29
## College of the Holy Cross Yes 2994 1691 659 70
## College of Wooster Yes 2100 1883 553 29
## Colorado College Yes 3207 1577 490 56
## Columbia College MO Yes 314 158 132 10
## Columbia College Yes 737 614 242 21
## Columbia University Yes 6756 1930 871 78
## Concordia College at St. Paul Yes 281 266 139 13
## Concordia Lutheran College Yes 232 216 106 16
## Concordia University CA Yes 688 497 144 30
## Concordia University Yes 528 403 186 22
## Connecticut College Yes 3035 1546 438 42
## Converse College Yes 440 407 149 35
## Cornell College Yes 1538 1329 383 33
## Creighton University Yes 2967 2836 876 30
## Culver-Stockton College Yes 1576 1110 274 24
## Cumberland College Yes 995 789 398 26
## D'Youville College Yes 866 619 157 18
## Dana College Yes 504 482 185 10
## Daniel Webster College Yes 585 508 153 12
## Dartmouth College Yes 8587 2273 1087 87
## Davidson College Yes 2373 956 452 77
## Defiance College Yes 571 461 174 10
## Denison University Yes 2762 2279 533 32
## DePauw University Yes 1994 1656 495 50
## Dickinson College Yes 3014 2539 487 31
## Dillard University Yes 1998 1376 651 41
## Doane College Yes 793 709 244 20
## Dominican College of Blauvelt Yes 360 329 108 4
## Dordt College Yes 604 562 328 25
## Dowling College Yes 1011 829 410 9
## Drake University Yes 2799 2573 839 34
## Drew University Yes 2153 1580 321 56
## Drury College Yes 700 650 314 33
## Duke University Yes 13789 3893 1583 90
## Earlham College Yes 1358 1006 274 35
## East Texas Baptist University Yes 379 341 265 10
## Eastern College Yes 458 369 165 16
## Eastern Mennonite College Yes 486 440 227 19
## Eastern Nazarene College Yes 516 409 200 17
## Eckerd College Yes 1422 1109 366 33
## Elizabethtown College Yes 2417 1843 426 36
## Elmira College Yes 1457 1045 345 27
## Elms College Yes 245 208 125 23
## Elon College Yes 3624 2786 858 11
## Embry Riddle Aeronautical University Yes 3151 2584 958 14
## Emory & Henry College Yes 765 646 226 30
## Emory University Yes 8506 4168 1236 76
## Erskine College Yes 659 557 167 47
## Eureka College Yes 560 454 113 36
## Fairfield University Yes 4784 3346 781 30
## Ferrum College Yes 1339 1107 336 12
## Flagler College Yes 1415 714 338 18
## Florida Institute of Technology Yes 1947 1580 523 39
## Florida Southern College Yes 1381 1040 374 20
## Fontbonne College Yes 291 245 126 16
## Fordham University Yes 4200 2874 942 30
## Franciscan University of Steubenville Yes 553 452 228 22
## Franklin College Yes 804 632 281 29
## Franklin Pierce College Yes 5187 4471 446 3
## Freed-Hardeman University Yes 895 548 314 20
## Fresno Pacific College Yes 346 274 146 51
## Furman University Yes 2161 1951 685 56
## Gannon University Yes 2464 1908 678 24
## Gardner Webb University Yes 1110 930 332 18
## Geneva College Yes 668 534 237 19
## George Fox College Yes 809 726 294 27
## George Washington University Yes 7875 5062 1492 38
## Georgetown College Yes 727 693 286 30
## Georgetown University Yes 11115 2881 1390 71
## Georgian Court College Yes 348 281 127 12
## Gettysburg College Yes 3596 2466 575 42
## Goldey Beacom College Yes 633 468 284 10
## Gonzaga University Yes 1886 1524 526 31
## Gordon College Yes 674 565 282 25
## Goshen College Yes 440 396 221 26
## Goucher College Yes 1151 813 248 40
## Grace College and Seminary Yes 548 428 167 18
## Graceland College Yes 555 414 242 14
## Green Mountain College Yes 780 628 198 7
## Greensboro College Yes 608 494 176 10
## Greenville College Yes 510 387 194 20
## Grinnell College Yes 2039 1389 432 56
## Grove City College Yes 2491 1110 573 57
## Guilford College Yes 1202 1054 326 18
## Gustavus Adolphus College Yes 1709 1385 634 36
## Gwynedd Mercy College Yes 380 237 104 30
## Hamilton College Yes 3140 1783 454 40
## Hamline University Yes 1006 825 328 34
## Hampden - Sydney College Yes 817 644 307 20
## Hampton University Yes 7178 3755 1433 25
## Hanover College Yes 1006 837 317 33
## Hardin-Simmons University Yes 467 424 350 16
## Harding University Yes 1721 1068 806 35
## Hartwick College Yes 2083 1725 430 22
## Harvard University Yes 13865 2165 1606 90
## Harvey Mudd College Yes 1377 572 178 95
## Hastings College Yes 817 708 262 22
## Hendrix College Yes 823 721 274 52
## Hillsdale College Yes 920 745 347 35
## Hiram College Yes 922 729 244 37
## Hobart and William Smith Colleges Yes 2688 2081 500 25
## Hofstra University Yes 7428 5860 1349 25
## Hollins College Yes 602 498 215 26
## Hood College Yes 699 565 176 36
## Hope College Yes 1712 1483 624 37
## Houghton College Yes 949 786 302 30
## Huntingdon College Yes 608 520 127 26
## Huntington College Yes 450 430 125 20
## Huron University Yes 600 197 124 3
## Husson College Yes 723 652 361 10
## Illinois Benedictine College Yes 607 558 269 22
## Illinois College Yes 894 787 262 28
## Illinois Institute of Technology Yes 1756 1360 478 42
## Illinois Wesleyan University Yes 3050 1342 471 55
## Immaculata College Yes 268 253 103 16
## Incarnate Word College Yes 1163 927 386 16
## Indiana Wesleyan University Yes 735 423 366 20
## Iona College Yes 4892 3530 913 13
## Ithaca College Yes 7259 5526 1368 23
## Jamestown College Yes 472 410 262 14
## John Brown University Yes 605 405 284 24
## John Carroll University Yes 2421 2109 820 27
## Johns Hopkins University Yes 8474 3446 911 75
## Judson College Yes 313 228 137 10
## Juniata College Yes 1005 859 298 36
## Kansas Wesleyan University Yes 589 575 148 16
## Kentucky Wesleyan College Yes 584 497 175 20
## Kenyon College Yes 2212 1538 408 44
## Keuka College Yes 461 381 174 10
## King's College Yes 1456 1053 381 20
## King College Yes 355 300 142 34
## Knox College Yes 1040 845 286 48
## La Roche College Yes 361 321 185 10
## La Salle University Yes 2929 1834 622 20
## Lafayette College Yes 4010 2402 572 36
## LaGrange College Yes 544 399 177 15
## Lake Forest College Yes 979 638 271 31
## Lakeland College Yes 497 452 231 24
## Lambuth University Yes 831 538 224 15
## Lawrence University Yes 1243 947 324 50
## Le Moyne College Yes 1470 1199 425 21
## Lebanon Valley College Yes 1386 1060 320 28
## Lehigh University Yes 6397 4304 1092 40
## Lenoir-Rhyne College Yes 979 743 259 25
## Lesley College Yes 244 198 82 12
## LeTourneau University Yes 477 417 204 29
## Lewis and Clark College Yes 2774 2092 482 35
## Lewis University Yes 1154 1050 395 12
## Lincoln Memorial University Yes 787 562 363 21
## Lindenwood College Yes 810 484 356 6
## Linfield College Yes 1561 1188 458 48
## Livingstone College Yes 900 473 217 22
## Loras College Yes 1641 1283 527 20
## Louisiana College Yes 2013 1053 212 33
## Loyola College Yes 4076 3137 738 25
## Loyola Marymount University Yes 3768 2662 753 42
## Loyola University Yes 1891 1698 719 24
## Loyola University Chicago Yes 3579 2959 868 25
## Luther College Yes 1549 1392 587 38
## Lycoming College Yes 1286 1005 363 16
## Lynchburg College Yes 1756 1500 366 3
## Macalester College Yes 2939 1496 452 56
## MacMurray College Yes 740 558 177 12
## Malone College Yes 874 758 428 21
## Manchester College Yes 1004 802 239 23
## Manhattan College Yes 2432 1730 563 20
## Manhattanville College Yes 962 750 212 21
## Marian College of Fond du Lac Yes 824 670 337 15
## Marietta College Yes 1611 960 342 27
## Marist College Yes 4731 3171 830 12
## Marquette University Yes 5152 4600 1685 36
## Marshall University Yes 4226 3666 2007 14
## Mary Baldwin College Yes 499 441 199 26
## Marymount College Tarrytown Yes 478 327 117 9
## Marymount Manhattan College Yes 695 535 239 21
## Marymount University Yes 941 772 214 10
## Maryville College Yes 1464 888 176 26
## Maryville University Yes 549 397 169 26
## Marywood College Yes 1107 859 323 13
## Massachusetts Institute of Technology Yes 6411 2140 1078 96
## McKendree College Yes 1002 555 119 16
## McMurry University Yes 578 411 187 25
## McPherson College Yes 420 293 93 11
## Mercer University Yes 2286 1668 564 37
## Mercyhurst College Yes 1557 1074 397 15
## Meredith College Yes 857 772 376 25
## Merrimack College Yes 1981 1541 514 18
## Messiah College Yes 1742 1382 607 30
## MidAmerica Nazarene College Yes 331 331 225 15
## Milligan College Yes 610 461 189 26
## Millikin University Yes 1444 1261 456 29
## Millsaps College Yes 905 834 319 32
## Milwaukee School of Engineering Yes 1217 1088 496 36
## Mississippi College Yes 594 385 307 36
## Missouri Valley College Yes 1310 983 316 5
## Monmouth College IL Yes 601 503 204 28
## Monmouth College Yes 2707 1881 478 14
## Montreat-Anderson College Yes 263 223 103 10
## Moravian College Yes 1232 955 303 23
## Morehouse College Yes 3708 1678 722 41
## Morningside College Yes 586 533 239 16
## Morris College Yes 882 730 330 2
## Mount Holyoke College Yes 1800 1314 526 47
## Mount Marty College Yes 279 276 126 17
## Mount Mary College Yes 235 217 121 12
## Mount Mercy College Yes 368 317 159 20
## Mount Saint Clare College Yes 325 284 95 16
## Mount Saint Mary's College Yes 1321 1159 328 15
## Mount Saint Mary College Yes 1170 695 238 14
## Mount St. Mary's College Yes 657 537 113 37
## Mount Union College Yes 1310 1086 458 26
## Mount Vernon Nazarene College Yes 510 485 334 18
## Muhlenberg College Yes 2519 1836 462 30
## Muskingum College Yes 1109 922 375 24
## National-Louis University Yes 513 347 279 23
## Nazareth College of Rochester Yes 947 798 266 36
## New York University Yes 13594 7244 2505 70
## Newberry College Yes 872 722 154 14
## Niagara University Yes 2220 1796 467 65
## North Carolina Wesleyan College Yes 812 689 195 7
## North Central College Yes 1127 884 308 30
## North Park College Yes 465 361 176 19
## Northeastern University Yes 11901 8492 2517 16
## Northwest Nazarene College Yes 616 514 385 29
## Northwestern College Yes 860 811 366 22
## Northwestern University Yes 12289 5200 1902 85
## Norwich University Yes 1743 1625 626 8
## Notre Dame College Yes 379 324 107 15
## Oberlin College Yes 4778 2767 678 50
## Occidental College Yes 2324 1319 370 52
## Oglethorpe University Yes 792 649 186 56
## Ohio Northern University Yes 2936 2342 669 35
## Ohio Wesleyan University Yes 2190 1700 458 36
## Oklahoma Baptist University Yes 758 681 484 35
## Oklahoma Christian University Yes 776 765 351 22
## Otterbein College Yes 1496 1205 428 26
## Ouachita Baptist University Yes 910 773 450 31
## Our Lady of the Lake University Yes 2308 1336 295 22
## Pace University Yes 8256 3750 1522 37
## Pacific Lutheran University Yes 1603 1392 504 31
## Pacific Union College Yes 940 668 385 20
## Pacific University Yes 943 849 288 41
## Pepperdine University Yes 3821 2037 680 86
## Pfeiffer College Yes 838 651 159 11
## Philadelphia Coll. of Textiles and Sci. Yes 1538 1259 468 19
## Phillips University Yes 692 576 174 19
## Piedmont College Yes 663 562 127 20
## Pikeville College Yes 404 400 169 28
## Pitzer College Yes 1133 630 220 37
## Point Loma Nazarene College Yes 809 687 428 20
## Point Park College Yes 875 744 207 7
## Polytechnic University Yes 1132 847 302 58
## Presbyterian College Yes 1082 832 302 34
## Princeton University Yes 13218 2042 1153 90
## Providence College Yes 5139 3346 973 20
## Queens College Yes 516 392 154 32
## Quincy University Yes 1025 707 297 22
## Quinnipiac College Yes 3712 2153 806 17
## Randolph-Macon College Yes 1771 1325 306 21
## Randolph-Macon Woman's College Yes 696 616 169 35
## Reed College Yes 1966 1436 327 47
## Regis College Yes 427 385 143 18
## Rensselaer Polytechnic Institute Yes 4996 4165 936 53
## Rhodes College Yes 2302 1831 391 58
## Rider University Yes 3586 2424 730 16
## Ripon College Yes 587 501 211 28
## Rivier College Yes 484 386 141 6
## Roanoke College Yes 2227 1790 437 27
## Rockhurst College Yes 935 858 345 22
## Rocky Mountain College Yes 560 392 270 11
## Roger Williams University Yes 3304 2804 679 10
## Rollins College Yes 1777 1151 382 31
## Rosary College Yes 434 321 141 28
## Sacred Heart University Yes 2307 1896 509 19
## Saint Ambrose University Yes 897 718 276 12
## Saint Anselm College Yes 2095 1553 514 15
## Saint Francis College IN Yes 213 166 85 13
## Saint Francis College Yes 1046 824 284 21
## Saint John's University Yes 933 800 444 18
## Saint Joseph's College IN Yes 920 684 225 24
## Saint Joseph's College Yes 833 682 217 12
## Saint Joseph's University Yes 2519 2003 776 39
## Saint Joseph College Yes 292 241 96 20
## Saint Louis University Yes 3294 2855 956 44
## Saint Mary's College Yes 888 734 393 26
## Saint Mary's College of Minnesota Yes 876 802 367 14
## Saint Mary-of-the-Woods College Yes 150 130 88 23
## Saint Michael's College Yes 1910 1380 463 16
## Saint Olaf College Yes 2248 1673 745 38
## Saint Peter's College Yes 1606 1413 530 23
## Saint Vincent College Yes 700 595 278 19
## Saint Xavier University Yes 785 647 295 15
## Salem-Teikyo University Yes 489 384 120 23
## Salem College Yes 335 284 132 28
## Samford University Yes 1680 1395 691 34
## Santa Clara University Yes 4019 2779 888 40
## Sarah Lawrence College Yes 1380 768 263 57
## Savannah Coll. of Art and Design Yes 1109 688 386 20
## Schreiner College Yes 584 413 131 19
## Scripps College Yes 855 632 139 60
## Seattle Pacific University Yes 1183 1016 411 42
## Seattle University Yes 2115 1540 494 28
## Seton Hall University Yes 4576 3565 1000 16
## Seton Hill College Yes 936 794 197 24
## Shorter College Yes 540 445 165 23
## Siena College Yes 2961 1932 628 24
## Siena Heights College Yes 464 419 183 10
## Simmons College Yes 1003 782 295 23
## Simpson College Yes 1016 872 300 27
## Sioux Falls College Yes 437 400 211 13
## Skidmore College Yes 4293 2728 591 25
## Smith College Yes 2925 1598 632 51
## Southern California College Yes 385 340 193 18
## Southern Methodist University Yes 4301 3455 1166 41
## Southwest Baptist University Yes 1093 1093 642 12
## Southwestern Adventist College Yes 321 318 172 11
## Southwestern College Yes 213 155 75 28
## Southwestern University Yes 1244 912 352 44
## Spalding University Yes 283 201 97 10
## Spelman College Yes 3713 1237 443 47
## Spring Arbor College Yes 372 362 181 15
## St. Bonaventure University Yes 1489 1313 375 13
## St. John's College Yes 323 278 122 31
## St. John Fisher College Yes 1368 1064 354 19
## St. Lawrence University Yes 2753 1820 505 31
## St. Martin's College Yes 191 165 63 5
## St. Mary's College of California Yes 2643 1611 465 36
## St. Mary's University of San Antonio Yes 1243 1020 414 33
## St. Norbert College Yes 1334 1243 568 30
## St. Paul's College Yes 651 581 243 8
## St. Thomas Aquinas College Yes 861 609 215 10
## Stephens College Yes 450 405 194 17
## Stetson University Yes 1557 1227 489 37
## Stevens Institute of Technology Yes 1768 1249 380 51
## Stonehill College Yes 3646 2300 585 25
## Susquehanna University Yes 2096 1512 465 27
## Sweet Briar College Yes 462 402 146 36
## Syracuse University Yes 10477 7260 2442 28
## Tabor College Yes 257 183 109 19
## Talladega College Yes 4414 1500 335 30
## Taylor University Yes 1769 1092 437 41
## Tennessee Wesleyan College Yes 232 182 99 7
## Texas Christian University Yes 4095 3079 1195 33
## Texas Lutheran College Yes 497 423 215 27
## Texas Wesleyan University Yes 592 501 279 19
## Thiel College Yes 1154 951 253 15
## Tiffin University Yes 845 734 254 5
## Transylvania University Yes 759 729 244 57
## Tri-State University Yes 1262 1102 276 14
## Trinity College CT Yes 3058 1798 478 46
## Trinity College DC Yes 247 189 100 19
## Trinity College VT Yes 222 185 91 16
## Trinity University Yes 2425 1818 601 62
## Tulane University Yes 7033 5125 1223 47
## Tusculum College Yes 626 372 145 12
## Tuskegee University Yes 2267 1827 611 20
## Union College KY Yes 484 384 177 9
## Union College NY Yes 3495 1712 528 49
## University of Charleston Yes 682 535 204 22
## University of Chicago Yes 6348 2999 922 68
## University of Dallas Yes 681 588 246 44
## University of Dayton Yes 6361 5293 1507 26
## University of Delaware Yes 14446 10516 3252 22
## University of Denver Yes 2974 2001 580 29
## University of Detroit Mercy Yes 927 731 415 24
## University of Dubuque Yes 576 558 137 11
## University of Evansville Yes 2096 1626 694 35
## University of Hartford Yes 5081 4040 1194 11
## University of Indianapolis Yes 1487 1276 388 26
## University of La Verne Yes 1597 969 226 16
## University of Miami Yes 7122 5386 1643 42
## University of Mobile Yes 452 331 269 17
## University of New England Yes 1209 750 265 19
## University of Notre Dame Yes 7700 3700 1906 79
## University of Pennsylvania Yes 12394 5232 2464 85
## University of Portland Yes 1758 1485 419 27
## University of Puget Sound Yes 4044 2826 688 51
## University of Richmond Yes 5892 2718 756 46
## University of Rochester Yes 8766 5498 1243 56
## University of San Diego Yes 3934 2735 886 40
## University of San Francisco Yes 2306 1721 538 23
## University of Scranton Yes 4471 2942 910 29
## University of Southern California Yes 12229 8498 2477 45
## University of St. Thomas MN Yes 2057 1807 828 26
## University of St. Thomas TX Yes 374 280 185 45
## University of the Arts Yes 974 704 290 5
## University of the Pacific Yes 2459 1997 582 36
## University of the South Yes 1445 966 326 46
## University of Tulsa Yes 1712 1557 696 41
## Upper Iowa University Yes 663 452 192 10
## Ursinus College Yes 1399 1026 308 44
## Ursuline College Yes 325 260 86 21
## Valparaiso University Yes 2075 1727 520 49
## Vanderbilt University Yes 7791 4690 1499 71
## Vassar College Yes 3550 1877 653 53
## Villanova University Yes 7759 5588 1477 30
## Virginia Union University Yes 1847 1610 453 19
## Virginia Wesleyan College Yes 1470 900 287 20
## Viterbo College Yes 647 518 271 17
## Voorhees College Yes 1465 1006 188 10
## Wabash College Yes 800 623 256 41
## Wagner College Yes 1416 1015 417 10
## Wake Forest University Yes 5661 2392 903 75
## Walsh University Yes 1092 890 477 27
## Warren Wilson College Yes 440 311 112 25
## Wartburg College Yes 1231 1074 345 34
## Washington and Jefferson College Yes 1305 1100 334 42
## Washington and Lee University Yes 3315 1096 425 68
## Washington College Yes 1209 942 214 31
## Washington University Yes 7654 5259 1254 62
## Waynesburg College Yes 1190 978 324 12
## Webber College Yes 280 143 79 5
## Webster University Yes 665 462 226 17
## Wellesley College Yes 2895 1249 579 80
## Wells College Yes 318 240 130 40
## Wentworth Institute of Technology Yes 1480 1257 452 6
## Wesley College Yes 980 807 350 10
## Wesleyan University Yes 4772 1973 712 60
## West Virginia Wesleyan College Yes 1566 1400 483 28
## Western Maryland College Yes 1205 984 278 31
## Western New England College Yes 1650 1471 409 7
## Westminster College MO Yes 662 553 184 20
## Westminster College Yes 996 866 377 29
## Westminster College of Salt Lake City Yes 917 720 213 21
## Wheaton College IL Yes 1432 920 548 56
## Westminster College PA Yes 1738 1373 417 21
## Wheeling Jesuit College Yes 903 755 213 15
## Whitman College Yes 1861 998 359 45
## Whittier College Yes 1681 1069 344 35
## Whitworth College Yes 1121 926 372 43
## Widener University Yes 2139 1492 502 24
## Wilkes University Yes 1631 1431 434 15
## Willamette University Yes 1658 1327 395 49
## William Jewell College Yes 663 547 315 32
## William Woods University Yes 469 435 227 17
## Williams College Yes 4186 1245 526 81
## Wilson College Yes 167 130 46 16
## Wingate College Yes 1239 1017 383 10
## Wisconsin Lutheran College Yes 152 128 75 17
## Wittenberg University Yes 1979 1739 575 42
## Wofford College Yes 1501 935 273 51
## Worcester Polytechnic Institute Yes 2768 2314 682 49
## Xavier University Yes 1959 1805 695 24
## Xavier University of Louisiana Yes 2097 1915 695 34
## Yale University Yes 10705 2453 1317 95
## York College of Pennsylvania Yes 2989 1855 691 28
## Top25perc F.Undergrad P.Undergrad
## Abilene Christian University 52 2885 537
## Adelphi University 29 2683 1227
## Adrian College 50 1036 99
## Agnes Scott College 89 510 63
## Alaska Pacific University 44 249 869
## Albertson College 62 678 41
## Albertus Magnus College 45 416 230
## Albion College 68 1594 32
## Albright College 63 973 306
## Alderson-Broaddus College 44 799 78
## Alfred University 75 1830 110
## Allegheny College 77 1707 44
## Allentown Coll. of St. Francis de Sales 64 1130 638
## Alma College 73 1306 28
## Alverno College 46 1317 1235
## American International College 22 1018 287
## Amherst College 96 1593 5
## Anderson University 40 1819 281
## Andrews University 23 1586 326
## Antioch University 44 712 23
## Aquinas College 51 1251 767
## Arkansas College (Lyon College) 74 530 182
## Assumption College 59 1708 689
## Augsburg College 30 2074 726
## Augustana College IL 69 1950 38
## Augustana College 58 1337 300
## Austin College 74 1120 15
## Averett College 40 777 538
## Baker University 47 958 466
## Baldwin-Wallace College 61 2718 1460
## Barat College 36 453 266
## Bard College 85 1004 15
## Barnard College 95 2121 69
## Barry University 45 1811 3144
## Baylor University 66 9919 484
## Beaver College 56 878 519
## Bellarmine College 63 1198 605
## Belmont Abbey College 36 709 131
## Belmont University 67 1964 623
## Beloit College 54 1085 81
## Benedictine College 24 702 501
## Bennington College 53 457 2
## Bentley College 60 3095 1533
## Berry College 68 1620 49
## Bethany College 41 706 62
## Bethel College KS 42 537 101
## Bethel College 28 347 74
## Bethune Cookman College 30 2128 82
## Birmingham-Southern College 88 1376 207
## Blackburn College 55 421 27
## Bluefield College 30 653 129
## Bluffton College 50 760 81
## Boston University 80 14971 3113
## Bowdoin College 100 1490 8
## Bradford College 36 453 42
## Bradley University 58 4531 643
## Brandeis University 77 2819 62
## Brenau University 41 917 479
## Brewton-Parker College 26 1320 822
## Briar Cliff College 44 738 430
## Bridgewater College 53 881 55
## Brigham Young University at Provo 82 27378 1253
## Brown University 95 5643 349
## Bryn Mawr College 95 1088 16
## Bucknell University 85 3316 31
## Buena Vista College 70 1928 442
## Butler University 68 2607 148
## Cabrini College 28 1035 446
## Caldwell College 42 693 868
## California Lutheran University 52 1427 432
## Calvin College 56 3401 136
## Campbell University 54 3191 1204
## Campbellsville College 55 935 184
## Canisius College 34 2978 434
## Capital University 66 1662 960
## Capitol College 52 282 331
## Carleton College 93 1870 12
## Carnegie Mellon University 89 4265 291
## Carroll College 55 1357 737
## Carson-Newman College 62 1776 239
## Carthage College 43 1405 580
## Case Western Reserve University 93 3051 513
## Catawba College 34 915 80
## Catholic University of America 49 2159 211
## Cazenovia College 35 1010 12
## Cedar Crest College 58 791 764
## Cedarville College 55 2196 82
## Centenary College 46 396 526
## Centenary College of Louisiana 55 775 44
## Center for Creative Studies 20 525 323
## Central College 65 1355 40
## Central Wesleyan College 29 1047 33
## Centre College 82 943 7
## Chapman University 48 1662 209
## Chatham College 56 471 148
## Chestnut Hill College 64 518 232
## Christendom College 71 139 3
## Christian Brothers University 42 1068 364
## Claflin College 47 959 13
## Claremont McKenna College 93 887 1
## Clark University 61 1928 296
## Clarke College 45 604 350
## Clarkson University 68 2332 53
## Coe College 60 1127 205
## Coker College 47 690 222
## Colby College 84 1720 35
## Colgate University 75 2649 25
## College Misericordia 58 1121 493
## College of Mount St. Joseph 41 1165 1232
## College of Mount St. Vincent 46 707 432
## College of Notre Dame 42 500 331
## College of Notre Dame of Maryland 61 667 1983
## College of Saint Benedict 62 1715 103
## College of Saint Catherine 51 1692 562
## College of Saint Elizabeth 53 493 968
## College of Saint Rose 57 1698 894
## College of Santa Fe 42 873 683
## College of St. Joseph 21 201 173
## College of St. Scholastica 60 1350 275
## College of the Holy Cross 95 2675 22
## College of Wooster 65 1704 1
## Colorado College 87 1892 7
## Columbia College MO 28 690 5346
## Columbia College 67 968 237
## Columbia University 96 3376 55
## Concordia College at St. Paul 29 1049 181
## Concordia Lutheran College 34 534 172
## Concordia University CA 75 641 101
## Concordia University 56 1168 145
## Connecticut College 93 1630 232
## Converse College 70 643 80
## Cornell College 68 1140 10
## Creighton University 60 3450 644
## Culver-Stockton College 55 992 112
## Cumberland College 47 1306 122
## D'Youville College 47 1074 336
## Dana College 36 550 84
## Daniel Webster College 30 460 536
## Dartmouth College 99 3918 32
## Davidson College 96 1601 6
## Defiance College 26 645 283
## Denison University 60 1835 14
## DePauw University 80 1983 36
## Dickinson College 68 1889 62
## Dillard University 88 1539 45
## Doane College 47 1022 411
## Dominican College of Blauvelt 19 756 863
## Dordt College 50 1048 56
## Dowling College 33 1059 2458
## Drake University 65 3322 726
## Drew University 84 1192 87
## Drury College 66 1065 48
## Duke University 98 6188 53
## Earlham College 63 1028 13
## East Texas Baptist University 36 1050 151
## Eastern College 42 1057 355
## Eastern Mennonite College 48 903 59
## Eastern Nazarene College 40 1238 30
## Eckerd College 65 1363 23
## Elizabethtown College 70 1476 299
## Elmira College 50 1109 502
## Elms College 46 544 436
## Elon College 39 2933 334
## Embry Riddle Aeronautical University 40 4772 856
## Emory & Henry College 60 809 32
## Emory University 97 5544 192
## Erskine College 74 532 35
## Eureka College 56 484 16
## Fairfield University 66 2984 1037
## Ferrum College 36 1051 82
## Flagler College 52 1345 44
## Florida Institute of Technology 74 1863 233
## Florida Southern College 44 1506 970
## Fontbonne College 49 981 337
## Fordham University 55 4740 1646
## Franciscan University of Steubenville 49 1301 242
## Franklin College 72 840 68
## Franklin Pierce College 14 1818 1197
## Freed-Hardeman University 54 1174 50
## Fresno Pacific College 87 704 63
## Furman University 82 2371 175
## Gannon University 57 2693 691
## Gardner Webb University 36 1603 374
## Geneva College 39 1306 258
## George Fox College 52 1271 43
## George Washington University 71 5471 1470
## Georgetown College 55 1063 48
## Georgetown University 93 5881 406
## Georgian Court College 52 1095 785
## Gettysburg College 78 1944 46
## Goldey Beacom College 27 823 963
## Gonzaga University 67 2523 296
## Gordon College 54 1151 39
## Goshen College 51 910 166
## Goucher College 64 850 80
## Grace College and Seminary 46 618 113
## Graceland College 41 996 2281
## Green Mountain College 20 545 42
## Greensboro College 31 649 314
## Greenville College 46 771 53
## Grinnell College 91 1333 30
## Grove City College 88 2213 35
## Guilford College 44 1410 299
## Gustavus Adolphus College 72 2281 50
## Gwynedd Mercy College 56 716 1108
## Hamilton College 82 1646 24
## Hamline University 73 1362 102
## Hampden - Sydney College 40 945 1
## Hampton University 63 4623 740
## Hanover College 65 1024 15
## Hardin-Simmons University 40 1365 334
## Harding University 75 3128 213
## Hartwick College 49 1464 67
## Harvard University 100 6862 320
## Harvey Mudd College 100 654 5
## Hastings College 52 935 37
## Hendrix College 87 954 6
## Hillsdale College 66 1133 42
## Hiram College 66 1000 275
## Hobart and William Smith Colleges 53 1792 5
## Hofstra University 63 6534 1350
## Hollins College 58 795 74
## Hood College 64 710 399
## Hope College 69 2505 208
## Houghton College 70 1210 26
## Huntingdon College 47 538 126
## Huntington College 46 488 43
## Huron University 9 392 69
## Husson College 30 951 706
## Illinois Benedictine College 47 1222 519
## Illinois College 63 909 28
## Illinois Institute of Technology 77 1911 626
## Illinois Wesleyan University 86 1818 23
## Immaculata College 44 494 1305
## Incarnate Word College 49 1685 556
## Indiana Wesleyan University 48 2448 707
## Iona College 33 3906 1446
## Ithaca College 52 5612 166
## Jamestown College 41 9950 71
## John Brown University 53 961 99
## John Carroll University 57 3168 392
## Johns Hopkins University 94 3566 1569
## Judson College 30 552 67
## Juniata College 55 1075 43
## Kansas Wesleyan University 40 474 258
## Kentucky Wesleyan College 49 662 121
## Kenyon College 75 1445 1
## Keuka College 43 738 55
## King's College 45 500 541
## King College 65 509 44
## Knox College 77 967 24
## La Roche College 41 650 819
## La Salle University 56 2738 1662
## Lafayette College 59 2018 226
## LaGrange College 35 600 363
## Lake Forest College 70 968 20
## Lakeland College 47 887 1957
## Lambuth University 35 840 325
## Lawrence University 77 1129 74
## Le Moyne College 76 1820 558
## Lebanon Valley College 56 965 502
## Lehigh University 84 4298 132
## Lenoir-Rhyne College 46 1188 166
## Lesley College 33 1134 336
## LeTourneau University 54 1532 77
## Lewis and Clark College 64 1763 59
## Lewis University 31 2192 1423
## Lincoln Memorial University 55 925 605
## Lindenwood College 33 2155 191
## Linfield College 72 1548 840
## Livingstone College 47 621 11
## Loras College 39 1663 170
## Louisiana College 61 912 158
## Loyola College 54 3010 184
## Loyola Marymount University 64 3558 436
## Loyola University 80 2740 761
## Loyola University Chicago 55 5244 3417
## Luther College 72 2269 85
## Lycoming College 37 1363 74
## Lynchburg College 21 1524 280
## Macalester College 86 1723 113
## MacMurray College 29 628 63
## Malone College 46 1605 246
## Manchester College 63 909 51
## Manhattan College 63 2578 254
## Manhattanville College 54 830 150
## Marian College of Fond du Lac 41 1160 653
## Marietta College 60 1089 210
## Marist College 31 3557 658
## Marquette University 71 7016 804
## Marshall University 60 7703 2339
## Mary Baldwin College 52 846 377
## Marymount College Tarrytown 34 731 370
## Marymount Manhattan College 30 988 785
## Marymount University 30 1247 776
## Maryville College 52 624 128
## Maryville University 51 1343 1751
## Marywood College 51 1452 402
## Massachusetts Institute of Technology 99 4481 28
## McKendree College 43 836 684
## McMurry University 50 880 477
## McPherson College 32 336 80
## Mercer University 70 2943 1260
## Mercyhurst College 40 1805 433
## Meredith College 58 1721 470
## Merrimack College 36 1927 1084
## Messiah College 64 2258 53
## MidAmerica Nazarene College 36 1100 166
## Milligan College 52 685 49
## Millikin University 62 1788 95
## Millsaps College 61 1073 179
## Milwaukee School of Engineering 69 1773 884
## Mississippi College 57 1695 721
## Missouri Valley College 35 1057 175
## Monmouth College IL 57 671 11
## Monmouth College 34 1893 847
## Montreat-Anderson College 24 316 20
## Moravian College 58 1241 485
## Morehouse College 66 2852 153
## Morningside College 36 950 228
## Morris College 13 926 12
## Mount Holyoke College 79 1891 40
## Mount Marty College 37 600 435
## Mount Mary College 32 931 487
## Mount Mercy College 49 806 542
## Mount Saint Clare College 33 364 88
## Mount Saint Mary's College 36 1243 79
## Mount Saint Mary College 48 1170 429
## Mount St. Mary's College 90 1039 466
## Mount Union College 61 1365 144
## Mount Vernon Nazarene College 36 1114 94
## Muhlenberg College 61 1656 352
## Muskingum College 46 1115 70
## National-Louis University 48 2508 505
## Nazareth College of Rochester 68 1274 471
## New York University 86 12408 2814
## Newberry College 36 601 36
## Niagara University 99 1919 334
## North Carolina Wesleyan College 24 646 84
## North Central College 64 1310 766
## North Park College 39 879 156
## Northeastern University 42 11160 10221
## Northwest Nazarene College 52 1115 60
## Northwestern College 56 1040 52
## Northwestern University 98 7450 45
## Norwich University 29 1862 382
## Notre Dame College 37 500 311
## Oberlin College 89 2587 120
## Occidental College 81 1686 35
## Oglethorpe University 87 769 377
## Ohio Northern University 62 2502 66
## Ohio Wesleyan University 65 1780 48
## Oklahoma Baptist University 59 1707 705
## Oklahoma Christian University 44 1419 228
## Otterbein College 57 1648 936
## Ouachita Baptist University 73 1310 61
## Our Lady of the Lake University 46 1202 942
## Pace University 70 5809 4379
## Pacific Lutheran University 68 2580 302
## Pacific Union College 48 1316 139
## Pacific University 71 1041 35
## Pepperdine University 96 2488 625
## Pfeiffer College 25 654 162
## Philadelphia Coll. of Textiles and Sci. 42 1664 1042
## Phillips University 50 597 83
## Piedmont College 40 641 63
## Pikeville College 48 797 100
## Pitzer College 73 750 30
## Point Loma Nazarene College 43 1889 217
## Point Park College 38 1173 1402
## Polytechnic University 89 1379 214
## Presbyterian College 63 1133 30
## Princeton University 98 4540 146
## Providence College 55 3717 1358
## Queens College 62 630 549
## Quincy University 66 1070 72
## Quinnipiac College 45 2677 714
## Randolph-Macon College 46 1071 27
## Randolph-Macon Woman's College 66 653 56
## Reed College 80 1199 61
## Regis College 38 581 533
## Rensselaer Polytechnic Institute 82 4291 16
## Rhodes College 82 1345 59
## Rider University 31 2748 1309
## Ripon College 52 735 28
## Rivier College 28 590 1196
## Roanoke College 54 1460 239
## Rockhurst College 50 1127 754
## Rocky Mountain College 31 743 118
## Roger Williams University 20 2111 1489
## Rollins College 55 1668 1052
## Rosary College 53 624 269
## Sacred Heart University 51 1707 1889
## Saint Ambrose University 48 1345 390
## Saint Anselm College 40 1873 94
## Saint Francis College IN 36 513 247
## Saint Francis College 45 1223 451
## Saint John's University 45 1691 72
## Saint Joseph's College IN 42 815 222
## Saint Joseph's College 33 716 2196
## Saint Joseph's University 71 2473 1314
## Saint Joseph College 52 543 712
## Saint Louis University 67 4576 1140
## Saint Mary's College 60 1433 27
## Saint Mary's College of Minnesota 35 1263 118
## Saint Mary-of-the-Woods College 50 341 768
## Saint Michael's College 64 1715 106
## Saint Olaf College 73 2888 105
## Saint Peter's College 38 1921 1154
## Saint Vincent College 35 1035 182
## Saint Xavier University 65 1670 726
## Salem-Teikyo University 52 700 45
## Salem College 69 534 216
## Samford University 76 2959 402
## Santa Clara University 73 3891 128
## Sarah Lawrence College 82 1000 105
## Savannah Coll. of Art and Design 65 1897 208
## Schreiner College 51 521 99
## Scripps College 83 569 7
## Seattle Pacific University 82 1922 704
## Seattle University 72 2993 347
## Seton Hall University 36 4384 1530
## Seton Hill College 56 752 210
## Shorter College 70 1115 111
## Siena College 68 2669 616
## Siena Heights College 31 686 287
## Simmons College 53 1144 160
## Simpson College 57 1116 602
## Sioux Falls College 35 614 271
## Skidmore College 62 2322 263
## Smith College 88 2479 95
## Southern California College 38 784 127
## Southern Methodist University 69 4892 387
## Southwest Baptist University 32 1770 967
## Southwestern Adventist College 27 620 280
## Southwestern College 66 504 147
## Southwestern University 77 1177 43
## Spalding University 45 589 263
## Spelman College 83 1971 107
## Spring Arbor College 32 1501 353
## St. Bonaventure University 45 1688 131
## St. John's College 51 393 4
## St. John Fisher College 51 1687 677
## St. Lawrence University 56 1801 45
## St. Martin's College 25 494 574
## St. Mary's College of California 80 2615 248
## St. Mary's University of San Antonio 60 2149 418
## St. Norbert College 56 1946 95
## St. Paul's College 17 617 34
## St. Thomas Aquinas College 27 1117 815
## Stephens College 34 614 388
## Stetson University 69 1964 81
## Stevens Institute of Technology 93 1263 11
## Stonehill College 69 2022 926
## Susquehanna University 59 1442 166
## Sweet Briar College 68 527 41
## Syracuse University 67 10142 117
## Tabor College 41 396 38
## Talladega College 60 908 119
## Taylor University 80 1757 81
## Tennessee Wesleyan College 29 402 237
## Texas Christian University 64 5064 660
## Texas Lutheran College 57 895 429
## Texas Wesleyan University 44 1204 392
## Thiel College 31 791 140
## Tiffin University 21 662 351
## Transylvania University 81 867 51
## Tri-State University 40 978 98
## Trinity College CT 84 1737 244
## Trinity College DC 49 309 639
## Trinity College VT 41 484 541
## Trinity University 93 2110 95
## Tulane University 75 4941 1534
## Tusculum College 34 983 40
## Tuskegee University 59 2825 144
## Union College KY 45 634 78
## Union College NY 84 1915 123
## University of Charleston 43 771 611
## University of Chicago 94 3340 39
## University of Dallas 74 1058 73
## University of Dayton 51 5889 665
## University of Delaware 57 14130 4522
## University of Denver 60 2666 554
## University of Detroit Mercy 50 2149 2217
## University of Dubuque 39 662 131
## University of Evansville 67 2551 407
## University of Hartford 26 3768 1415
## University of Indianapolis 51 1417 1646
## University of La Verne 38 1431 1522
## University of Miami 69 7760 876
## University of Mobile 54 1417 301
## University of New England 54 820 159
## University of Notre Dame 96 7671 30
## University of Pennsylvania 100 9205 531
## University of Portland 58 2041 174
## University of Puget Sound 83 2738 138
## University of Richmond 72 2854 594
## University of Rochester 75 5071 438
## University of San Diego 70 3698 217
## University of San Francisco 48 4309 549
## University of Scranton 60 3674 493
## University of Southern California 71 13259 1429
## University of St. Thomas MN 53 4106 982
## University of St. Thomas TX 77 995 408
## University of the Arts 22 1145 39
## University of the Pacific 66 2664 299
## University of the South 83 1129 24
## University of Tulsa 68 2936 433
## Upper Iowa University 35 1481 1160
## Ursinus College 77 1131 17
## Ursuline College 47 699 717
## Valparaiso University 81 2501 198
## Vanderbilt University 92 5500 90
## Vassar College 87 2164 77
## Villanova University 68 6362 1292
## Virginia Union University 59 1298 67
## Virginia Wesleyan College 49 1130 417
## Viterbo College 43 1014 387
## Voorhees College 30 703 20
## Wabash College 76 801 5
## Wagner College 44 1324 117
## Wake Forest University 88 3499 172
## Walsh University 92 847 497
## Warren Wilson College 49 466 7
## Wartburg College 66 1295 105
## Washington and Jefferson College 64 1098 151
## Washington and Lee University 93 1584 3
## Washington College 60 822 46
## Washington University 93 4879 1274
## Waynesburg College 30 1280 61
## Webber College 27 327 110
## Webster University 44 1739 1550
## Wellesley College 96 2195 156
## Wells College 85 416 19
## Wentworth Institute of Technology 25 2961 572
## Wesley College 25 872 448
## Wesleyan University 86 2714 27
## West Virginia Wesleyan College 55 1509 170
## Western Maryland College 50 1071 98
## Western New England College 21 1803 1116
## Westminster College MO 43 665 37
## Westminster College 58 1411 72
## Westminster College of Salt Lake City 60 979 743
## Wheaton College IL 84 2200 56
## Westminster College PA 55 1335 30
## Wheeling Jesuit College 49 971 305
## Whitman College 77 1220 46
## Whittier College 63 1235 30
## Whitworth College 70 1270 160
## Widener University 64 2186 2171
## Wilkes University 36 1803 603
## Willamette University 80 1595 159
## William Jewell College 67 1279 75
## William Woods University 39 851 120
## Williams College 96 1988 29
## Wilson College 50 199 676
## Wingate College 34 1207 157
## Wisconsin Lutheran College 41 282 22
## Wittenberg University 68 1980 144
## Wofford College 83 1059 34
## Worcester Polytechnic Institute 86 2802 86
## Xavier University 47 2849 1107
## Xavier University of Louisiana 61 2793 166
## Yale University 99 5217 83
## York College of Pennsylvania 63 2988 1726
## Outstate Room.Board Books Personal PhD
## Abilene Christian University 7440 3300 450 2200 70
## Adelphi University 12280 6450 750 1500 29
## Adrian College 11250 3750 400 1165 53
## Agnes Scott College 12960 5450 450 875 92
## Alaska Pacific University 7560 4120 800 1500 76
## Albertson College 13500 3335 500 675 67
## Albertus Magnus College 13290 5720 500 1500 90
## Albion College 13868 4826 450 850 89
## Albright College 15595 4400 300 500 79
## Alderson-Broaddus College 10468 3380 660 1800 40
## Alfred University 16548 5406 500 600 82
## Allegheny College 17080 4440 400 600 73
## Allentown Coll. of St. Francis de Sales 9690 4785 600 1000 60
## Alma College 12572 4552 400 400 79
## Alverno College 8352 3640 650 2449 36
## American International College 8700 4780 450 1400 78
## Amherst College 19760 5300 660 1598 93
## Anderson University 10100 3520 550 1100 48
## Andrews University 9996 3090 900 1320 62
## Antioch University 15476 3336 400 1100 69
## Aquinas College 11208 4124 350 1615 55
## Arkansas College (Lyon College) 8644 3922 500 800 79
## Assumption College 12000 5920 500 500 93
## Augsburg College 11902 4372 540 950 65
## Augustana College IL 13353 4173 540 821 78
## Augustana College 10990 3244 600 1021 66
## Austin College 11280 4342 400 1150 81
## Averett College 9925 4135 750 1350 59
## Baker University 8620 4100 400 2250 58
## Baldwin-Wallace College 10995 4410 1000 1000 68
## Barat College 9690 4300 500 500 57
## Bard College 19264 6206 750 750 98
## Barnard College 17926 8124 600 850 83
## Barry University 11290 5360 600 1800 76
## Baylor University 6450 3920 600 1346 71
## Beaver College 12850 5400 400 800 78
## Bellarmine College 8840 2950 750 1290 74
## Belmont Abbey College 9000 4850 300 2480 78
## Belmont University 7800 3664 650 900 61
## Beloit College 16304 3616 355 715 87
## Benedictine College 9550 3850 350 250 64
## Bennington College 21700 4100 600 500 35
## Bentley College 13800 5510 630 850 87
## Berry College 8050 3940 350 2375 80
## Bethany College 8740 3363 550 1700 62
## Bethel College KS 8540 3580 500 1400 61
## Bethel College 6200 2900 600 800 63
## Bethune Cookman College 5188 3396 650 2500 48
## Birmingham-Southern College 11660 4325 400 900 74
## Blackburn College 6500 2700 500 1000 76
## Bluefield College 7150 4350 450 1500 61
## Bluffton College 9900 3990 400 900 76
## Boston University 18420 6810 475 1025 80
## Bowdoin College 19030 5885 1495 875 93
## Bradford College 14080 6270 500 900 57
## Bradley University 10870 4440 2000 1522 75
## Brandeis University 19380 6750 410 1000 90
## Brenau University 9592 5879 500 700 71
## Brewton-Parker College 4371 2370 500 2000 62
## Briar Cliff College 10260 3597 600 1500 39
## Bridgewater College 10265 4725 560 875 68
## Brigham Young University at Provo 2340 3580 860 1220 76
## Brown University 19528 5926 720 1100 99
## Bryn Mawr College 18165 6750 500 1200 100
## Bucknell University 18550 4750 800 1200 95
## Buena Vista College 13306 3797 450 950 62
## Butler University 13130 4650 500 1600 77
## Cabrini College 10518 6250 300 300 59
## Caldwell College 8900 4600 425 1000 87
## California Lutheran University 12950 5300 612 576 72
## Calvin College 10230 3710 400 1210 75
## Campbell University 7550 2790 600 500 77
## Campbellsville College 6060 3070 600 1300 62
## Canisius College 10750 5340 400 1130 90
## Capital University 13050 4000 500 800 64
## Capitol College 8400 2812 300 2134 10
## Carleton College 19292 3957 550 550 81
## Carnegie Mellon University 17900 5690 450 1250 86
## Carroll College 12200 3880 480 930 74
## Carson-Newman College 8150 3150 400 500 61
## Carthage College 13125 3775 500 1300 74
## Case Western Reserve University 15700 4730 525 1460 95
## Catawba College 9270 4100 600 1860 75
## Catholic University of America 13712 6408 526 1100 90
## Cazenovia College 9384 4840 600 500 22
## Cedar Crest College 14340 5285 500 1000 58
## Cedarville College 7344 4410 570 1000 50
## Centenary College 11400 5400 500 760 41
## Centenary College of Louisiana 8950 3490 600 1900 86
## Center for Creative Studies 11230 6643 2340 620 8
## Central College 10938 3660 650 600 76
## Central Wesleyan College 8300 3080 600 600 62
## Centre College 11850 4270 600 900 95
## Chapman University 16624 5895 600 1100 72
## Chatham College 13500 5230 400 850 95
## Chestnut Hill College 10335 5015 700 850 71
## Christendom College 8730 3600 400 800 92
## Christian Brothers University 9300 3260 600 900 81
## Claflin College 4412 2460 500 1000 69
## Claremont McKenna College 17000 6010 500 850 99
## Clark University 17500 4200 500 950 94
## Clarke College 10740 3676 350 900 67
## Clarkson University 15960 5580 700 1300 95
## Coe College 13925 4390 500 2200 73
## Coker College 9888 4502 400 1000 64
## Colby College 18930 5590 500 1000 83
## Colgate University 19510 5565 500 750 95
## College Misericordia 10860 5760 550 900 56
## College of Mount St. Joseph 9800 4430 400 1150 46
## College of Mount St. Vincent 11790 5770 500 1000 75
## College of Notre Dame 12600 5520 630 2250 77
## College of Notre Dame of Maryland 11180 5620 600 700 64
## College of Saint Benedict 12247 4221 500 600 70
## College of Saint Catherine 12224 4440 450 1000 63
## College of Saint Elizabeth 10900 5250 380 1000 68
## College of Saint Rose 9990 5666 800 1500 66
## College of Santa Fe 11138 4138 600 1200 40
## College of St. Joseph 8300 4850 450 1300 53
## College of St. Scholastica 11844 3696 450 1146 54
## College of the Holy Cross 18000 6300 400 900 92
## College of Wooster 16240 4690 500 500 84
## Colorado College 17142 4190 450 1200 85
## Columbia College MO 8294 3700 400 900 87
## Columbia College 10425 3975 500 1500 61
## Columbia University 18624 6664 550 300 97
## Concordia College at St. Paul 10500 3750 450 950 69
## Concordia Lutheran College 6900 3800 450 1825 67
## Concordia University CA 10800 4440 570 1515 55
## Concordia University 9216 4191 400 1000 56
## Connecticut College 18740 6300 600 500 86
## Converse College 12050 3700 500 900 63
## Cornell College 15248 4323 550 800 71
## Creighton University 10628 4372 650 2055 85
## Culver-Stockton College 8000 3700 400 500 51
## Cumberland College 6230 3526 400 600 42
## D'Youville College 8920 4310 680 1320 68
## Dana College 9130 3322 450 1450 46
## Daniel Webster College 12292 4934 500 500 61
## Dartmouth College 19545 6070 550 1100 95
## Davidson College 17295 5070 600 1011 95
## Defiance College 10850 3670 400 1159 58
## Denison University 16900 4720 500 600 88
## DePauw University 14300 5020 550 950 78
## Dickinson College 18700 5000 595 1250 87
## Dillard University 6700 3650 500 2307 52
## Doane College 9570 3000 400 1000 67
## Dominican College of Blauvelt 8310 5500 600 1800 43
## Dordt College 9800 2650 450 2800 61
## Dowling College 9000 3100 450 1413 77
## Drake University 13420 4770 560 1675 88
## Drew University 18432 5616 520 660 93
## Drury College 8730 3523 500 750 82
## Duke University 18590 5950 625 1162 95
## Earlham College 15036 4056 600 600 90
## East Texas Baptist University 4950 2780 530 1500 62
## Eastern College 11190 4800 450 1230 60
## Eastern Mennonite College 9650 3800 600 1300 46
## Eastern Nazarene College 8770 3500 450 700 58
## Eckerd College 15360 4080 600 1000 82
## Elizabethtown College 14190 4400 500 750 65
## Elmira College 14990 4980 450 550 77
## Elms College 11800 4765 450 1700 71
## Elon College 9100 3883 490 1777 70
## Embry Riddle Aeronautical University 7800 3750 570 3020 37
## Emory & Henry College 8578 4408 700 1600 79
## Emory University 17600 6000 600 870 97
## Erskine College 10485 3840 475 1246 76
## Eureka College 10955 3450 330 670 62
## Fairfield University 15000 6200 700 1100 86
## Ferrum College 9400 4200 500 1600 53
## Flagler College 5120 3200 500 2140 52
## Florida Institute of Technology 13900 4140 750 1500 90
## Florida Southern College 8025 4865 400 650 65
## Fontbonne College 8390 4100 350 1500 45
## Fordham University 14235 6965 600 1735 86
## Franciscan University of Steubenville 9650 4400 600 1000 57
## Franklin College 10390 4040 525 1345 54
## Franklin Pierce College 13320 4630 500 800 50
## Freed-Hardeman University 5500 3340 600 1600 68
## Fresno Pacific College 9900 3670 630 1818 59
## Furman University 13440 4048 600 1250 92
## Gannon University 10970 4280 500 1380 47
## Gardner Webb University 8180 4270 500 500 65
## Geneva College 9476 4820 500 1100 67
## George Fox College 12500 4130 400 1050 53
## George Washington University 17450 6328 700 950 92
## Georgetown College 8100 3950 550 550 73
## Georgetown University 18300 7131 670 1700 91
## Georgian Court College 9150 3950 500 800 56
## Gettysburg College 19964 4328 500 500 94
## Goldey Beacom College 6120 2985 531 1830 25
## Gonzaga University 13000 4450 600 2400 78
## Gordon College 12200 4070 400 1200 73
## Goshen College 9420 3730 600 1230 51
## Goucher College 15588 6174 500 1200 78
## Grace College and Seminary 8958 3670 300 1000 53
## Graceland College 9100 3100 550 880 51
## Green Mountain College 11750 2700 400 850 77
## Greensboro College 8330 3770 550 1300 64
## Greenville College 10310 4530 400 800 57
## Grinnell College 15688 4618 400 400 88
## Grove City College 5224 3048 525 350 65
## Guilford College 13404 5160 450 1050 78
## Gustavus Adolphus College 14125 3600 400 700 79
## Gwynedd Mercy College 11000 5550 500 500 36
## Hamilton College 19700 5050 300 800 91
## Hamline University 13252 4194 450 550 89
## Hampden - Sydney College 13218 4773 660 600 95
## Hampton University 7161 3518 600 2000 60
## Hanover College 8200 3485 500 1200 84
## Hardin-Simmons University 6300 2980 700 2140 75
## Harding University 5504 3528 700 910 71
## Hartwick College 17480 4780 500 700 75
## Harvard University 18485 6410 500 1920 97
## Harvey Mudd College 17230 6690 700 900 100
## Hastings College 9376 3272 500 1902 57
## Hendrix College 8800 3195 500 1200 82
## Hillsdale College 11090 4700 400 750 80
## Hiram College 14067 4560 400 1000 75
## Hobart and William Smith Colleges 19029 5841 600 600 99
## Hofstra University 11600 5920 1000 1000 81
## Hollins College 13470 5515 500 850 78
## Hood College 13960 6040 450 690 82
## Hope College 12275 4341 465 1100 72
## Houghton College 9990 3550 500 1500 85
## Huntingdon College 8080 3920 500 1100 63
## Huntington College 9950 3920 300 1300 76
## Huron University 7260 3090 600 1840 31
## Husson College 7800 4000 350 1500 36
## Illinois Benedictine College 10500 4348 650 1500 81
## Illinois College 8050 3850 600 1000 75
## Illinois Institute of Technology 14550 4620 500 700 80
## Illinois Wesleyan University 14360 4090 400 650 77
## Immaculata College 10000 5364 500 1000 56
## Incarnate Word College 8840 4689 750 2775 67
## Indiana Wesleyan University 9210 3782 700 1000 49
## Iona College 10690 6790 570 1150 66
## Ithaca College 14424 6192 634 1000 58
## Jamestown College 7620 3050 400 400 51
## John Brown University 6398 3672 400 1350 68
## John Carroll University 11700 5550 600 450 89
## Johns Hopkins University 18800 6740 500 1040 96
## Judson College 9414 4554 500 1700 34
## Juniata College 14850 4460 450 420 97
## Kansas Wesleyan University 8400 3250 500 1400 63
## Kentucky Wesleyan College 8000 4150 500 1300 57
## Kenyon College 19240 3690 750 480 95
## Keuka College 9600 4550 600 750 55
## King's College 10910 5160 400 1795 66
## King College 8664 3350 600 3000 65
## Knox College 15747 4062 400 800 88
## La Roche College 8842 4782 600 1100 57
## La Salle University 12600 5610 450 3160 90
## Lafayette College 18730 5740 600 1000 93
## LaGrange College 6987 3585 750 1500 77
## Lake Forest College 16880 3970 920 1320 91
## Lakeland College 9400 4005 500 1000 49
## Lambuth University 5170 3430 600 1590 61
## Lawrence University 17163 3891 525 975 76
## Le Moyne College 11040 4840 400 900 89
## Lebanon Valley College 13850 4755 400 1125 84
## Lehigh University 18700 5580 750 1130 96
## Lenoir-Rhyne College 10100 4000 400 1000 88
## Lesley College 11700 5300 550 805 71
## LeTourneau University 8840 4240 600 1400 58
## Lewis and Clark College 15800 4790 450 950 97
## Lewis University 10560 4520 500 1200 36
## Lincoln Memorial University 5950 2890 600 1300 67
## Lindenwood College 9200 4800 1000 4200 65
## Linfield College 13380 4210 500 900 89
## Livingstone College 4400 3400 800 900 53
## Loras College 11200 4000 500 1200 61
## Louisiana College 5150 3036 500 1655 64
## Loyola College 12990 6300 600 900 86
## Loyola Marymount University 13592 5916 545 1328 84
## Loyola University 11100 5870 600 750 77
## Loyola University Chicago 11500 5330 700 2000 94
## Luther College 13240 3560 600 400 73
## Lycoming College 13900 4300 500 900 75
## Lynchburg College 12450 5400 450 870 62
## Macalester College 15909 4772 500 700 85
## MacMurray College 9620 3750 550 950 49
## Malone College 9858 3700 450 1200 42
## Manchester College 10440 3850 525 1450 63
## Manhattan College 12370 6800 500 1800 92
## Manhattanville College 14700 6550 450 400 97
## Marian College of Fond du Lac 9400 3400 500 1100 37
## Marietta College 13850 3920 470 810 80
## Marist College 10700 5925 550 1200 74
## Marquette University 11610 4760 600 1950 86
## Marshall University 5094 4010 700 1560 77
## Mary Baldwin College 11200 7400 600 1300 66
## Marymount College Tarrytown 11510 6450 575 1075 71
## Marymount Manhattan College 10200 7000 350 1100 63
## Marymount University 11390 5280 500 750 77
## Maryville College 11200 4208 500 1642 80
## Maryville University 9250 4550 425 1350 52
## Marywood College 11040 4500 600 700 65
## Massachusetts Institute of Technology 20100 5975 725 1600 99
## McKendree College 7680 3740 500 800 70
## McMurry University 6930 3452 400 1525 57
## McPherson College 7950 3750 600 2740 54
## Mercer University 11985 4081 400 1500 93
## Mercyhurst College 9813 4050 425 1000 45
## Meredith College 6720 3250 450 1520 77
## Merrimack College 12500 6200 375 1000 73
## Messiah College 10300 5080 475 1200 68
## MidAmerica Nazarene College 6840 3720 1100 4913 33
## Milligan College 8200 3300 550 1000 63
## Millikin University 11910 4378 450 965 60
## Millsaps College 11320 4402 550 1350 82
## Milwaukee School of Engineering 11505 3255 1000 2075 35
## Mississippi College 5580 2830 600 700 77
## Missouri Valley College 8550 5050 400 900 35
## Monmouth College IL 13000 4100 400 460 91
## Monmouth College 12480 5290 530 1740 70
## Montreat-Anderson College 8438 3372 500 2958 42
## Moravian College 14990 4730 550 1250 86
## Morehouse College 7050 5490 250 600 71
## Morningside College 10520 3678 500 1000 48
## Morris College 4515 2550 850 2100 53
## Mount Holyoke College 19300 5700 750 750 79
## Mount Marty College 6844 2980 500 500 45
## Mount Mary College 8950 3119 550 1125 51
## Mount Mercy College 10500 3555 500 2285 44
## Mount Saint Clare College 9900 3650 500 1200 32
## Mount Saint Mary's College 12850 6200 550 900 77
## Mount Saint Mary College 7470 4600 250 1400 74
## Mount St. Mary's College 12474 5678 630 1278 53
## Mount Union College 12250 3530 400 1150 85
## Mount Vernon Nazarene College 7400 3346 600 600 57
## Muhlenberg College 16975 4565 600 850 76
## Muskingum College 13240 3914 600 800 73
## National-Louis University 9090 4500 650 500 62
## Nazareth College of Rochester 10850 5150 550 800 77
## New York University 17748 7262 450 1000 87
## Newberry College 10194 2600 500 1500 57
## Niagara University 10320 4762 450 650 68
## North Carolina Wesleyan College 8242 4230 600 1295 77
## North Central College 11718 7398 450 1800 73
## North Park College 12580 4345 400 970 76
## Northeastern University 13380 7425 600 1750 73
## Northwest Nazarene College 9840 2820 450 822 59
## Northwestern College 9900 3075 300 1800 68
## Northwestern University 16404 5520 759 1585 96
## Norwich University 14134 5270 500 800 71
## Notre Dame College 9990 4900 400 600 44
## Oberlin College 19670 5820 575 1119 77
## Occidental College 16560 5140 558 1152 91
## Oglethorpe University 12900 4340 600 4110 91
## Ohio Northern University 15990 4080 600 825 73
## Ohio Wesleyan University 16732 5650 550 550 93
## Oklahoma Baptist University 5390 3140 515 1290 63
## Oklahoma Christian University 6400 3150 500 1900 58
## Otterbein College 12888 4440 420 840 62
## Ouachita Baptist University 6530 2800 500 1500 63
## Our Lady of the Lake University 8530 3644 616 1576 56
## Pace University 11000 5160 660 1115 90
## Pacific Lutheran University 13312 4488 600 1516 78
## Pacific Union College 11925 3825 630 1926 48
## Pacific University 14210 3994 450 1100 76
## Pepperdine University 18200 6770 500 700 95
## Pfeiffer College 8640 3700 400 1915 62
## Philadelphia Coll. of Textiles and Sci. 11690 5062 600 1664 48
## Phillips University 10500 3860 600 940 58
## Piedmont College 5640 3620 600 750 89
## Pikeville College 6000 3000 500 500 48
## Pitzer College 17688 5900 650 850 100
## Point Loma Nazarene College 10178 4190 800 750 71
## Point Park College 9700 4830 400 1200 45
## Polytechnic University 16200 4200 436 2486 90
## Presbyterian College 11859 3635 554 1429 80
## Princeton University 19900 5910 675 1575 91
## Providence College 14400 6200 450 1100 66
## Queens College 11020 4970 610 1900 73
## Quincy University 10100 4140 450 1080 69
## Quinnipiac College 12030 6140 1000 500 63
## Randolph-Macon College 13840 3735 400 900 77
## Randolph-Macon Woman's College 13970 6110 370 920 88
## Reed College 19960 5490 500 450 90
## Regis College 12700 5800 450 700 81
## Rensselaer Polytechnic Institute 17475 5976 1230 1100 94
## Rhodes College 15200 4768 550 1500 90
## Rider University 13250 5420 700 3100 84
## Ripon College 15200 4100 350 650 87
## Rivier College 9870 4860 600 1100 59
## Roanoke College 13425 4425 450 1200 85
## Rockhurst College 9490 4100 500 1500 60
## Rocky Mountain College 8734 3362 600 625 56
## Roger Williams University 12520 6050 500 730 44
## Rollins College 16425 5220 955 750 81
## Rosary College 10950 4600 550 950 79
## Sacred Heart University 11070 5780 400 600 71
## Saint Ambrose University 10450 4020 500 1500 56
## Saint Anselm College 12950 5400 450 1120 70
## Saint Francis College IN 8670 3820 450 1000 43
## Saint Francis College 10880 5050 400 1235 64
## Saint John's University 12247 4081 500 600 76
## Saint Joseph's College IN 11200 4250 600 950 55
## Saint Joseph's College 9985 5180 500 800 53
## Saint Joseph's University 12750 6350 350 1690 84
## Saint Joseph College 12200 4600 650 950 87
## Saint Louis University 11690 4730 800 6800 84
## Saint Mary's College 12730 4514 500 1525 74
## Saint Mary's College of Minnesota 10800 3600 400 820 68
## Saint Mary-of-the-Woods College 10300 4130 500 1700 44
## Saint Michael's College 13030 5860 500 750 79
## Saint Olaf College 14350 3750 550 550 82
## Saint Peter's College 9408 5520 500 450 78
## Saint Vincent College 10850 3936 500 900 62
## Saint Xavier University 10860 4624 600 794 87
## Salem-Teikyo University 10575 3952 400 620 46
## Salem College 10475 6300 500 2000 68
## Samford University 8236 3700 569 1650 74
## Santa Clara University 13584 5928 630 1278 88
## Sarah Lawrence College 19300 6694 600 700 89
## Savannah Coll. of Art and Design 8325 5000 1200 1600 14
## Schreiner College 8955 5900 500 1488 51
## Scripps College 17238 7350 600 800 95
## Seattle Pacific University 12669 4875 600 1250 83
## Seattle University 12825 4375 500 1500 85
## Seton Hall University 12000 6484 650 1000 81
## Seton Hill College 11240 4180 350 2000 71
## Shorter College 7210 3600 500 2000 62
## Siena College 10800 5100 575 1090 71
## Siena Heights College 9240 3880 475 1090 29
## Simmons College 16160 6950 500 1200 74
## Simpson College 11250 4980 550 1400 66
## Sioux Falls College 8990 3064 500 1700 73
## Skidmore College 18710 5970 500 700 87
## Smith College 18820 6390 500 1050 85
## Southern California College 9520 4124 630 1818 63
## Southern Methodist University 12772 5078 576 1802 74
## Southwest Baptist University 7070 2500 400 1000 52
## Southwestern Adventist College 7536 3736 430 1651 44
## Southwestern College 7200 3532 550 1500 56
## Southwestern University 11850 4675 600 1050 83
## Spalding University 8400 2800 600 900 50
## Spelman College 7000 5565 660 2400 73
## Spring Arbor College 8600 3550 385 665 48
## St. Bonaventure University 10456 4927 500 1050 91
## St. John's College 16150 5450 275 800 63
## St. John Fisher College 10570 5600 400 800 86
## St. Lawrence University 18720 5730 650 825 90
## St. Martin's College 11550 4270 300 500 43
## St. Mary's College of California 13332 6354 630 1584 88
## St. Mary's University of San Antonio 8678 3858 700 1736 82
## St. Norbert College 12140 4450 425 1100 74
## St. Paul's College 5000 3650 600 600 45
## St. Thomas Aquinas College 8650 5700 500 1750 69
## Stephens College 13900 5200 450 2150 46
## Stetson University 12315 4565 600 1365 85
## Stevens Institute of Technology 16900 5680 450 750 89
## Stonehill College 12170 6172 480 800 79
## Susquehanna University 16130 4710 400 800 83
## Sweet Briar College 14500 6000 500 600 91
## Syracuse University 15150 6870 635 960 73
## Tabor College 7850 3410 400 1500 55
## Talladega College 5666 2964 1000 1400 56
## Taylor University 10965 4000 450 1250 60
## Tennessee Wesleyan College 7070 3640 400 3158 59
## Texas Christian University 8490 3320 650 2400 81
## Texas Lutheran College 7850 3410 490 1700 54
## Texas Wesleyan University 6400 3484 600 1800 80
## Thiel College 11172 4958 700 1350 68
## Tiffin University 7600 3800 600 1200 59
## Transylvania University 10900 4450 500 1000 81
## Tri-State University 9456 4350 468 1323 53
## Trinity College CT 18810 5690 500 680 91
## Trinity College DC 11412 6430 500 900 89
## Trinity College VT 11010 5208 550 500 58
## Trinity University 12240 5150 500 490 94
## Tulane University 19040 5950 350 800 98
## Tusculum College 7700 3400 450 800 70
## Tuskegee University 6735 3395 600 1425 70
## Union College KY 7800 2950 500 600 60
## Union College NY 18732 6204 450 1024 94
## University of Charleston 9500 3540 400 750 26
## University of Chicago 18930 6380 500 1254 99
## University of Dallas 10760 6230 500 1200 85
## University of Dayton 11380 4220 500 900 81
## University of Delaware 10220 4230 530 1300 82
## University of Denver 15192 4695 400 1350 84
## University of Detroit Mercy 11130 3996 600 2166 72
## University of Dubuque 10430 3620 400 1500 85
## University of Evansville 11800 4340 700 960 60
## University of Hartford 14220 6000 500 1440 61
## University of Indianapolis 11120 4080 525 1405 55
## University of La Verne 13540 5050 630 2298 66
## University of Miami 16500 6526 630 1985 82
## University of Mobile 6150 3680 550 1200 59
## University of New England 11450 5045 900 2500 72
## University of Notre Dame 16850 4400 600 1350 96
## University of Pennsylvania 17020 7270 500 1544 95
## University of Portland 12040 4100 600 1100 92
## University of Puget Sound 16230 4500 630 1800 79
## University of Richmond 14500 3285 700 1125 75
## University of Rochester 17840 6582 500 882 93
## University of San Diego 13600 5940 630 1820 93
## University of San Francisco 13226 6452 750 2450 86
## University of Scranton 11584 5986 650 800 83
## University of Southern California 17230 6482 600 2210 90
## University of St. Thomas MN 11712 4037 500 800 80
## University of St. Thomas TX 8550 4050 500 1344 75
## University of the Arts 12520 3860 1300 700 16
## University of the Pacific 16320 5326 646 1171 87
## University of the South 15350 4080 450 810 89
## University of Tulsa 11750 4160 1200 2350 94
## Upper Iowa University 8840 3060 500 1000 69
## Ursinus College 14900 5160 500 800 82
## Ursuline College 9600 4202 450 750 39
## Valparaiso University 11800 3260 500 800 87
## Vanderbilt University 17865 6525 630 952 93
## Vassar College 18920 5950 600 800 90
## Villanova University 15925 6507 400 300 89
## Virginia Union University 7384 3494 500 1763 51
## Virginia Wesleyan College 10900 5100 500 550 70
## Viterbo College 9140 3365 500 2245 51
## Voorhees College 4450 2522 500 1200 43
## Wabash College 12925 4195 500 635 78
## Wagner College 13500 5800 585 1700 67
## Wake Forest University 13850 4360 500 1250 95
## Walsh University 8670 4180 500 1450 42
## Warren Wilson College 10000 3052 400 1100 65
## Wartburg College 11600 3610 400 850 66
## Washington and Jefferson College 16260 4005 300 500 91
## Washington and Lee University 13750 4619 680 1115 81
## Washington College 15276 5318 500 300 79
## Washington University 18350 5775 768 1512 91
## Waynesburg College 8840 3620 500 1200 57
## Webber College 5590 2900 650 1952 53
## Webster University 9160 4340 500 500 68
## Wellesley College 18345 5995 500 700 94
## Wells College 14900 5550 600 500 93
## Wentworth Institute of Technology 9850 6050 850 920 10
## Wesley College 9890 4674 500 1350 52
## Wesleyan University 19130 5600 1400 1400 90
## West Virginia Wesleyan College 14200 3775 450 1100 58
## Western Maryland College 14510 5340 500 1400 84
## Western New England College 8994 5500 498 2065 74
## Westminster College MO 10720 4050 600 1650 66
## Westminster College 12065 3615 430 685 62
## Westminster College of Salt Lake City 8820 4050 600 2025 68
## Wheaton College IL 11480 4200 530 1400 81
## Westminster College PA 18460 5970 700 850 92
## Wheeling Jesuit College 10500 4545 600 600 66
## Whitman College 16670 4900 750 800 80
## Whittier College 16249 5699 500 1998 84
## Whitworth College 12660 4500 678 2424 80
## Widener University 12350 5370 500 1350 88
## Wilkes University 11150 5130 550 1260 78
## Willamette University 14800 4620 400 790 91
## William Jewell College 10060 2970 500 2600 74
## William Woods University 10535 4365 550 3700 39
## Williams College 19629 5790 500 1200 94
## Wilson College 11428 5084 450 475 67
## Wingate College 7820 3400 550 1550 69
## Wisconsin Lutheran College 9100 3700 500 1400 48
## Wittenberg University 15948 4404 400 800 82
## Wofford College 12680 4150 605 1440 91
## Worcester Polytechnic Institute 15884 5370 530 730 92
## Xavier University 11520 4960 600 1250 73
## Xavier University of Louisiana 6900 4200 617 781 67
## Yale University 19840 6510 630 2115 96
## York College of Pennsylvania 4990 3560 500 1250 75
## Terminal S.F.Ratio perc.alumni Expend
## Abilene Christian University 78 18.1 12 7041
## Adelphi University 30 12.2 16 10527
## Adrian College 66 12.9 30 8735
## Agnes Scott College 97 7.7 37 19016
## Alaska Pacific University 72 11.9 2 10922
## Albertson College 73 9.4 11 9727
## Albertus Magnus College 93 11.5 26 8861
## Albion College 100 13.7 37 11487
## Albright College 84 11.3 23 11644
## Alderson-Broaddus College 41 11.5 15 8991
## Alfred University 88 11.3 31 10932
## Allegheny College 91 9.9 41 11711
## Allentown Coll. of St. Francis de Sales 84 13.3 21 7940
## Alma College 87 15.3 32 9305
## Alverno College 69 11.1 26 8127
## American International College 84 14.7 19 7355
## Amherst College 98 8.4 63 21424
## Anderson University 61 12.1 14 7994
## Andrews University 66 11.5 18 10908
## Antioch University 82 11.3 35 42926
## Aquinas College 65 12.7 25 6584
## Arkansas College (Lyon College) 88 12.6 24 14579
## Assumption College 93 13.8 30 7100
## Augsburg College 65 12.8 31 7836
## Augustana College IL 83 12.7 40 9220
## Augustana College 70 10.4 30 6871
## Austin College 95 13.0 33 11361
## Averett College 67 22.4 11 6523
## Baker University 68 11.0 21 6136
## Baldwin-Wallace College 74 17.6 20 8086
## Barat College 77 9.7 35 9337
## Bard College 98 10.4 30 13894
## Barnard College 93 10.3 33 12580
## Barry University 78 12.6 11 9084
## Baylor University 76 18.5 38 7503
## Beaver College 89 12.2 30 8954
## Bellarmine College 82 13.1 31 6668
## Belmont Abbey College 85 13.2 10 7550
## Belmont University 61 11.1 19 7614
## Beloit College 95 11.1 26 12957
## Benedictine College 84 14.1 18 5922
## Bennington College 59 10.1 33 16364
## Bentley College 87 17.5 20 10941
## Berry College 80 16.3 17 10511
## Bethany College 68 11.6 29 7718
## Bethel College KS 80 8.8 32 8324
## Bethel College 63 11.7 13 7623
## Bethune Cookman College 48 13.8 9 6817
## Birmingham-Southern College 79 14.0 34 8649
## Blackburn College 76 14.3 53 8377
## Bluefield College 67 17.8 3 6259
## Bluffton College 71 13.3 19 9073
## Boston University 81 11.9 16 16836
## Bowdoin College 96 11.2 52 20447
## Bradford College 80 10.2 21 15387
## Bradley University 81 14.4 21 7671
## Brandeis University 97 9.8 24 17150
## Brenau University 80 13.7 12 5935
## Brewton-Parker College 62 12.6 10 4900
## Briar Cliff College 66 13.1 26 8355
## Bridgewater College 73 13.2 24 8655
## Brigham Young University at Provo 76 20.5 40 7916
## Brown University 100 7.6 39 20440
## Bryn Mawr College 100 12.3 49 17449
## Bucknell University 97 14.2 36 13675
## Buena Vista College 69 8.8 10 6333
## Butler University 81 10.9 29 9511
## Cabrini College 76 16.5 36 7117
## Caldwell College 96 13.9 25 7922
## California Lutheran University 74 12.4 17 8985
## Calvin College 81 14.8 41 7786
## Campbell University 77 21.8 34 3739
## Campbellsville College 66 17.7 13 5391
## Canisius College 92 14.6 26 7972
## Capital University 69 12.1 27 9557
## Capitol College 50 12.1 24 7976
## Carleton College 93 10.4 60 17960
## Carnegie Mellon University 93 9.2 31 24386
## Carroll College 81 17.8 25 7666
## Carson-Newman College 62 13.6 16 6716
## Carthage College 89 15.9 22 7364
## Case Western Reserve University 95 2.9 29 19733
## Catawba College 82 13.5 27 8425
## Catholic University of America 96 9.3 18 12751
## Cazenovia College 47 14.3 20 7697
## Cedar Crest College 83 11.7 39 10961
## Cedarville College 52 15.3 34 6897
## Centenary College 85 9.5 20 9583
## Centenary College of Louisiana 92 11.3 25 9685
## Center for Creative Studies 58 6.8 4 13025
## Central College 90 13.5 29 8444
## Central Wesleyan College 62 15.2 18 3365
## Centre College 99 11.4 60 13118
## Chapman University 80 12.8 6 12692
## Chatham College 98 9.3 37 16095
## Chestnut Hill College 71 8.3 29 7729
## Christendom College 92 9.3 17 10922
## Christian Brothers University 81 11.1 24 8129
## Claflin College 69 16.9 31 7083
## Claremont McKenna College 99 9.6 52 18443
## Clark University 95 10.5 35 11951
## Clarke College 71 11.0 27 7963
## Clarkson University 95 15.8 32 11659
## Coe College 86 12.7 32 10141
## Coker College 77 12.1 39 8741
## Colby College 94 10.2 41 15954
## Colgate University 98 10.5 45 15494
## College Misericordia 62 12.9 23 8604
## College of Mount St. Joseph 46 11.1 35 6889
## College of Mount St. Vincent 77 11.9 35 10015
## College of Notre Dame 80 10.4 7 9773
## College of Notre Dame of Maryland 64 11.5 32 7477
## College of Saint Benedict 88 13.1 26 8847
## College of Saint Catherine 87 11.5 32 7315
## College of Saint Elizabeth 70 11.4 23 9447
## College of Saint Rose 71 14.3 28 6084
## College of Santa Fe 74 14.0 7 8820
## College of St. Joseph 53 9.5 19 6936
## College of St. Scholastica 76 11.6 33 8996
## College of the Holy Cross 96 11.3 55 12138
## College of Wooster 96 11.1 43 14140
## Colorado College 97 11.3 51 14664
## Columbia College MO 87 15.3 2 5015
## Columbia College 77 14.7 34 8693
## Columbia University 98 5.9 21 30639
## Concordia College at St. Paul 75 12.8 18 6955
## Concordia Lutheran College 76 12.1 9 6875
## Concordia University CA 60 13.1 13 8415
## Concordia University 64 12.1 13 7309
## Connecticut College 95 10.7 40 14773
## Converse College 76 10.2 31 10965
## Cornell College 76 12.2 31 10340
## Creighton University 90 6.5 32 22906
## Culver-Stockton College 52 14.1 28 5807
## Cumberland College 44 13.0 4 8189
## D'Youville College 68 14.6 42 6898
## Dana College 51 12.6 25 8686
## Daniel Webster College 61 22.2 10 8643
## Dartmouth College 99 4.7 49 29619
## Davidson College 97 12.0 46 17581
## Defiance College 60 12.8 19 7505
## Denison University 97 11.6 45 12423
## DePauw University 94 11.1 31 11525
## Dickinson College 94 11.2 39 13861
## Dillard University 52 14.1 12 7566
## Doane College 72 15.1 42 6852
## Dominican College of Blauvelt 43 12.7 5 5480
## Dordt College 60 12.5 17 7325
## Dowling College 78 12.4 7 11178
## Drake University 93 15.0 24 9473
## Drew University 97 10.2 28 14907
## Drury College 92 13.2 35 9303
## Duke University 96 5.0 44 27206
## Earlham College 94 10.6 46 14634
## East Texas Baptist University 62 15.7 7 5619
## Eastern College 60 13.6 22 8135
## Eastern Mennonite College 65 11.4 29 10188
## Eastern Nazarene College 58 17.3 17 6430
## Eckerd College 89 12.8 26 15003
## Elizabethtown College 68 12.8 25 9815
## Elmira College 98 21.5 21 7502
## Elms College 71 11.3 21 8952
## Elon College 74 18.9 34 6329
## Embry Riddle Aeronautical University 43 16.5 4 12878
## Emory & Henry College 88 13.9 51 8061
## Emory University 98 5.0 28 28457
## Erskine College 80 13.5 47 7527
## Eureka College 87 10.6 31 9552
## Fairfield University 90 15.1 30 11220
## Ferrum College 58 12.5 9 7967
## Flagler College 60 18.1 9 3930
## Florida Institute of Technology 90 10.6 7 8923
## Florida Southern College 74 17.4 10 6339
## Fontbonne College 55 21.5 24 4607
## Fordham University 97 14.4 14 10864
## Franciscan University of Steubenville 69 14.9 8 6336
## Franklin College 78 12.5 37 11751
## Franklin Pierce College 56 17.6 16 6418
## Freed-Hardeman University 76 16.1 13 6078
## Fresno Pacific College 59 10.5 14 8095
## Furman University 95 13.5 28 12940
## Gannon University 51 13.3 18 7711
## Gardner Webb University 58 15.2 12 5664
## Geneva College 67 20.1 26 6786
## George Fox College 53 13.5 22 7136
## George Washington University 93 7.6 15 14745
## Georgetown College 76 13.3 28 7508
## Georgetown University 92 7.2 27 19635
## Georgian Court College 59 12.2 27 7348
## Gettysburg College 95 12.1 32 14720
## Goldey Beacom College 25 27.6 4 6081
## Gonzaga University 90 14.7 32 9553
## Gordon College 82 14.2 32 9226
## Goshen College 56 9.9 46 10270
## Goucher College 90 9.2 34 16623
## Grace College and Seminary 59 15.3 26 9798
## Graceland College 61 23.6 24 5609
## Green Mountain College 83 14.0 24 6475
## Greensboro College 80 13.0 31 7949
## Greenville College 61 14.3 16 8222
## Grinnell College 92 9.5 54 18979
## Grove City College 65 18.4 18 4957
## Guilford College 86 15.6 30 9114
## Gustavus Adolphus College 89 12.5 58 9907
## Gwynedd Mercy College 41 7.8 22 7483
## Hamilton College 96 9.6 60 17761
## Hamline University 93 13.0 33 10296
## Hampden - Sydney College 97 13.3 53 12263
## Hampton University 64 14.0 9 6791
## Hanover College 84 10.6 26 9248
## Hardin-Simmons University 79 13.7 10 7054
## Harding University 77 17.7 37 6466
## Hartwick College 87 12.3 32 11625
## Harvard University 97 9.9 52 37219
## Harvey Mudd College 100 8.2 46 21569
## Hastings College 63 13.0 17 7335
## Hendrix College 99 13.1 26 8588
## Hillsdale College 80 12.0 31 12639
## Hiram College 95 10.6 34 12165
## Hobart and William Smith Colleges 99 12.1 37 13040
## Hofstra University 90 13.9 10 10093
## Hollins College 91 11.1 48 13957
## Hood College 88 14.4 34 12434
## Hope College 81 12.5 40 9284
## Houghton College 90 15.0 24 8187
## Huntingdon College 72 11.4 9 7703
## Huntington College 76 11.8 25 9466
## Huron University 35 12.9 4 9249
## Husson College 44 22.0 4 4923
## Illinois Benedictine College 91 11.6 29 8324
## Illinois College 75 15.6 30 7348
## Illinois Institute of Technology 88 12.3 26 12851
## Illinois Wesleyan University 92 12.9 34 9605
## Immaculata College 64 11.2 33 7305
## Incarnate Word College 69 11.4 21 6095
## Indiana Wesleyan University 51 39.8 15 6562
## Iona College 83 16.0 14 8107
## Ithaca College 79 11.5 25 9812
## Jamestown College 53 17.0 21 3186
## John Brown University 68 13.3 19 8118
## John Carroll University 90 14.5 28 7738
## Johns Hopkins University 97 3.3 38 56233
## Judson College 55 10.6 30 7840
## Juniata College 97 12.7 37 12067
## Kansas Wesleyan University 55 12.4 14 6535
## Kentucky Wesleyan College 65 11.3 32 7058
## Kenyon College 95 11.1 46 14067
## Keuka College 94 13.3 43 7863
## King's College 72 15.6 37 7649
## King College 68 10.7 25 8954
## Knox College 95 12.7 33 13224
## La Roche College 73 14.2 14 7022
## La Salle University 90 15.1 9 9084
## Lafayette College 96 10.5 38 15365
## LaGrange College 83 12.5 12 9067
## Lake Forest College 94 10.7 19 15687
## Lakeland College 65 17.2 25 4054
## Lambuth University 61 16.1 10 5531
## Lawrence University 92 10.1 57 13965
## Le Moyne College 92 13.3 28 8118
## Lebanon Valley College 84 12.3 30 8196
## Lehigh University 99 12.5 43 14665
## Lenoir-Rhyne College 92 12.0 20 8539
## Lesley College 88 27.8 18 8694
## LeTourneau University 70 20.8 23 6863
## Lewis and Clark College 98 12.3 21 12999
## Lewis University 48 14.3 10 7701
## Lincoln Memorial University 72 14.6 35 5177
## Lindenwood College 85 24.1 9 3480
## Linfield College 91 17.8 34 8747
## Livingstone College 93 10.4 16 9268
## Loras College 62 14.2 24 7578
## Louisiana College 74 10.5 11 7547
## Loyola College 88 14.7 27 9448
## Loyola Marymount University 88 14.2 10 11677
## Loyola University 88 11.7 14 9456
## Loyola University Chicago 95 6.2 15 13009
## Luther College 85 13.8 38 8949
## Lycoming College 81 14.0 32 8024
## Lynchburg College 66 12.4 24 8832
## Macalester College 91 11.9 37 14213
## MacMurray College 55 10.8 33 10642
## Malone College 45 17.6 16 4796
## Manchester College 72 11.8 20 7940
## Manhattan College 92 13.6 25 10062
## Manhattanville College 97 11.3 24 11291
## Marian College of Fond du Lac 37 8.4 21 5352
## Marietta College 97 13.2 30 10223
## Marist College 81 17.6 34 8408
## Marquette University 94 13.5 25 9982
## Marshall University 86 16.6 10 6203
## Mary Baldwin College 79 6.8 50 10819
## Marymount College Tarrytown 93 10.3 30 10502
## Marymount Manhattan College 76 11.7 20 10622
## Marymount University 82 10.6 17 8575
## Maryville College 90 11.1 43 8317
## Maryville University 58 13.1 13 5925
## Marywood College 76 11.8 30 9034
## Massachusetts Institute of Technology 99 10.1 35 33541
## McKendree College 74 17.7 21 6652
## McMurry University 64 11.0 11 6383
## McPherson College 54 9.8 45 9754
## Mercer University 95 9.2 15 8995
## Mercyhurst College 63 16.7 29 7307
## Meredith College 82 13.9 33 6881
## Merrimack College 75 16.8 22 8707
## Messiah College 75 14.1 30 7762
## MidAmerica Nazarene College 33 15.4 20 5524
## Milligan College 69 12.0 16 8128
## Millikin University 77 11.4 25 8149
## Millsaps College 89 12.7 38 11218
## Milwaukee School of Engineering 46 16.7 23 7140
## Mississippi College 79 16.5 18 6170
## Missouri Valley College 67 17.4 16 4333
## Monmouth College IL 91 11.6 43 11087
## Monmouth College 85 14.2 15 9492
## Montreat-Anderson College 50 11.1 4 11989
## Moravian College 92 15.2 28 9566
## Morehouse College 74 17.8 10 8122
## Morningside College 68 13.0 32 8111
## Morris College 60 18.6 34 6990
## Mount Holyoke College 91 9.0 51 18359
## Mount Marty College 55 11.7 38 5073
## Mount Mary College 51 10.7 26 7016
## Mount Mercy College 50 11.3 30 6695
## Mount Saint Clare College 37 13.6 43 6525
## Mount Saint Mary's College 82 12.8 36 8536
## Mount Saint Mary College 75 15.3 23 6898
## Mount St. Mary's College 71 11.9 19 10613
## Mount Union College 87 16.7 35 7215
## Mount Vernon Nazarene College 57 19.8 7 6869
## Muhlenberg College 86 12.8 39 10888
## Muskingum College 85 13.4 27 9333
## National-Louis University 65 18.3 2 7905
## Nazareth College of Rochester 93 13.6 24 8797
## New York University 98 7.8 16 21227
## Newberry College 63 11.4 32 5788
## Niagara University 100 14.2 20 7788
## North Carolina Wesleyan College 77 12.7 11 10090
## North Central College 87 16.4 33 8871
## North Park College 79 13.1 24 10889
## Northeastern University 82 12.9 17 9563
## Northwest Nazarene College 59 14.8 20 6261
## Northwestern College 68 14.9 34 6357
## Northwestern University 100 6.8 25 26385
## Norwich University 74 13.1 22 9209
## Notre Dame College 47 12.1 26 4948
## Oberlin College 96 10.1 47 16593
## Occidental College 93 10.5 30 16196
## Oglethorpe University 95 13.1 27 8568
## Ohio Northern University 78 14.5 31 9979
## Ohio Wesleyan University 93 12.1 32 12011
## Oklahoma Baptist University 71 15.1 18 5511
## Oklahoma Christian University 64 16.2 8 6578
## Otterbein College 68 13.9 30 8802
## Ouachita Baptist University 67 13.3 10 6413
## Our Lady of the Lake University 64 14.9 25 7114
## Pace University 95 13.8 10 10059
## Pacific Lutheran University 78 11.0 23 9431
## Pacific Union College 87 12.3 12 9157
## Pacific University 76 10.9 22 11216
## Pepperdine University 98 11.6 13 16185
## Pfeiffer College 62 12.2 13 7634
## Philadelphia Coll. of Textiles and Sci. 80 12.9 15 8028
## Phillips University 64 11.6 19 8990
## Piedmont College 89 13.2 17 7309
## Pikeville College 57 13.4 14 5557
## Pitzer College 100 10.4 11 14820
## Point Loma Nazarene College 71 16.1 19 7895
## Point Park College 90 14.5 10 7652
## Polytechnic University 90 10.4 14 14329
## Presbyterian College 85 13.4 42 8354
## Princeton University 96 8.4 54 28320
## Providence College 74 18.4 35 8135
## Queens College 75 14.0 36 9315
## Quincy University 71 16.3 32 6880
## Quinnipiac College 73 12.0 33 8847
## Randolph-Macon College 80 10.7 38 11080
## Randolph-Macon Woman's College 97 9.2 24 16358
## Reed College 90 11.8 37 15886
## Regis College 85 10.3 37 11758
## Rensselaer Polytechnic Institute 98 15.4 21 15605
## Rhodes College 96 10.8 47 13388
## Rider University 92 12.3 23 11299
## Ripon College 90 9.4 49 12472
## Rivier College 59 12.2 19 6744
## Roanoke College 89 13.0 26 9405
## Rockhurst College 79 10.7 21 7519
## Rocky Mountain College 78 11.3 27 6422
## Roger Williams University 54 16.4 8 7957
## Rollins College 85 13.3 23 11561
## Rosary College 82 12.9 30 9264
## Sacred Heart University 73 14.8 16 7120
## Saint Ambrose University 56 14.1 16 7444
## Saint Anselm College 82 14.5 29 6719
## Saint Francis College IN 78 12.5 4 7440
## Saint Francis College 64 19.3 24 7344
## Saint John's University 85 12.0 38 9853
## Saint Joseph's College IN 60 14.8 19 7360
## Saint Joseph's College 89 27.2 8 4322
## Saint Joseph's University 90 17.4 13 8243
## Saint Joseph College 90 11.2 32 8680
## Saint Louis University 94 4.6 19 18367
## Saint Mary's College 95 9.9 31 11165
## Saint Mary's College of Minnesota 74 18.8 19 5081
## Saint Mary-of-the-Woods College 58 10.2 37 9678
## Saint Michael's College 88 14.5 34 10190
## Saint Olaf College 88 10.0 31 12502
## Saint Peter's College 78 12.1 22 7669
## Saint Vincent College 64 12.3 31 8534
## Saint Xavier University 100 13.7 15 8953
## Salem-Teikyo University 24 13.0 9 8946
## Salem College 68 11.2 46 9599
## Samford University 75 14.7 17 9533
## Santa Clara University 92 13.9 19 10872
## Sarah Lawrence College 93 6.1 18 14779
## Savannah Coll. of Art and Design 98 16.1 26 6874
## Schreiner College 56 11.8 23 8545
## Scripps College 100 8.2 41 18372
## Seattle Pacific University 85 16.8 20 10368
## Seattle University 85 12.2 16 10175
## Seton Hall University 84 14.4 15 10080
## Seton Hill College 71 11.2 37 10065
## Shorter College 65 13.2 18 7356
## Siena College 82 14.1 42 8189
## Siena Heights College 49 7.2 17 9431
## Simmons College 81 8.9 33 14086
## Simpson College 73 15.8 36 7411
## Sioux Falls College 73 14.8 7 7881
## Skidmore College 92 12.7 29 14837
## Smith College 97 10.3 44 21199
## Southern California College 65 18.6 11 8219
## Southern Methodist University 88 13.5 17 12726
## Southwest Baptist University 54 15.9 13 4718
## Southwestern Adventist College 77 13.0 12 5309
## Southwestern College 56 11.8 12 7818
## Southwestern University 89 11.3 35 12995
## Spalding University 56 10.6 40 6860
## Spelman College 80 12.5 18 9988
## Spring Arbor College 48 15.4 9 10938
## St. Bonaventure University 91 17.7 32 9828
## St. John's College 72 7.2 26 15622
## St. John Fisher College 81 14.5 29 7908
## St. Lawrence University 94 11.5 38 14980
## St. Martin's College 77 14.5 8 9209
## St. Mary's College of California 89 16.1 17 9619
## St. Mary's University of San Antonio 83 16.2 7 7651
## St. Norbert College 78 15.1 36 8595
## St. Paul's College 45 14.0 8 8426
## St. Thomas Aquinas College 73 16.1 13 6534
## Stephens College 63 10.9 17 9995
## Stetson University 90 12.5 24 10307
## Stevens Institute of Technology 89 19.0 33 12837
## Stonehill College 79 13.0 30 7495
## Susquehanna University 86 13.9 37 10554
## Sweet Briar College 99 6.5 48 18953
## Syracuse University 84 11.3 13 14231
## Tabor College 70 10.0 15 7233
## Talladega College 58 15.5 7 5970
## Taylor University 61 14.2 32 8294
## Tennessee Wesleyan College 65 8.9 16 6286
## Texas Christian University 93 14.8 23 9158
## Texas Lutheran College 58 13.8 24 7002
## Texas Wesleyan University 83 14.5 10 7936
## Thiel College 76 11.6 16 9186
## Tiffin University 74 19.0 40 5096
## Transylvania University 91 12.1 41 10219
## Tri-State University 53 12.8 24 7603
## Trinity College CT 96 10.4 48 18034
## Trinity College DC 93 8.3 37 11806
## Trinity College VT 78 10.4 26 9586
## Trinity University 96 9.6 20 14703
## Tulane University 98 9.1 21 16920
## Tusculum College 70 21.9 28 4933
## Tuskegee University 74 12.2 7 10872
## Union College KY 88 14.1 9 6864
## Union College NY 96 11.5 49 15411
## University of Charleston 58 2.5 10 7683
## University of Chicago 99 5.3 36 36854
## University of Dallas 93 13.4 26 8731
## University of Dayton 85 14.8 25 8894
## University of Delaware 87 18.3 15 10650
## University of Denver 91 15.9 21 11762
## University of Detroit Mercy 79 13.5 14 10891
## University of Dubuque 98 16.5 18 8767
## University of Evansville 81 15.8 26 7780
## University of Hartford 76 10.7 9 10625
## University of Indianapolis 56 11.1 23 6735
## University of La Verne 68 14.1 23 10139
## University of Miami 94 5.9 17 17500
## University of Mobile 63 16.6 4 5412
## University of New England 75 11.4 13 9718
## University of Notre Dame 92 13.1 46 13936
## University of Pennsylvania 96 6.3 38 25765
## University of Portland 96 13.2 17 9060
## University of Puget Sound 86 15.0 17 11217
## University of Richmond 89 11.7 32 11984
## University of Rochester 99 5.9 23 26037
## University of San Diego 96 15.6 13 10813
## University of San Francisco 86 13.6 8 10074
## University of Scranton 83 14.1 41 9131
## University of Southern California 94 11.4 10 17007
## University of St. Thomas MN 80 13.8 13 8546
## University of St. Thomas TX 75 12.6 17 7237
## University of the Arts 59 7.5 9 11641
## University of the Pacific 94 11.2 14 13706
## University of the South 93 10.3 52 18784
## University of Tulsa 96 11.5 10 11743
## Upper Iowa University 75 17.4 19 3733
## Ursinus College 85 11.6 40 12082
## Ursuline College 69 10.5 15 7164
## Valparaiso University 89 14.2 23 9681
## Vanderbilt University 98 5.8 26 23850
## Vassar College 98 9.7 39 17089
## Villanova University 90 13.4 24 10458
## Virginia Union University 67 13.7 8 6757
## Virginia Wesleyan College 81 15.7 14 7804
## Viterbo College 65 10.7 31 8050
## Voorhees College 43 22.9 3 5861
## Wabash College 85 9.9 55 14904
## Wagner College 78 13.2 23 9006
## Wake Forest University 97 4.3 37 41766
## Walsh University 58 11.3 33 5738
## Warren Wilson College 75 11.4 20 9430
## Wartburg College 91 12.4 37 7735
## Washington and Jefferson College 91 12.1 40 10162
## Washington and Lee University 96 9.6 45 15736
## Washington College 86 11.2 37 10830
## Washington University 98 3.9 31 45702
## Waynesburg College 58 16.2 26 6563
## Webber College 63 15.1 4 4839
## Webster University 68 20.6 14 6951
## Wellesley College 98 10.6 51 21409
## Wells College 98 8.3 42 13935
## Wentworth Institute of Technology 68 15.4 8 17858
## Wesley College 57 14.4 15 6243
## Wesleyan University 94 12.1 39 16262
## West Virginia Wesleyan College 81 16.4 42 8080
## Western Maryland College 91 12.5 39 10026
## Western New England College 97 15.4 15 8409
## Westminster College MO 70 12.5 20 7925
## Westminster College 78 12.5 41 8596
## Westminster College of Salt Lake City 83 10.5 34 7170
## Wheaton College IL 83 12.7 40 11916
## Westminster College PA 96 13.2 41 22704
## Wheeling Jesuit College 71 14.1 27 7494
## Whitman College 83 10.5 51 13198
## Whittier College 92 13.6 29 11778
## Whitworth College 80 16.9 20 8328
## Widener University 86 12.6 19 9603
## Wilkes University 92 13.3 24 8543
## Willamette University 94 13.3 37 10779
## William Jewell College 80 11.2 19 7885
## William Woods University 66 12.9 16 7438
## Williams College 99 9.0 64 22014
## Wilson College 76 8.3 43 10291
## Wingate College 81 13.9 8 7264
## Wisconsin Lutheran College 48 8.5 26 8960
## Wittenberg University 95 12.8 29 10414
## Wofford College 92 15.3 42 7875
## Worcester Polytechnic Institute 94 15.2 34 10774
## Xavier University 75 13.3 31 9189
## Xavier University of Louisiana 75 14.4 20 8323
## Yale University 96 5.8 49 40386
## York College of Pennsylvania 75 18.1 28 4509
## Grad.Rate ratio
## Abilene Christian University 60 0.7421687
## Adelphi University 56 0.8801464
## Adrian College 54 0.7682073
## Agnes Scott College 59 0.8369305
## Alaska Pacific University 15 0.7564767
## Albertson College 55 0.8160136
## Albertus Magnus College 63 0.9631728
## Albion College 73 0.9057399
## Albright College 80 0.8082852
## Alderson-Broaddus College 52 0.8556701
## Alfred University 73 0.8227483
## Allegheny College 76 0.7164404
## Allentown Coll. of St. Francis de Sales 74 0.6615776
## Alma College 68 0.8524073
## Alverno College 55 0.6336032
## American International College 69 0.7697183
## Amherst College 100 0.2305904
## Anderson University 59 0.7467105
## Andrews University 46 0.6230088
## Antioch University 48 0.9270687
## Aquinas College 65 0.8336026
## Arkansas College (Lyon College) 54 0.4717514
## Assumption College 88 0.7962529
## Augsburg College 58 0.7749245
## Augustana College IL 71 0.8823842
## Augustana College 69 0.9526938
## Austin College 71 0.8417722
## Averett College 48 0.8867624
## Baker University 65 0.8023256
## Baldwin-Wallace College 85 0.8082840
## Barat College 71 0.7356322
## Bard College 79 0.4387435
## Barnard College 91 0.5616987
## Barry University 72 0.7919192
## Baylor University 72 0.8804938
## Beaver College 73 0.7308684
## Bellarmine College 84 0.8760843
## Belmont Abbey College 52 0.7816456
## Belmont University 49 0.7983607
## Beloit College 69 0.6992424
## Benedictine College 58 0.9810127
## Bennington College 55 0.6300578
## Bentley College 82 0.6722447
## Berry College 63 0.6571582
## Bethany College 48 0.9293850
## Bethel College KS 56 0.9108911
## Bethel College 35 0.7649402
## Bethune Cookman College 58 0.6986634
## Birmingham-Southern College 72 0.7304348
## Blackburn College 51 0.6720000
## Bluefield College 53 0.9496021
## Bluffton College 58 0.7427746
## Boston University 72 0.6441660
## Bowdoin College 96 0.3036353
## Bradford College 46 0.7449210
## Bradley University 85 0.9062915
## Brandeis University 84 0.6552795
## Brenau University 49 0.7465940
## Brewton-Parker College 18 0.8551532
## Briar Cliff College 58 0.8954082
## Bridgewater College 82 0.8031026
## Brigham Young University at Provo 33 0.7334691
## Brown University 97 0.2573494
## Bryn Mawr College 89 0.5529010
## Bucknell University 93 0.5823152
## Buena Vista College 78 0.8000000
## Butler University 83 0.8624047
## Cabrini College 71 0.8247078
## Caldwell College 55 0.5974283
## California Lutheran University 60 0.4387211
## Calvin College 81 0.8475336
## Campbell University 63 0.6415908
## Campbellsville College 49 0.6922170
## Canisius College 64 0.7686646
## Capital University 83 0.7910704
## Capitol College 52 0.9000000
## Carleton College 91 0.5861173
## Carnegie Mellon University 74 0.5958983
## Carroll College 79 0.8543103
## Carson-Newman College 67 0.8677007
## Carthage College 62 0.8830446
## Case Western Reserve University 67 0.8140315
## Catawba College 55 0.8125577
## Catholic University of America 75 0.8352338
## Cazenovia College 118 0.8923837
## Cedar Crest College 74 0.7822165
## Cedarville College 64 0.8339709
## Centenary College 24 0.8455285
## Centenary College of Louisiana 66 0.8767677
## Center for Creative Studies 47 0.6589018
## Central College 67 0.8674981
## Central Wesleyan College 58 0.8390805
## Centre College 74 0.8766041
## Chapman University 47 0.8039625
## Chatham College 52 0.9292453
## Chestnut Hill College 73 0.7426901
## Christendom College 58 0.8888889
## Christian Brothers University 63 0.5909091
## Claflin College 21 0.5827759
## Claremont McKenna College 87 0.4123656
## Clark University 79 0.7131971
## Clarke College 74 0.7391304
## Clarkson University 77 0.8983441
## Coe College 67 0.7375746
## Coker College 75 0.7483444
## Colby College 91 0.4631320
## Colgate University 93 0.5131796
## College Misericordia 96 0.6201117
## College of Mount St. Joseph 100 0.7769424
## College of Mount St. Vincent 83 0.6849894
## College of Notre Dame 43 0.7674419
## College of Notre Dame of Maryland 75 0.7789934
## College of Saint Benedict 72 0.9211087
## College of Saint Catherine 77 0.8043053
## College of Saint Elizabeth 78 0.8085586
## College of Saint Rose 64 0.6754832
## College of Santa Fe 80 0.8186813
## College of St. Joseph 76 0.8368794
## College of St. Scholastica 72 0.8869048
## College of the Holy Cross 95 0.5647963
## College of Wooster 69 0.8966667
## Colorado College 84 0.4917368
## Columbia College MO 37 0.5031847
## Columbia College 76 0.8331072
## Columbia University 99 0.2856720
## Concordia College at St. Paul 45 0.9466192
## Concordia Lutheran College 42 0.9310345
## Concordia University CA 55 0.7223837
## Concordia University 75 0.7632576
## Connecticut College 91 0.5093904
## Converse College 75 0.9250000
## Cornell College 64 0.8641092
## Creighton University 85 0.9558477
## Culver-Stockton College 51 0.7043147
## Cumberland College 63 0.7929648
## D'Youville College 46 0.7147806
## Dana College 54 0.9563492
## Daniel Webster College 72 0.8683761
## Dartmouth College 98 0.2647025
## Davidson College 94 0.4028656
## Defiance College 56 0.8073555
## Denison University 81 0.8251267
## DePauw University 82 0.8304915
## Dickinson College 87 0.8424021
## Dillard University 61 0.6886887
## Doane College 60 0.8940731
## Dominican College of Blauvelt 54 0.9138889
## Dordt College 87 0.9304636
## Dowling College 42 0.8199802
## Drake University 77 0.9192569
## Drew University 83 0.7338597
## Drury College 67 0.9285714
## Duke University 97 0.2823265
## Earlham College 78 0.7407953
## East Texas Baptist University 38 0.8997361
## Eastern College 54 0.8056769
## Eastern Mennonite College 82 0.9053498
## Eastern Nazarene College 70 0.7926357
## Eckerd College 59 0.7798875
## Elizabethtown College 81 0.7625155
## Elmira College 64 0.7172272
## Elms College 86 0.8489796
## Elon College 63 0.7687638
## Embry Riddle Aeronautical University 44 0.8200571
## Emory & Henry College 82 0.8444444
## Emory University 96 0.4900071
## Erskine College 67 0.8452200
## Eureka College 53 0.8107143
## Fairfield University 94 0.6994147
## Ferrum College 22 0.8267364
## Flagler College 69 0.5045936
## Florida Institute of Technology 57 0.8115049
## Florida Southern College 68 0.7530775
## Fontbonne College 62 0.8419244
## Fordham University 80 0.6842857
## Franciscan University of Steubenville 83 0.8173599
## Franklin College 60 0.7860697
## Franklin Pierce College 51 0.8619626
## Freed-Hardeman University 62 0.6122905
## Fresno Pacific College 54 0.7919075
## Furman University 82 0.9028228
## Gannon University 65 0.7743506
## Gardner Webb University 29 0.8378378
## Geneva College 74 0.7994012
## George Fox College 52 0.8974042
## George Washington University 72 0.6427937
## Georgetown College 55 0.9532325
## Georgetown University 95 0.2591993
## Georgian Court College 76 0.8074713
## Gettysburg College 83 0.6857620
## Goldey Beacom College 36 0.7393365
## Gonzaga University 69 0.8080594
## Gordon College 66 0.8382789
## Goshen College 72 0.9000000
## Goucher College 77 0.7063423
## Grace College and Seminary 64 0.7810219
## Graceland College 47 0.7459459
## Green Mountain College 76 0.8051282
## Greensboro College 39 0.8125000
## Greenville College 60 0.7588235
## Grinnell College 83 0.6812163
## Grove City College 100 0.4456042
## Guilford College 65 0.8768719
## Gustavus Adolphus College 80 0.8104154
## Gwynedd Mercy College 96 0.6236842
## Hamilton College 91 0.5678344
## Hamline University 65 0.8200795
## Hampden - Sydney College 69 0.7882497
## Hampton University 70 0.5231262
## Hanover College 64 0.8320080
## Hardin-Simmons University 38 0.9079229
## Harding University 73 0.6205694
## Hartwick College 73 0.8281325
## Harvard University 100 0.1561486
## Harvey Mudd College 100 0.4153958
## Hastings College 52 0.8665851
## Hendrix College 63 0.8760632
## Hillsdale College 79 0.8097826
## Hiram College 79 0.7906725
## Hobart and William Smith Colleges 79 0.7741815
## Hofstra University 60 0.7889068
## Hollins College 72 0.8272425
## Hood College 72 0.8082976
## Hope College 72 0.8662383
## Houghton College 67 0.8282403
## Huntingdon College 44 0.8552632
## Huntington College 47 0.9555556
## Huron University 21 0.3283333
## Husson College 84 0.9017981
## Illinois Benedictine College 75 0.9192751
## Illinois College 52 0.8803132
## Illinois Institute of Technology 56 0.7744875
## Illinois Wesleyan University 83 0.4400000
## Immaculata College 69 0.9440299
## Incarnate Word College 95 0.7970765
## Indiana Wesleyan University 34 0.5755102
## Iona College 66 0.7215863
## Ithaca College 75 0.7612619
## Jamestown College 54 0.8686441
## John Brown University 75 0.6694215
## John Carroll University 89 0.8711276
## Johns Hopkins University 90 0.4066557
## Judson College 56 0.7284345
## Juniata College 80 0.8547264
## Kansas Wesleyan University 68 0.9762309
## Kentucky Wesleyan College 62 0.8510274
## Kenyon College 88 0.6952984
## Keuka College 51 0.8264642
## King's College 87 0.7232143
## King College 65 0.8450704
## Knox College 79 0.8125000
## La Roche College 52 0.8891967
## La Salle University 84 0.6261523
## Lafayette College 92 0.5990025
## LaGrange College 75 0.7334559
## Lake Forest College 77 0.6516854
## Lakeland College 57 0.9094567
## Lambuth University 60 0.6474128
## Lawrence University 77 0.7618665
## Le Moyne College 94 0.8156463
## Lebanon Valley College 85 0.7647908
## Lehigh University 91 0.6728154
## Lenoir-Rhyne College 66 0.7589377
## Lesley College 58 0.8114754
## LeTourneau University 56 0.8742138
## Lewis and Clark College 69 0.7541456
## Lewis University 61 0.9098787
## Lincoln Memorial University 53 0.7141042
## Lindenwood College 100 0.5975309
## Linfield College 81 0.7610506
## Livingstone College 92 0.5255556
## Loras College 70 0.7818403
## Louisiana College 59 0.5230999
## Loyola College 80 0.7696271
## Loyola Marymount University 84 0.7064756
## Loyola University 53 0.8979376
## Loyola University Chicago 65 0.8267673
## Luther College 77 0.8986443
## Lycoming College 72 0.7814930
## Lynchburg College 70 0.8542141
## Macalester College 77 0.5090167
## MacMurray College 59 0.7540541
## Malone College 55 0.8672769
## Manchester College 64 0.7988048
## Manhattan College 79 0.7113487
## Manhattanville College 70 0.7796258
## Marian College of Fond du Lac 59 0.8131068
## Marietta College 96 0.5959032
## Marist College 69 0.6702600
## Marquette University 77 0.8928571
## Marshall University 50 0.8674870
## Mary Baldwin College 90 0.8837675
## Marymount College Tarrytown 77 0.6841004
## Marymount Manhattan College 68 0.7697842
## Marymount University 55 0.8204038
## Maryville College 51 0.6065574
## Maryville University 61 0.7231330
## Marywood College 66 0.7759711
## Massachusetts Institute of Technology 94 0.3338013
## McKendree College 52 0.5538922
## McMurry University 32 0.7110727
## McPherson College 48 0.6976190
## Mercer University 91 0.7296588
## Mercyhurst College 78 0.6897881
## Meredith College 82 0.9008168
## Merrimack College 80 0.7778900
## Messiah College 89 0.7933410
## MidAmerica Nazarene College 49 1.0000000
## Milligan College 64 0.7557377
## Millikin University 75 0.8732687
## Millsaps College 58 0.9215470
## Milwaukee School of Engineering 67 0.8940016
## Mississippi College 61 0.6481481
## Missouri Valley College 27 0.7503817
## Monmouth College IL 56 0.8369384
## Monmouth College 54 0.6948652
## Montreat-Anderson College 15 0.8479087
## Moravian College 74 0.7751623
## Morehouse College 83 0.4525351
## Morningside College 56 0.9095563
## Morris College 60 0.8276644
## Mount Holyoke College 84 0.7300000
## Mount Marty College 44 0.9892473
## Mount Mary College 78 0.9234043
## Mount Mercy College 64 0.8614130
## Mount Saint Clare College 21 0.8738462
## Mount Saint Mary's College 80 0.8773656
## Mount Saint Mary College 88 0.5940171
## Mount St. Mary's College 72 0.8173516
## Mount Union College 81 0.8290076
## Mount Vernon Nazarene College 58 0.9509804
## Muhlenberg College 83 0.7288607
## Muskingum College 73 0.8313796
## National-Louis University 71 0.6764133
## Nazareth College of Rochester 61 0.8426610
## New York University 71 0.5328822
## Newberry College 83 0.8279817
## Niagara University 65 0.8090090
## North Carolina Wesleyan College 52 0.8485222
## North Central College 76 0.7843833
## North Park College 74 0.7763441
## Northeastern University 46 0.7135535
## Northwest Nazarene College 58 0.8344156
## Northwestern College 68 0.9430233
## Northwestern University 92 0.4231426
## Norwich University 63 0.9323006
## Notre Dame College 33 0.8548813
## Oberlin College 83 0.5791126
## Occidental College 79 0.5675559
## Oglethorpe University 67 0.8194444
## Ohio Northern University 83 0.7976839
## Ohio Wesleyan University 75 0.7762557
## Oklahoma Baptist University 50 0.8984169
## Oklahoma Christian University 45 0.9858247
## Otterbein College 87 0.8054813
## Ouachita Baptist University 65 0.8494505
## Our Lady of the Lake University 37 0.5788562
## Pace University 62 0.4542151
## Pacific Lutheran University 83 0.8683718
## Pacific Union College 69 0.7106383
## Pacific University 42 0.9003181
## Pepperdine University 66 0.5331065
## Pfeiffer College 48 0.7768496
## Philadelphia Coll. of Textiles and Sci. 68 0.8185956
## Phillips University 39 0.8323699
## Piedmont College 31 0.8476621
## Pikeville College 61 0.9900990
## Pitzer College 73 0.5560459
## Point Loma Nazarene College 54 0.8491965
## Point Park College 66 0.8502857
## Polytechnic University 62 0.7482332
## Presbyterian College 85 0.7689464
## Princeton University 99 0.1544863
## Providence College 96 0.6510994
## Queens College 58 0.7596899
## Quincy University 80 0.6897561
## Quinnipiac College 86 0.5800108
## Randolph-Macon College 74 0.7481649
## Randolph-Macon Woman's College 68 0.8850575
## Reed College 68 0.7304171
## Regis College 84 0.9016393
## Rensselaer Polytechnic Institute 70 0.8336669
## Rhodes College 77 0.7953953
## Rider University 70 0.6759621
## Ripon College 64 0.8534923
## Rivier College 81 0.7975207
## Roanoke College 72 0.8037719
## Rockhurst College 79 0.9176471
## Rocky Mountain College 68 0.7000000
## Roger Williams University 61 0.8486683
## Rollins College 90 0.6477209
## Rosary College 81 0.7396313
## Sacred Heart University 82 0.8218466
## Saint Ambrose University 70 0.8004459
## Saint Anselm College 97 0.7412888
## Saint Francis College IN 48 0.7793427
## Saint Francis College 69 0.7877629
## Saint John's University 70 0.8574491
## Saint Joseph's College IN 67 0.7434783
## Saint Joseph's College 85 0.8187275
## Saint Joseph's University 83 0.7951568
## Saint Joseph College 76 0.8253425
## Saint Louis University 67 0.8667274
## Saint Mary's College 98 0.8265766
## Saint Mary's College of Minnesota 78 0.9155251
## Saint Mary-of-the-Woods College 75 0.8666667
## Saint Michael's College 84 0.7225131
## Saint Olaf College 83 0.7442171
## Saint Peter's College 53 0.8798257
## Saint Vincent College 88 0.8500000
## Saint Xavier University 55 0.8242038
## Salem-Teikyo University 98 0.7852761
## Salem College 60 0.8477612
## Samford University 61 0.8303571
## Santa Clara University 100 0.6914655
## Sarah Lawrence College 83 0.5565217
## Savannah Coll. of Art and Design 55 0.6203787
## Schreiner College 52 0.7071918
## Scripps College 73 0.7391813
## Seattle Pacific University 66 0.8588335
## Seattle University 89 0.7281324
## Seton Hall University 64 0.7790647
## Seton Hill College 71 0.8482906
## Shorter College 58 0.8240741
## Siena College 100 0.6524823
## Siena Heights College 47 0.9030172
## Simmons College 79 0.7796610
## Simpson College 70 0.8582677
## Sioux Falls College 48 0.9153318
## Skidmore College 81 0.6354531
## Smith College 90 0.5463248
## Southern California College 43 0.8831169
## Southern Methodist University 72 0.8033016
## Southwest Baptist University 71 1.0000000
## Southwestern Adventist College 36 0.9906542
## Southwestern College 52 0.7276995
## Southwestern University 67 0.7331190
## Spalding University 89 0.7102473
## Spelman College 65 0.3331538
## Spring Arbor College 49 0.9731183
## St. Bonaventure University 78 0.8817999
## St. John's College 64 0.8606811
## St. John Fisher College 66 0.7777778
## St. Lawrence University 85 0.6610970
## St. Martin's College 40 0.8638743
## St. Mary's College of California 78 0.6095346
## St. Mary's University of San Antonio 72 0.8205953
## St. Norbert College 88 0.9317841
## St. Paul's College 45 0.8924731
## St. Thomas Aquinas College 67 0.7073171
## Stephens College 59 0.9000000
## Stetson University 73 0.7880539
## Stevens Institute of Technology 79 0.7064480
## Stonehill College 97 0.6308283
## Susquehanna University 90 0.7213740
## Sweet Briar College 61 0.8701299
## Syracuse University 67 0.6929465
## Tabor College 53 0.7120623
## Talladega College 46 0.3398278
## Taylor University 98 0.6172979
## Tennessee Wesleyan College 36 0.7844828
## Texas Christian University 64 0.7518926
## Texas Lutheran College 50 0.8511066
## Texas Wesleyan University 43 0.8462838
## Thiel College 60 0.8240901
## Tiffin University 39 0.8686391
## Transylvania University 70 0.9604743
## Tri-State University 65 0.8732171
## Trinity College CT 91 0.5879660
## Trinity College DC 96 0.7651822
## Trinity College VT 78 0.8333333
## Trinity University 93 0.7496907
## Tulane University 74 0.7287075
## Tusculum College 52 0.5942492
## Tuskegee University 65 0.8059109
## Union College KY 64 0.7933884
## Union College NY 88 0.4898426
## University of Charleston 57 0.7844575
## University of Chicago 90 0.4724323
## University of Dallas 63 0.8634361
## University of Dayton 93 0.8321019
## University of Delaware 75 0.7279524
## University of Denver 67 0.6728312
## University of Detroit Mercy 51 0.7885653
## University of Dubuque 45 0.9687500
## University of Evansville 77 0.7757634
## University of Hartford 66 0.7951191
## University of Indianapolis 69 0.8581036
## University of La Verne 47 0.6067627
## University of Miami 59 0.7562482
## University of Mobile 52 0.7323009
## University of New England 64 0.6203474
## University of Notre Dame 97 0.4805195
## University of Pennsylvania 93 0.4221397
## University of Portland 72 0.8447099
## University of Puget Sound 63 0.6988131
## University of Richmond 100 0.4613035
## University of Rochester 80 0.6271960
## University of San Diego 66 0.6952211
## University of San Francisco 62 0.7463140
## University of Scranton 92 0.6580183
## University of Southern California 68 0.6949056
## University of St. Thomas MN 89 0.8784638
## University of St. Thomas TX 62 0.7486631
## University of the Arts 57 0.7227926
## University of the Pacific 65 0.8121187
## University of the South 82 0.6685121
## University of Tulsa 47 0.9094626
## Upper Iowa University 78 0.6817496
## Ursinus College 79 0.7333810
## Ursuline College 68 0.8000000
## Valparaiso University 95 0.8322892
## Vanderbilt University 83 0.6019766
## Vassar College 90 0.5287324
## Villanova University 96 0.7201959
## Virginia Union University 30 0.8716838
## Virginia Wesleyan College 68 0.6122449
## Viterbo College 73 0.8006182
## Voorhees College 58 0.6866894
## Wabash College 72 0.7787500
## Wagner College 75 0.7168079
## Wake Forest University 89 0.4225402
## Walsh University 68 0.8150183
## Warren Wilson College 63 0.7068182
## Wartburg College 67 0.8724614
## Washington and Jefferson College 86 0.8429119
## Washington and Lee University 90 0.3306184
## Washington College 65 0.7791563
## Washington University 90 0.6870917
## Waynesburg College 63 0.8218487
## Webber College 90 0.5107143
## Webster University 48 0.6947368
## Wellesley College 91 0.4314335
## Wells College 69 0.7547170
## Wentworth Institute of Technology 64 0.8493243
## Wesley College 84 0.8234694
## Wesleyan University 92 0.4134535
## West Virginia Wesleyan College 67 0.8939974
## Western Maryland College 60 0.8165975
## Western New England College 59 0.8915152
## Westminster College MO 62 0.8353474
## Westminster College 80 0.8694779
## Westminster College of Salt Lake City 50 0.7851690
## Wheaton College IL 85 0.6424581
## Westminster College PA 71 0.7899885
## Wheeling Jesuit College 72 0.8361019
## Whitman College 72 0.5362708
## Whittier College 52 0.6359310
## Whitworth College 80 0.8260482
## Widener University 63 0.6975222
## Wilkes University 67 0.8773758
## Willamette University 68 0.8003619
## William Jewell College 59 0.8250377
## William Woods University 52 0.9275053
## Williams College 99 0.2974200
## Wilson College 67 0.7784431
## Wingate College 91 0.8208232
## Wisconsin Lutheran College 50 0.8421053
## Wittenberg University 78 0.8787266
## Wofford College 75 0.6229181
## Worcester Polytechnic Institute 82 0.8359827
## Xavier University 83 0.9213885
## Xavier University of Louisiana 49 0.9132093
## Yale University 99 0.2291453
## York College of Pennsylvania 99 0.6206089publics## Private Apps Accept Enroll
## Angelo State University No 3540 2001 1016
## Appalachian State University No 7313 4664 1910
## Arizona State University Main campus No 12809 10308 3761
## Arkansas Tech University No 1734 1729 951
## Auburn University-Main Campus No 7548 6791 3070
## Bemidji State University No 1208 877 546
## Bloomsburg Univ. of Pennsylvania No 6773 3028 1025
## Bowling Green State University No 9251 7333 3076
## California Polytechnic-San Luis No 7811 3817 1650
## California State University at Fresno No 4540 3294 1483
## Castleton State College No 1257 940 363
## Central Connecticut State University No 4158 2532 902
## Central Missouri State University No 4681 4101 1436
## Central Washington University No 2785 2011 1007
## Christopher Newport University No 883 766 428
## Clemson University No 8065 5257 2301
## Clinch Valley Coll. of the Univ. of Virginia No 689 561 250
## College of Charleston No 4772 3140 1265
## College of William and Mary No 7117 3106 1217
## Colorado State University No 9478 6312 2194
## Delta State University No 967 945 459
## Dickinson State University No 434 412 319
## East Carolina University No 9274 6362 2435
## East Tennessee State University No 3330 2730 1303
## Eastern Connecticut State University No 2172 1493 564
## Eastern Illinois University No 5597 4253 1565
## Emporia State University No 1256 1256 853
## Evergreen State College No 1801 1101 438
## Fayetteville State University No 1455 1064 452
## Florida International University No 3306 2079 1071
## Florida State University No 11651 8683 3023
## Fort Lewis College No 3440 2823 1123
## Francis Marion University No 1801 1655 819
## George Mason University No 5653 4326 1727
## Georgia Institute of Technology No 7837 4527 2276
## Georgia State University No 3793 2341 1238
## Grand Valley State University No 5165 3887 1561
## Illinois State University No 8681 6695 2408
## Indiana State University No 5659 4761 3147
## Indiana University at Bloomington No 16587 13243 5873
## Iowa State University No 8427 7424 3441
## James Madison University No 11223 5285 2082
## Jersey City State College No 2957 1423 691
## Johnson State College No 833 669 279
## Kansas State University No 5880 4075 2833
## Keene State College No 3121 2446 822
## Lamar University No 2336 1725 1043
## Lander University No 1166 1009 510
## Lincoln University No 1660 1091 326
## Lock Haven University of Pennsylvania No 3570 2215 651
## Longwood College No 2747 1870 724
## Louisiana State University at Baton Rouge No 5996 4993 3079
## Louisiana Tech University No 2397 2144 1525
## Lyndon State College No 535 502 223
## Mankato State University No 3073 2672 1547
## Mary Washington College No 4350 2178 756
## Mayville State University No 233 233 153
## Mesa State College No 1584 1456 891
## Miami University at Oxford No 9239 7788 3290
## Michigan State University No 18114 15096 6180
## Michigan Technological University No 2618 2288 1032
## Millersville University of Penn. No 6011 3075 960
## Mississippi State University No 4255 3277 1609
## Mississippi University for Women No 480 405 380
## Missouri Southern State College No 1576 1326 913
## Montana College of Mineral Sci. & Tech. No 572 544 320
## Montana State University No 3500 2836 1779
## Montclair State University No 5220 2128 865
## Moorhead State University No 2442 2164 1189
## Murray State University No 2225 1910 1190
## New Jersey Institute of Technology No 1879 1216 483
## New Mexico Institute of Mining and Tech. No 787 601 233
## North Adams State College No 1563 1005 240
## North Carolina A. & T. State University No 4809 3089 1429
## North Carolina State University at Raleigh No 10634 7064 3176
## North Dakota State University No 2968 2297 1610
## Northeast Missouri State University No 6040 4577 1620
## Northern Arizona University No 5891 4931 1973
## Northern Illinois University No 10706 7219 2397
## Northwest Missouri State University No 2729 2535 1257
## Oakland University No 3041 2581 1173
## Ohio University No 11023 8298 3183
## Oklahoma State University No 4522 3913 2181
## Pembroke State University No 944 774 440
## Pennsylvania State Univ. Main Campus No 19315 10344 3450
## Peru State College No 701 501 458
## Prairie View A. and M. University No 2405 2234 1061
## Purdue University at West Lafayette No 21804 18744 5874
## Radford University No 5702 4894 1742
## Ramapo College of New Jersey No 2088 957 362
## Rowan College of New Jersey No 3820 1431 695
## Rutgers at New Brunswick No 48094 26330 4520
## Rutgers State University at Camden No 3366 1752 232
## Rutgers State University at Newark No 5785 2690 499
## Saint Cloud State University No 3971 3306 1921
## Salisbury State University No 4216 2290 736
## San Diego State University No 9402 7020 2151
## Shippensburg University of Penn. No 5818 3281 1116
## South Dakota State University No 2807 2589 1701
## Southeast Missouri State University No 2281 1870 1408
## Southeastern Oklahoma State Univ. No 818 700 447
## Southern Illinois University at Edwardsville No 2540 2195 994
## Southwest Missouri State University No 6118 5254 3204
## Southwest State University No 1047 938 511
## St. Mary's College of Maryland No 1340 695 285
## Stockton College of New Jersey No 4019 1579 710
## SUNY at Albany No 13528 9198 1843
## SUNY at Binghamton No 14463 6166 1757
## SUNY at Buffalo No 15039 9649 3087
## SUNY at Stony Brook No 12512 6969 1724
## SUNY College at Brockport No 7294 3564 904
## SUNY College at Oswego No 8000 4556 1464
## SUNY College at Buffalo No 5318 3515 1025
## SUNY College at Cortland No 7888 3519 1036
## SUNY College at Fredonia No 4877 2798 814
## SUNY College at Geneseo No 8598 4562 1143
## SUNY College at New Paltz No 8399 3609 656
## SUNY College at Plattsburgh No 5549 3583 853
## SUNY College at Potsdam No 3150 2289 650
## SUNY College at Purchase No 2119 1264 390
## Texas A&M Univ. at College Station No 14474 10519 6392
## Texas A&M University at Galveston No 529 481 243
## Texas Southern University No 4345 3245 2604
## The Citadel No 1500 1242 611
## Trenton State College No 5042 2312 944
## Univ. of Wisconsin at OshKosh No 4800 2900 1515
## University of Alabama at Birmingham No 1797 1260 938
## University of Arkansas at Fayetteville No 3235 3108 2133
## University of California at Berkeley No 19873 8252 3215
## University of California at Irvine No 15698 10775 2478
## University of Central Florida No 6986 2959 1918
## University of Cincinnati No 6855 5553 2408
## University of Connecticut at Storrs No 9735 7187 2064
## University of Florida No 12445 8836 3623
## University of Georgia No 11220 7871 3320
## University of Hawaii at Manoa No 3580 2603 1627
## University of Illinois - Urbana No 14939 11652 5705
## University of Illinois at Chicago No 8384 5727 2710
## University of Kansas No 8579 5561 3681
## University of Louisville No 4777 3057 1823
## University of Maine at Farmington No 1208 803 438
## University of Maine at Machias No 441 369 172
## University of Maine at Presque Isle No 461 381 235
## University of Maryland at Baltimore County No 4269 2594 985
## University of Maryland at College Park No 14292 10315 3409
## University of Massachusetts at Amherst No 14438 12414 3816
## University of Massachusetts at Dartmouth No 3347 2597 1006
## University of Michigan at Ann Arbor No 19152 12940 4893
## University of Minnesota at Duluth No 4192 3126 1656
## University of Minnesota at Morris No 1458 874 588
## University of Minnesota Twin Cities No 11054 6397 3524
## University of Mississippi No 3844 3383 1669
## University of Missouri at Columbia No 6574 4637 2940
## University of Missouri at Rolla No 1877 1826 823
## University of Missouri at Saint Louis No 1618 1141 479
## University of Montevallo No 1351 892 570
## University of Nebraska at Lincoln No 6277 6003 3526
## University of New Hampshire No 9750 7640 2529
## University of North Carolina at Asheville No 1757 979 394
## University of North Carolina at Chapel Hill No 14596 5985 3331
## University of North Carolina at Charlotte No 5803 4441 1730
## University of North Carolina at Greensboro No 5191 4134 1500
## University of North Carolina at Wilmington No 6071 3856 1449
## University of North Dakota No 2777 2249 1652
## University of North Florida No 1800 1253 560
## University of North Texas No 4418 2737 2049
## University of Northern Colorado No 5530 4007 1697
## University of Northern Iowa No 4144 3379 1853
## University of Oklahoma No 4743 3970 2233
## University of Oregon No 8631 6732 2546
## University of Pittsburgh-Main Campus No 8586 6383 2503
## University of Rhode Island No 9643 7751 1968
## University of Sci. and Arts of Oklahoma No 285 280 208
## University of South Carolina at Aiken No 848 560 377
## University of South Carolina at Columbia No 7693 5815 2328
## University of South Florida No 7589 4676 1876
## University of Southern Colorado No 1401 1239 605
## University of Southern Indiana No 2379 2133 1292
## University of Southern Mississippi No 2850 2044 1046
## University of Tennessee at Knoxville No 7473 5372 3013
## University of Texas at Arlington No 3281 2559 1448
## University of Texas at Austin No 14752 9572 5329
## University of Texas at San Antonio No 4217 3100 1686
## University of Utah No 5095 4491 2400
## University of Vermont No 7663 6008 1735
## University of Virginia No 15849 5384 2678
## University of Washington No 12749 7025 3343
## University of West Florida No 1558 1254 472
## University of Wisconsin-Stout No 2593 1966 1030
## University of Wisconsin-Superior No 910 910 342
## University of Wisconsin-Whitewater No 4400 3719 1472
## University of Wisconsin at Green Bay No 2409 1939 759
## University of Wisconsin at Madison No 14901 10932 4631
## University of Wisconsin at Milwaukee No 5244 3782 1930
## University of Wyoming No 2029 1516 1073
## Valley City State University No 368 344 212
## Virginia Commonwealth University No 4963 3497 1567
## Virginia State University No 2996 2440 704
## Virginia Tech No 15712 11719 4277
## Washington State University No 6540 5839 2440
## Wayne State College No 1373 1373 724
## West Chester University of Penn. No 6502 3539 1372
## West Liberty State College No 1164 1062 478
## Western Carolina University No 3224 2519 1057
## Western Michigan University No 9167 7191 2738
## Western State College of Colorado No 2702 1623 604
## Western Washington University No 5548 3563 1549
## Westfield State College No 3100 2150 825
## Westmont College No 950 713 351
## Winona State University No 3325 2047 1301
## Winthrop University No 2320 1805 769
## Worcester State College No 2197 1515 543
## Top10perc Top25perc F.Undergrad
## Angelo State University 24 54 4190
## Appalachian State University 20 63 9940
## Arizona State University Main campus 24 49 22593
## Arkansas Tech University 12 52 3602
## Auburn University-Main Campus 25 57 16262
## Bemidji State University 12 36 3796
## Bloomsburg Univ. of Pennsylvania 15 55 5847
## Bowling Green State University 14 45 13699
## California Polytechnic-San Luis 47 73 12911
## California State University at Fresno 5 60 13494
## Castleton State College 9 22 1547
## Central Connecticut State University 6 24 6394
## Central Missouri State University 10 35 8094
## Central Washington University 8 65 6507
## Christopher Newport University 3 37 2910
## Clemson University 37 65 11755
## Clinch Valley Coll. of the Univ. of Virginia 15 30 1125
## College of Charleston 22 55 6851
## College of William and Mary 68 88 5186
## Colorado State University 29 65 15646
## Delta State University 15 48 2806
## Dickinson State University 10 30 1376
## East Carolina University 14 44 13171
## East Tennessee State University 15 36 6706
## Eastern Connecticut State University 14 50 2766
## Eastern Illinois University 12 38 9161
## Emporia State University 43 79 3957
## Evergreen State College 14 50 3065
## Fayetteville State University 1 16 2632
## Florida International University 42 89 10208
## Florida State University 50 90 18906
## Fort Lewis College 16 35 3793
## Francis Marion University 13 38 3224
## George Mason University 17 29 9528
## Georgia Institute of Technology 89 99 8528
## Georgia State University 9 24 7732
## Grand Valley State University 20 60 8234
## Illinois State University 10 35 15701
## Indiana State University 10 31 8596
## Indiana University at Bloomington 25 72 24763
## Iowa State University 26 59 18676
## James Madison University 32 72 9652
## Jersey City State College 10 30 3817
## Johnson State College 3 13 1224
## Kansas State University 25 55 14914
## Keene State College 5 19 3480
## Lamar University 10 27 5438
## Lander University 9 33 2074
## Lincoln University 15 41 1196
## Lock Haven University of Pennsylvania 17 41 3390
## Longwood College 12 47 2874
## Louisiana State University at Baton Rouge 29 57 16269
## Louisiana Tech University 22 45 6720
## Lyndon State College 6 20 959
## Mankato State University 9 29 9649
## Mary Washington College 39 78 2997
## Mayville State University 5 12 658
## Mesa State College 6 18 3471
## Miami University at Oxford 35 39 13606
## Michigan State University 23 57 26640
## Michigan Technological University 42 77 5524
## Millersville University of Penn. 22 60 5146
## Mississippi State University 18 57 10094
## Mississippi University for Women 19 46 1673
## Missouri Southern State College 13 50 3689
## Montana College of Mineral Sci. & Tech. 45 72 1470
## Montana State University 15 42 8730
## Montclair State University 19 53 6411
## Moorhead State University 12 37 5983
## Murray State University 29 55 5968
## New Jersey Institute of Technology 27 62 3311
## New Mexico Institute of Mining and Tech. 40 73 1017
## North Adams State College 1 19 1380
## North Carolina A. & T. State University 12 33 6162
## North Carolina State University at Raleigh 39 78 16505
## North Dakota State University 13 47 7368
## Northeast Missouri State University 36 72 5640
## Northern Arizona University 23 48 11249
## Northern Illinois University 12 37 14826
## Northwest Missouri State University 8 29 4787
## Oakland University 16 56 6441
## Ohio University 21 54 14861
## Oklahoma State University 29 57 12830
## Pembroke State University 14 34 2174
## Pennsylvania State Univ. Main Campus 48 93 28938
## Peru State College 10 40 959
## Prairie View A. and M. University 10 22 4564
## Purdue University at West Lafayette 29 60 26213
## Radford University 15 37 8077
## Ramapo College of New Jersey 6 29 2745
## Rowan College of New Jersey 21 70 5303
## Rutgers at New Brunswick 36 79 21401
## Rutgers State University at Camden 27 79 2585
## Rutgers State University at Newark 26 62 4005
## Saint Cloud State University 10 34 11493
## Salisbury State University 20 52 4296
## San Diego State University 20 70 16407
## Shippensburg University of Penn. 14 53 5268
## South Dakota State University 13 37 7000
## Southeast Missouri State University 18 43 6553
## Southeastern Oklahoma State Univ. 20 50 2962
## Southern Illinois University at Edwardsville 13 40 6063
## Southwest Missouri State University 15 37 13131
## Southwest State University 13 33 2091
## St. Mary's College of Maryland 42 73 1315
## Stockton College of New Jersey 23 65 4365
## SUNY at Albany 16 61 10168
## SUNY at Binghamton 60 94 8544
## SUNY at Buffalo 36 100 13963
## SUNY at Stony Brook 27 66 9744
## SUNY College at Brockport 7 34 5758
## SUNY College at Oswego 17 70 6943
## SUNY College at Buffalo 8 29 7626
## SUNY College at Cortland 6 40 5011
## SUNY College at Fredonia 13 48 4123
## SUNY College at Geneseo 56 93 5060
## SUNY College at New Paltz 19 53 4658
## SUNY College at Plattsburgh 9 40 5004
## SUNY College at Potsdam 16 51 3598
## SUNY College at Purchase 5 33 2478
## Texas A&M Univ. at College Station 49 85 31643
## Texas A&M University at Galveston 22 47 1206
## Texas Southern University 15 85 5584
## The Citadel 12 36 2024
## Trenton State College 55 94 5167
## Univ. of Wisconsin at OshKosh 14 48 7764
## University of Alabama at Birmingham 24 35 6960
## University of Arkansas at Fayetteville 25 65 9978
## University of California at Berkeley 95 100 19532
## University of California at Irvine 85 100 12677
## University of Central Florida 25 60 12330
## University of Cincinnati 26 57 11036
## University of Connecticut at Storrs 23 63 12478
## University of Florida 54 85 24470
## University of Georgia 43 79 19553
## University of Hawaii at Manoa 36 69 11028
## University of Illinois - Urbana 52 88 25422
## University of Illinois at Chicago 22 50 13518
## University of Kansas 25 50 17880
## University of Louisville 16 33 9844
## University of Maine at Farmington 20 48 1906
## University of Maine at Machias 17 45 633
## University of Maine at Presque Isle 10 40 974
## University of Maryland at Baltimore County 27 57 6476
## University of Maryland at College Park 22 53 19340
## University of Massachusetts at Amherst 12 39 16282
## University of Massachusetts at Dartmouth 10 37 4664
## University of Michigan at Ann Arbor 66 92 22045
## University of Minnesota at Duluth 15 45 5887
## University of Minnesota at Morris 56 86 1846
## University of Minnesota Twin Cities 26 55 16502
## University of Mississippi 26 47 7524
## University of Missouri at Columbia 32 62 14782
## University of Missouri at Rolla 49 77 3926
## University of Missouri at Saint Louis 18 54 4793
## University of Montevallo 18 78 2385
## University of Nebraska at Lincoln 33 63 16454
## University of New Hampshire 24 62 10358
## University of North Carolina at Asheville 32 74 2033
## University of North Carolina at Chapel Hill 75 92 14609
## University of North Carolina at Charlotte 19 62 10099
## University of North Carolina at Greensboro 15 44 7532
## University of North Carolina at Wilmington 15 67 6635
## University of North Dakota 20 54 8334
## University of North Florida 44 85 3876
## University of North Texas 23 51 14047
## University of Northern Colorado 12 37 8463
## University of Northern Iowa 18 52 10135
## University of Oklahoma 32 63 13436
## University of Oregon 25 61 11669
## University of Pittsburgh-Main Campus 25 59 13138
## University of Rhode Island 12 40 8894
## University of Sci. and Arts of Oklahoma 21 43 1140
## University of South Carolina at Aiken 14 24 1855
## University of South Carolina at Columbia 30 66 12594
## University of South Florida 29 63 14770
## University of Southern Colorado 10 34 3716
## University of Southern Indiana 8 25 4283
## University of Southern Mississippi 20 50 9260
## University of Tennessee at Knoxville 27 53 15749
## University of Texas at Arlington 19 43 10975
## University of Texas at Austin 48 85 30017
## University of Texas at San Antonio 17 46 9375
## University of Utah 27 53 13894
## University of Vermont 18 51 7353
## University of Virginia 74 95 11278
## University of Washington 40 81 20356
## University of West Florida 20 57 3754
## University of Wisconsin-Stout 9 32 6038
## University of Wisconsin-Superior 14 53 1434
## University of Wisconsin-Whitewater 12 38 7804
## University of Wisconsin at Green Bay 17 50 3819
## University of Wisconsin at Madison 36 80 23945
## University of Wisconsin at Milwaukee 12 37 11561
## University of Wyoming 23 46 7535
## Valley City State University 5 27 863
## Virginia Commonwealth University 18 45 10262
## Virginia State University 2 30 3006
## Virginia Tech 29 53 18511
## Washington State University 31 70 14445
## Wayne State College 6 21 2754
## West Chester University of Penn. 11 51 7484
## West Liberty State College 12 25 2138
## Western Carolina University 11 31 5000
## Western Michigan University 24 53 15739
## Western State College of Colorado 7 24 2315
## Western Washington University 30 71 8909
## Westfield State College 3 20 3234
## Westmont College 42 72 1276
## Winona State University 20 45 5800
## Winthrop University 24 61 3395
## Worcester State College 4 26 3089
## P.Undergrad Outstate Room.Board
## Angelo State University 1512 5130 3592
## Appalachian State University 1035 6806 2540
## Arizona State University Main campus 7585 7434 4850
## Arkansas Tech University 939 3460 2650
## Auburn University-Main Campus 1716 6300 3933
## Bemidji State University 824 4425 2700
## Bloomsburg Univ. of Pennsylvania 946 7844 2948
## Bowling Green State University 1213 7452 3352
## California Polytechnic-San Luis 1404 7380 4877
## California State University at Fresno 1254 7706 4368
## Castleton State College 294 7656 4690
## Central Connecticut State University 3881 5962 4444
## Central Missouri State University 1596 4620 3288
## Central Washington University 898 7242 3603
## Christopher Newport University 1749 7860 4750
## Clemson University 770 8116 3610
## Clinch Valley Coll. of the Univ. of Virginia 422 7168 3689
## College of Charleston 1200 6120 3460
## College of William and Mary 134 11720 4298
## Colorado State University 1829 8412 4180
## Delta State University 538 4528 1880
## Dickinson State University 237 4486 2146
## East Carolina University 1687 7248 3240
## East Tennessee State University 2640 5800 3000
## Eastern Connecticut State University 1531 5962 4316
## Eastern Illinois University 845 5710 3066
## Emporia State University 588 5401 3144
## Evergreen State College 363 6297 4600
## Fayetteville State University 617 6806 2550
## Florida International University 9310 6597 2494
## Florida State University 3242 6680 4060
## Fort Lewis College 486 6198 3320
## Francis Marion University 436 5840 3138
## George Mason University 3822 10800 4840
## Georgia Institute of Technology 654 6489 4438
## Georgia State University 9054 6744 2655
## Grand Valley State University 2619 6108 3800
## Illinois State University 1823 7799 3403
## Indiana State University 1949 6892 3706
## Indiana University at Bloomington 2717 9766 3990
## Iowa State University 1715 7550 3224
## James Madison University 742 7994 4544
## Jersey City State College 1394 3946 4800
## Johnson State College 345 7656 4690
## Kansas State University 2246 6995 3120
## Keene State College 776 7870 4157
## Lamar University 4058 4752 3040
## Lander University 341 4938 2987
## Lincoln University 33 4818 3400
## Lock Haven University of Pennsylvania 325 7352 3620
## Longwood College 118 7920 3962
## Louisiana State University at Baton Rouge 3757 5925 2980
## Louisiana Tech University 1822 3957 2325
## Lyndon State College 150 7320 4640
## Mankato State University 1792 4300 2643
## Mary Washington College 736 6490 4942
## Mayville State University 58 4486 2516
## Mesa State College 911 5016 3798
## Miami University at Oxford 807 8856 3960
## Michigan State University 4120 10658 3734
## Michigan Technological University 414 8127 3978
## Millersville University of Penn. 1532 7844 3830
## Mississippi State University 1621 9866 3084
## Mississippi University for Women 1014 4386 2217
## Missouri Southern State College 2200 3840 2852
## Montana College of Mineral Sci. & Tech. 416 6073 3400
## Montana State University 993 5552 3710
## Montclair State University 3186 3648 4834
## Moorhead State University 1075 4426 2664
## Murray State University 955 4738 3110
## New Jersey Institute of Technology 1646 8832 5376
## New Mexico Institute of Mining and Tech. 411 5376 3214
## North Adams State College 136 5542 4330
## North Carolina A. & T. State University 871 6806 1780
## North Carolina State University at Raleigh 5481 8400 6540
## North Dakota State University 1128 5834 2744
## Northeast Missouri State University 266 4856 3416
## Northern Arizona University 2682 6746 3728
## Northern Illinois University 1979 7799 3296
## Northwest Missouri State University 472 3735 3136
## Oakland University 3982 9114 4030
## Ohio University 1310 7629 4095
## Oklahoma State University 1658 5336 3344
## Pembroke State University 529 6360 2760
## Pennsylvania State Univ. Main Campus 2025 10645 4060
## Peru State College 457 2580 2624
## Prairie View A. and M. University 448 4290 3500
## Purdue University at West Lafayette 4065 9556 3990
## Radford University 472 6684 4110
## Ramapo College of New Jersey 1938 4449 4860
## Rowan College of New Jersey 3942 4356 4830
## Rutgers at New Brunswick 3712 7410 4748
## Rutgers State University at Camden 1300 7411 4748
## Rutgers State University at Newark 1886 7410 4748
## Saint Cloud State University 2206 4259 2625
## Salisbury State University 1027 5130 4690
## San Diego State University 5550 8384 5110
## Shippensburg University of Penn. 300 7844 3504
## South Dakota State University 1103 3811 2190
## Southeast Missouri State University 1246 4680 3540
## Southeastern Oklahoma State Univ. 651 3738 2619
## Southern Illinois University at Edwardsville 2550 5472 3598
## Southwest Missouri State University 3374 4740 2590
## Southwest State University 546 4285 2750
## St. Mary's College of Maryland 209 6800 4730
## Stockton College of New Jersey 765 3040 4351
## SUNY at Albany 1231 6550 4355
## SUNY at Binghamton 671 6550 4598
## SUNY at Buffalo 3124 6550 4731
## SUNY at Stony Brook 1351 6550 4712
## SUNY College at Brockport 1363 6550 4460
## SUNY College at Oswego 869 6550 4810
## SUNY College at Buffalo 2091 6550 4040
## SUNY College at Cortland 346 6550 4680
## SUNY College at Fredonia 298 6550 4420
## SUNY College at Geneseo 146 6550 4170
## SUNY College at New Paltz 1478 6550 4240
## SUNY College at Plattsburgh 475 6550 4176
## SUNY College at Potsdam 234 6840 4660
## SUNY College at Purchase 1441 6550 4760
## Texas A&M Univ. at College Station 2798 5130 3412
## Texas A&M University at Galveston 134 4860 3122
## Texas Southern University 3101 7860 3360
## The Citadel 292 7070 2439
## Trenton State College 902 5391 5411
## Univ. of Wisconsin at OshKosh 1472 6874 2394
## University of Alabama at Birmingham 4698 4440 5175
## University of Arkansas at Fayetteville 1530 5028 3300
## University of California at Berkeley 2061 11648 6246
## University of California at Irvine 864 12024 5302
## University of Central Florida 7152 6618 4234
## University of Cincinnati 2011 8907 4697
## University of Connecticut at Storrs 1660 11656 5072
## University of Florida 3286 7090 4180
## University of Georgia 2748 5697 3600
## University of Hawaii at Manoa 2411 4460 3038
## University of Illinois - Urbana 911 7560 4574
## University of Illinois at Chicago 2916 7230 5088
## University of Kansas 1673 6994 3384
## University of Louisville 6198 6540 3600
## University of Maine at Farmington 344 6810 3970
## University of Maine at Machias 317 6600 3680
## University of Maine at Presque Isle 503 6600 3630
## University of Maryland at Baltimore County 2592 8594 4408
## University of Maryland at College Park 3991 8723 5146
## University of Massachusetts at Amherst 1940 8566 3897
## University of Massachusetts at Dartmouth 1630 6919 4500
## University of Michigan at Ann Arbor 1339 15732 4659
## University of Minnesota at Duluth 1254 8828 3474
## University of Minnesota at Morris 154 9843 3180
## University of Minnesota Twin Cities 21836 8949 3744
## University of Mississippi 804 4916 3810
## University of Missouri at Columbia 1583 9057 3485
## University of Missouri at Rolla 561 9057 3600
## University of Missouri at Saint Louis 4552 7246 3964
## University of Montevallo 331 4440 3030
## University of Nebraska at Lincoln 3171 5595 3145
## University of New Hampshire 1338 11180 3862
## University of North Carolina at Asheville 1078 5972 3420
## University of North Carolina at Chapel Hill 1100 8400 4200
## University of North Carolina at Charlotte 3255 7248 3109
## University of North Carolina at Greensboro 1847 8677 3505
## University of North Carolina at Wilmington 1145 7558 3680
## University of North Dakota 1435 5634 2703
## University of North Florida 3588 6634 4360
## University of North Texas 5134 4104 3579
## University of Northern Colorado 1498 7731 4128
## University of Northern Iowa 1448 6197 2930
## University of Oklahoma 2582 5173 3526
## University of Oregon 1605 10602 3660
## University of Pittsburgh-Main Campus 4289 10786 4560
## University of Rhode Island 2456 10330 5558
## University of Sci. and Arts of Oklahoma 473 3687 1920
## University of South Carolina at Aiken 1412 5800 3066
## University of South Carolina at Columbia 3661 8074 3522
## University of South Florida 10962 6760 3776
## University of Southern Colorado 675 7100 4380
## University of Southern Indiana 2973 4973 3192
## University of Southern Mississippi 1387 4652 2470
## University of Tennessee at Knoxville 3237 5764 3262
## University of Texas at Arlington 8431 4422 2780
## University of Texas at Austin 5189 5130 3309
## University of Texas at San Antonio 5457 4104 5376
## University of Utah 8374 6857 3975
## University of Vermont 1674 15516 4928
## University of Virginia 114 12212 3792
## University of Washington 4582 8199 4218
## University of West Florida 2477 6172 3994
## University of Wisconsin-Stout 579 6704 2592
## University of Wisconsin-Superior 417 7032 2780
## University of Wisconsin-Whitewater 1552 6950 2500
## University of Wisconsin at Green Bay 1347 6900 2800
## University of Wisconsin at Madison 2200 9096 4290
## University of Wisconsin at Milwaukee 7443 8786 2964
## University of Wyoming 1488 5988 3422
## Valley City State University 189 4286 2570
## Virginia Commonwealth University 5065 10217 4182
## Virginia State University 338 5587 4845
## Virginia Tech 604 10260 3176
## Washington State University 1344 8200 4210
## Wayne State College 474 2700 2660
## West Chester University of Penn. 1904 7844 4108
## West Liberty State College 227 4470 2890
## Western Carolina University 706 6390 2380
## Western Michigan University 4278 6940 4100
## Western State College of Colorado 146 5918 3755
## Western Washington University 506 8124 4144
## Westfield State College 941 5542 3788
## Westmont College 9 14320 5304
## Winona State University 872 4200 2700
## Winthrop University 670 6400 3392
## Worcester State College 2029 6797 3900
## Books Personal PhD Terminal
## Angelo State University 500 2000 60 62
## Appalachian State University 96 2000 83 96
## Arizona State University Main campus 700 2100 88 93
## Arkansas Tech University 450 1000 57 60
## Auburn University-Main Campus 600 1908 85 91
## Bemidji State University 660 1800 57 62
## Bloomsburg Univ. of Pennsylvania 500 1680 66 68
## Bowling Green State University 600 1700 81 89
## California Polytechnic-San Luis 612 2091 72 81
## California State University at Fresno 600 1926 90 90
## Castleton State College 400 700 89 91
## Central Connecticut State University 500 985 69 73
## Central Missouri State University 300 2250 69 80
## Central Washington University 654 1416 67 89
## Christopher Newport University 525 1889 80 82
## Clemson University 800 1618 82 88
## Clinch Valley Coll. of the Univ. of Virginia 600 1900 67 67
## College of Charleston 666 2316 73 78
## College of William and Mary 600 800 89 92
## Colorado State University 470 1800 87 89
## Delta State University 500 1200 49 63
## Dickinson State University 600 2000 50 64
## East Carolina University 500 1700 74 78
## East Tennessee State University 600 2200 73 75
## Eastern Connecticut State University 650 500 71 76
## Eastern Illinois University 120 1730 62 71
## Emporia State University 450 1888 72 75
## Evergreen State College 600 1323 75 78
## Fayetteville State University 350 766 75 75
## Florida International University 800 3028 81 96
## Florida State University 600 1020 80 89
## Fort Lewis College 500 2500 89 97
## Francis Marion University 400 2430 76 76
## George Mason University 580 1050 93 96
## Georgia Institute of Technology 795 1164 92 92
## Georgia State University 720 3450 87 89
## Grand Valley State University 500 1000 64 66
## Illinois State University 537 2605 77 84
## Indiana State University 600 2500 72 76
## Indiana University at Bloomington 600 2000 77 88
## Iowa State University 640 2055 81 88
## James Madison University 500 732 77 81
## Jersey City State College 400 1500 63 67
## Johnson State College 500 624 80 91
## Kansas State University 600 2000 76 86
## Keene State College 500 1150 73 73
## Lamar University 508 1463 48 82
## Lander University 528 1702 67 77
## Lincoln University 350 1400 71 72
## Lock Haven University of Pennsylvania 225 500 47 55
## Longwood College 550 2200 74 80
## Louisiana State University at Baton Rouge 600 2242 83 87
## Louisiana Tech University 618 1656 66 77
## Lyndon State College 500 600 48 65
## Mankato State University 450 1660 57 68
## Mary Washington College 650 2102 75 80
## Mayville State University 600 1900 68 68
## Mesa State College 540 2256 48 48
## Miami University at Oxford 500 1382 81 89
## Michigan State University 504 600 93 95
## Michigan Technological University 900 1200 82 82
## Millersville University of Penn. 450 1258 72 74
## Mississippi State University 480 1479 77 77
## Mississippi University for Women 600 1500 49 54
## Missouri Southern State College 200 400 52 54
## Montana College of Mineral Sci. & Tech. 550 1400 71 71
## Montana State University 550 2300 75 83
## Montclair State University 700 950 82 87
## Moorhead State University 600 1000 76 81
## Murray State University 700 940 72 76
## New Jersey Institute of Technology 700 1850 92 98
## New Mexico Institute of Mining and Tech. 600 1100 99 100
## North Adams State College 500 1000 65 71
## North Carolina A. & T. State University 600 1651 72 72
## North Carolina State University at Raleigh 600 1300 92 98
## North Dakota State University 600 2000 79 83
## Northeast Missouri State University 400 1100 69 72
## Northern Arizona University 620 2342 78 83
## Northern Illinois University 470 1750 73 78
## Northwest Missouri State University 250 1630 62 65
## Oakland University 400 650 88 90
## Ohio University 550 2300 79 87
## Oklahoma State University 800 3100 84 92
## Pembroke State University 550 1498 77 77
## Pennsylvania State Univ. Main Campus 512 2394 77 96
## Peru State College 500 900 48 100
## Prairie View A. and M. University 598 1582 55 93
## Purdue University at West Lafayette 570 1060 86 86
## Radford University 500 900 73 83
## Ramapo College of New Jersey 600 1655 74 95
## Rowan College of New Jersey 800 800 76 81
## Rutgers at New Brunswick 690 2009 90 95
## Rutgers State University at Camden 690 2009 90 95
## Rutgers State University at Newark 690 2009 90 95
## Saint Cloud State University 350 1884 70 75
## Salisbury State University 600 1450 73 75
## San Diego State University 612 2400 87 93
## Shippensburg University of Penn. 450 1700 80 83
## South Dakota State University 500 1970 62 65
## Southeast Missouri State University 200 2150 75 76
## Southeastern Oklahoma State Univ. 450 1022 55 59
## Southern Illinois University at Edwardsville 221 2216 76 81
## Southwest Missouri State University 500 1360 70 75
## Southwest State University 600 1800 58 75
## St. Mary's College of Maryland 675 1250 84 89
## Stockton College of New Jersey 711 1125 78 92
## SUNY at Albany 700 1560 93 96
## SUNY at Binghamton 700 1000 83 100
## SUNY at Buffalo 708 957 90 97
## SUNY at Stony Brook 600 1200 91 96
## SUNY College at Brockport 500 705 79 83
## SUNY College at Oswego 500 1500 69 85
## SUNY College at Buffalo 550 1230 71 78
## SUNY College at Cortland 630 1274 82 85
## SUNY College at Fredonia 620 1481 82 90
## SUNY College at Geneseo 600 650 79 84
## SUNY College at New Paltz 550 1500 85 93
## SUNY College at Plattsburgh 600 1380 80 90
## SUNY College at Potsdam 500 1000 71 75
## SUNY College at Purchase 1125 1362 80 100
## Texas A&M Univ. at College Station 600 2144 89 91
## Texas A&M University at Galveston 600 650 103 88
## Texas Southern University 600 1700 65 75
## The Citadel 400 779 95 94
## Trenton State College 700 1000 81 87
## Univ. of Wisconsin at OshKosh 518 1890 73 78
## University of Alabama at Birmingham 750 2200 96 96
## University of Arkansas at Fayetteville 500 2000 73 89
## University of California at Berkeley 636 1933 93 97
## University of California at Irvine 790 1818 96 96
## University of Central Florida 700 1600 80 98
## University of Cincinnati 556 1851 89 95
## University of Connecticut at Storrs 700 2300 89 95
## University of Florida 630 1530 88 97
## University of Georgia 525 1755 88 95
## University of Hawaii at Manoa 687 1281 85 87
## University of Illinois - Urbana 500 1982 87 90
## University of Illinois at Chicago 630 3228 82 84
## University of Kansas 700 2681 88 94
## University of Louisville 530 2440 84 92
## University of Maine at Farmington 450 1647 67 75
## University of Maine at Machias 600 400 46 46
## University of Maine at Presque Isle 400 1675 67 67
## University of Maryland at Baltimore County 494 2768 82 88
## University of Maryland at College Park 550 1550 89 92
## University of Massachusetts at Amherst 500 1400 88 92
## University of Massachusetts at Dartmouth 500 1250 74 90
## University of Michigan at Ann Arbor 476 1600 90 98
## University of Minnesota at Duluth 753 2610 79 91
## University of Minnesota at Morris 600 1500 74 78
## University of Minnesota Twin Cities 714 2910 88 90
## University of Mississippi 600 550 81 86
## University of Missouri at Columbia 600 1983 87 87
## University of Missouri at Rolla 700 1435 88 88
## University of Missouri at Saint Louis 500 4288 71 73
## University of Montevallo 300 600 72 72
## University of Nebraska at Lincoln 500 2070 86 92
## University of New Hampshire 650 2450 89 87
## University of North Carolina at Asheville 600 750 77 83
## University of North Carolina at Chapel Hill 550 1200 88 93
## University of North Carolina at Charlotte 600 1900 79 91
## University of North Carolina at Greensboro 600 1300 75 94
## University of North Carolina at Wilmington 500 1500 82 85
## University of North Dakota 450 1200 97 97
## University of North Florida 600 2604 82 85
## University of North Texas 450 1700 86 94
## University of Northern Colorado 540 2286 75 75
## University of Northern Iowa 595 2380 78 82
## University of Oklahoma 765 3176 86 90
## University of Oregon 570 1530 79 87
## University of Pittsburgh-Main Campus 400 900 93 93
## University of Rhode Island 500 1250 84 89
## University of Sci. and Arts of Oklahoma 600 1800 67 77
## University of South Carolina at Aiken 500 1500 62 62
## University of South Carolina at Columbia 495 2941 84 88
## University of South Florida 500 2180 84 89
## University of Southern Colorado 540 2948 63 88
## University of Southern Indiana 500 1425 56 65
## University of Southern Mississippi 500 500 78 99
## University of Tennessee at Knoxville 750 3300 86 92
## University of Texas at Arlington 500 2850 73 73
## University of Texas at Austin 650 3140 91 99
## University of Texas at San Antonio 452 1200 94 100
## University of Utah 858 3093 89 93
## University of Vermont 500 990 87 90
## University of Virginia 500 1000 90 92
## University of Washington 708 2172 96 94
## University of West Florida 541 1387 83 87
## University of Wisconsin-Stout 376 1750 78 78
## University of Wisconsin-Superior 550 1960 75 81
## University of Wisconsin-Whitewater 300 1200 90 95
## University of Wisconsin at Green Bay 475 1200 81 89
## University of Wisconsin at Madison 535 1545 93 96
## University of Wisconsin at Milwaukee 570 1980 79 87
## University of Wyoming 600 1500 91 94
## Valley City State University 600 2000 39 41
## Virginia Commonwealth University 500 3630 81 87
## Virginia State University 500 600 61 63
## Virginia Tech 740 2200 85 89
## Washington State University 800 2719 84 87
## Wayne State College 540 1660 60 68
## West Chester University of Penn. 400 2000 76 79
## West Liberty State College 600 1210 33 33
## Western Carolina University 110 1622 67 78
## Western Michigan University 500 1700 80 84
## Western State College of Colorado 500 2050 76 79
## Western Washington University 639 2385 83 89
## Westfield State College 500 1300 75 79
## Westmont College 490 1410 77 77
## Winona State University 300 1200 53 60
## Winthrop University 580 2150 71 80
## Worcester State College 500 1200 60 60
## S.F.Ratio perc.alumni Expend
## Angelo State University 23.1 5 4010
## Appalachian State University 18.3 14 5854
## Arizona State University Main campus 18.9 5 4602
## Arkansas Tech University 19.6 5 4739
## Auburn University-Main Campus 16.7 18 6642
## Bemidji State University 19.6 16 3752
## Bloomsburg Univ. of Pennsylvania 18.0 19 7041
## Bowling Green State University 21.1 14 6918
## California Polytechnic-San Luis 19.8 13 8453
## California State University at Fresno 21.2 8 7268
## Castleton State College 14.7 8 6318
## Central Connecticut State University 16.7 4 4900
## Central Missouri State University 19.7 4 5501
## Central Washington University 18.1 0 6413
## Christopher Newport University 21.2 16 4639
## Clemson University 18.0 17 7597
## Clinch Valley Coll. of the Univ. of Virginia 18.1 9 4417
## College of Charleston 17.2 18 4776
## College of William and Mary 12.1 31 9534
## Colorado State University 19.2 10 7850
## Delta State University 17.1 16 5113
## Dickinson State University 16.5 28 4525
## East Carolina University 13.2 18 9002
## East Tennessee State University 14.0 9 9825
## Eastern Connecticut State University 16.9 14 5719
## Eastern Illinois University 16.2 5 5682
## Emporia State University 19.3 4 5527
## Evergreen State College 18.1 14 8355
## Fayetteville State University 15.1 10 6972
## Florida International University 13.9 20 6722
## Florida State University 23.1 15 7250
## Fort Lewis College 19.1 6 4362
## Francis Marion University 19.1 8 5039
## George Mason University 19.3 7 6751
## Georgia Institute of Technology 19.3 33 11271
## Georgia State University 19.0 10 7762
## Grand Valley State University 20.6 9 5063
## Illinois State University 21.0 16 5569
## Indiana State University 16.6 8 6996
## Indiana University at Bloomington 21.3 24 8686
## Iowa State University 19.2 22 8420
## James Madison University 17.9 29 5212
## Jersey City State College 14.9 10 8367
## Johnson State College 14.4 15 6564
## Kansas State University 18.5 22 6122
## Keene State College 16.1 13 6195
## Lamar University 18.4 12 5879
## Lander University 17.0 11 6119
## Lincoln University 12.6 8 10912
## Lock Haven University of Pennsylvania 16.1 14 6374
## Longwood College 18.4 23 5553
## Louisiana State University at Baton Rouge 15.9 11 6741
## Louisiana Tech University 20.0 13 4546
## Lyndon State College 12.6 15 7114
## Mankato State University 19.0 11 5801
## Mary Washington College 17.6 30 5358
## Mayville State University 15.7 11 6971
## Mesa State College 28.8 12 3871
## Miami University at Oxford 17.6 20 7846
## Michigan State University 14.0 9 10520
## Michigan Technological University 17.0 25 7473
## Millersville University of Penn. 16.8 20 7832
## Mississippi State University 15.9 20 6223
## Mississippi University for Women 15.8 8 5704
## Missouri Southern State College 20.3 9 4172
## Montana College of Mineral Sci. & Tech. 16.4 31 6112
## Montana State University 17.6 8 6324
## Montclair State University 21.5 9 6717
## Moorhead State University 18.1 19 4795
## Murray State University 20.2 27 5972
## New Jersey Institute of Technology 13.5 19 12529
## New Mexico Institute of Mining and Tech. 13.7 11 9241
## North Adams State College 14.2 17 6562
## North Carolina A. & T. State University 16.7 9 7090
## North Carolina State University at Raleigh 17.5 21 9670
## North Dakota State University 17.0 24 6310
## Northeast Missouri State University 15.7 13 6601
## Northern Arizona University 21.7 7 6157
## Northern Illinois University 17.3 11 6086
## Northwest Missouri State University 21.7 23 5284
## Oakland University 19.7 13 6637
## Ohio University 20.4 13 8811
## Oklahoma State University 15.3 14 6433
## Pembroke State University 15.0 5 6443
## Pennsylvania State Univ. Main Campus 18.1 19 8992
## Peru State College 20.1 24 4870
## Prairie View A. and M. University 19.4 1 5967
## Purdue University at West Lafayette 18.2 15 8604
## Radford University 19.6 9 4519
## Ramapo College of New Jersey 17.8 8 7333
## Rowan College of New Jersey 22.1 6 7252
## Rutgers at New Brunswick 19.5 19 10474
## Rutgers State University at Camden 18.6 12 10134
## Rutgers State University at Newark 17.4 16 11878
## Saint Cloud State University 18.9 10 4629
## Salisbury State University 17.9 18 5125
## San Diego State University 19.5 7 7930
## Shippensburg University of Penn. 18.8 13 6719
## South Dakota State University 15.0 29 5084
## Southeast Missouri State University 17.1 8 5916
## Southeastern Oklahoma State Univ. 19.6 9 4444
## Southern Illinois University at Edwardsville 16.5 8 7498
## Southwest Missouri State University 19.9 11 4632
## Southwest State University 16.5 31 6591
## St. Mary's College of Maryland 11.6 23 10357
## Stockton College of New Jersey 19.5 7 5599
## SUNY at Albany 17.4 16 9075
## SUNY at Binghamton 18.0 15 8055
## SUNY at Buffalo 13.6 15 11177
## SUNY at Stony Brook 10.5 7 13705
## SUNY College at Brockport 19.0 14 6632
## SUNY College at Oswego 22.0 21 5280
## SUNY College at Buffalo 18.7 12 7511
## SUNY College at Cortland 17.8 17 5563
## SUNY College at Fredonia 16.3 10 6442
## SUNY College at Geneseo 19.1 25 5716
## SUNY College at New Paltz 15.3 8 6608
## SUNY College at Plattsburgh 17.9 16 6174
## SUNY College at Potsdam 15.1 17 6436
## SUNY College at Purchase 14.9 8 8170
## Texas A&M Univ. at College Station 23.1 29 8471
## Texas A&M University at Galveston 17.4 16 6415
## Texas Southern University 18.2 21 3605
## The Citadel 17.1 17 7744
## Trenton State College 14.4 6 8504
## Univ. of Wisconsin at OshKosh 19.2 14 5901
## University of Alabama at Birmingham 6.7 16 16352
## University of Arkansas at Fayetteville 14.8 10 6820
## University of California at Berkeley 15.8 10 13919
## University of California at Irvine 16.1 11 15934
## University of Central Florida 22.2 9 6742
## University of Cincinnati 10.8 6 13889
## University of Connecticut at Storrs 16.0 16 10178
## University of Florida 13.4 20 14737
## University of Georgia 14.7 22 7881
## University of Hawaii at Manoa 11.8 6 12833
## University of Illinois - Urbana 17.4 13 8559
## University of Illinois at Chicago 10.0 6 13883
## University of Kansas 13.7 17 9657
## University of Louisville 11.1 24 10207
## University of Maine at Farmington 15.9 26 5712
## University of Maine at Machias 15.1 4 5935
## University of Maine at Presque Isle 15.2 11 6408
## University of Maryland at Baltimore County 18.4 6 7618
## University of Maryland at College Park 18.1 12 9021
## University of Massachusetts at Amherst 16.7 15 10276
## University of Massachusetts at Dartmouth 15.0 20 7462
## University of Michigan at Ann Arbor 11.5 26 14847
## University of Minnesota at Duluth 19.0 11 6393
## University of Minnesota at Morris 14.6 16 6716
## University of Minnesota Twin Cities 12.2 37 16122
## University of Mississippi 20.3 14 6971
## University of Missouri at Columbia 12.7 15 10145
## University of Missouri at Rolla 14.4 23 9699
## University of Missouri at Saint Louis 13.4 15 6433
## University of Montevallo 18.9 8 5883
## University of Nebraska at Lincoln 15.1 48 6813
## University of New Hampshire 17.5 16 7855
## University of North Carolina at Asheville 13.0 11 7011
## University of North Carolina at Chapel Hill 8.9 23 15893
## University of North Carolina at Charlotte 16.8 7 6227
## University of North Carolina at Greensboro 15.5 17 7392
## University of North Carolina at Wilmington 19.1 15 6005
## University of North Dakota 15.9 16 9424
## University of North Florida 17.8 14 6104
## University of North Texas 22.6 6 5657
## University of Northern Colorado 21.5 8 6309
## University of Northern Iowa 16.3 26 6333
## University of Oklahoma 11.5 11 10244
## University of Oregon 19.7 13 8020
## University of Pittsburgh-Main Campus 7.8 10 13789
## University of Rhode Island 16.6 7 9158
## University of Sci. and Arts of Oklahoma 23.6 3 3864
## University of South Carolina at Aiken 14.8 3 5035
## University of South Carolina at Columbia 16.9 18 8246
## University of South Florida 17.0 7 11020
## University of Southern Colorado 19.4 0 5389
## University of Southern Indiana 22.0 21 4078
## University of Southern Mississippi 18.7 23 5917
## University of Tennessee at Knoxville 16.5 22 8612
## University of Texas at Arlington 21.0 4 4696
## University of Texas at Austin 19.7 11 7837
## University of Texas at San Antonio 25.3 3 4329
## University of Utah 12.8 9 9275
## University of Vermont 9.9 10 12646
## University of Virginia 9.5 22 13597
## University of Washington 9.0 10 16527
## University of West Florida 23.4 12 8488
## University of Wisconsin-Stout 21.0 17 6254
## University of Wisconsin-Superior 15.2 15 6490
## University of Wisconsin-Whitewater 23.1 16 5559
## University of Wisconsin at Green Bay 22.2 1 5968
## University of Wisconsin at Madison 11.5 20 11006
## University of Wisconsin at Milwaukee 15.9 8 8094
## University of Wyoming 15.1 13 8745
## Valley City State University 14.9 25 4958
## Virginia Commonwealth University 8.7 11 11183
## Virginia State University 16.0 11 5733
## Virginia Tech 13.8 20 8944
## Washington State University 16.9 30 10912
## Wayne State College 20.3 29 4550
## West Chester University of Penn. 15.3 16 6773
## West Liberty State College 16.3 10 4249
## Western Carolina University 14.6 9 6554
## Western Michigan University 24.7 11 5983
## Western State College of Colorado 19.4 4 4599
## Western Washington University 22.7 10 7203
## Westfield State College 15.7 20 4222
## Westmont College 14.9 17 8837
## Winona State University 20.2 18 5318
## Winthrop University 12.8 26 6729
## Worcester State College 21.0 14 4469
## Grad.Rate ratio
## Angelo State University 34 0.5652542
## Appalachian State University 70 0.6377684
## Arizona State University Main campus 48 0.8047467
## Arkansas Tech University 48 0.9971165
## Auburn University-Main Campus 69 0.8997085
## Bemidji State University 46 0.7259934
## Bloomsburg Univ. of Pennsylvania 75 0.4470692
## Bowling Green State University 67 0.7926711
## California Polytechnic-San Luis 59 0.4886698
## California State University at Fresno 61 0.7255507
## Castleton State College 79 0.7478123
## Central Connecticut State University 49 0.6089466
## Central Missouri State University 50 0.8760949
## Central Washington University 51 0.7220826
## Christopher Newport University 48 0.8674972
## Clemson University 73 0.6518289
## Clinch Valley Coll. of the Univ. of Virginia 46 0.8142235
## College of Charleston 51 0.6580050
## College of William and Mary 93 0.4364198
## Colorado State University 59 0.6659633
## Delta State University 58 0.9772492
## Dickinson State University 46 0.9493088
## East Carolina University 58 0.6860039
## East Tennessee State University 42 0.8198198
## Eastern Connecticut State University 50 0.6873849
## Eastern Illinois University 76 0.7598714
## Emporia State University 50 1.0000000
## Evergreen State College 68 0.6113270
## Fayetteville State University 24 0.7312715
## Florida International University 66 0.6288566
## Florida State University 58 0.7452579
## Fort Lewis College 46 0.8206395
## Francis Marion University 43 0.9189339
## George Mason University 46 0.7652574
## Georgia Institute of Technology 70 0.5776445
## Georgia State University 34 0.6171896
## Grand Valley State University 57 0.7525653
## Illinois State University 54 0.7712245
## Indiana State University 40 0.8413147
## Indiana University at Bloomington 68 0.7983963
## Iowa State University 65 0.8809778
## James Madison University 98 0.4709080
## Jersey City State College 26 0.4812310
## Johnson State College 36 0.8031212
## Kansas State University 54 0.6930272
## Keene State College 61 0.7837232
## Lamar University 26 0.7384418
## Lander University 51 0.8653516
## Lincoln University 45 0.6572289
## Lock Haven University of Pennsylvania 63 0.6204482
## Longwood College 62 0.6807426
## Louisiana State University at Baton Rouge 37 0.8327218
## Louisiana Tech University 45 0.8944514
## Lyndon State College 51 0.9383178
## Mankato State University 68 0.8695086
## Mary Washington College 84 0.5006897
## Mayville State University 51 1.0000000
## Mesa State College 59 0.9191919
## Miami University at Oxford 85 0.8429484
## Michigan State University 71 0.8333885
## Michigan Technological University 65 0.8739496
## Millersville University of Penn. 71 0.5115621
## Mississippi State University 53 0.7701528
## Mississippi University for Women 63 0.8437500
## Missouri Southern State College 100 0.8413706
## Montana College of Mineral Sci. & Tech. 74 0.9510490
## Montana State University 37 0.8102857
## Montclair State University 58 0.4076628
## Moorhead State University 60 0.8861589
## Murray State University 52 0.8584270
## New Jersey Institute of Technology 72 0.6471527
## New Mexico Institute of Mining and Tech. 34 0.7636595
## North Adams State College 57 0.6429942
## North Carolina A. & T. State University 44 0.6423373
## North Carolina State University at Raleigh 62 0.6642844
## North Dakota State University 42 0.7739218
## Northeast Missouri State University 76 0.7577815
## Northern Arizona University 41 0.8370396
## Northern Illinois University 56 0.6742948
## Northwest Missouri State University 54 0.9289117
## Oakland University 53 0.8487340
## Ohio University 64 0.7527896
## Oklahoma State University 48 0.8653251
## Pembroke State University 48 0.8199153
## Pennsylvania State Univ. Main Campus 63 0.5355423
## Peru State College 44 0.7146933
## Prairie View A. and M. University 35 0.9288981
## Purdue University at West Lafayette 67 0.8596588
## Radford University 62 0.8582953
## Ramapo College of New Jersey 47 0.4583333
## Rowan College of New Jersey 51 0.3746073
## Rutgers at New Brunswick 77 0.5474695
## Rutgers State University at Camden 57 0.5204991
## Rutgers State University at Newark 58 0.4649957
## Saint Cloud State University 58 0.8325359
## Salisbury State University 56 0.5431689
## San Diego State University 41 0.7466496
## Shippensburg University of Penn. 72 0.5639395
## South Dakota State University 67 0.9223370
## Southeast Missouri State University 45 0.8198159
## Southeastern Oklahoma State Univ. 53 0.8557457
## Southern Illinois University at Edwardsville 43 0.8641732
## Southwest Missouri State University 56 0.8587774
## Southwest State University 51 0.8958930
## St. Mary's College of Maryland 63 0.5186567
## Stockton College of New Jersey 64 0.3928838
## SUNY at Albany 74 0.6799231
## SUNY at Binghamton 80 0.4263293
## SUNY at Buffalo 56 0.6415985
## SUNY at Stony Brook 57 0.5569853
## SUNY College at Brockport 49 0.4886208
## SUNY College at Oswego 63 0.5695000
## SUNY College at Buffalo 42 0.6609628
## SUNY College at Cortland 53 0.4461207
## SUNY College at Fredonia 66 0.5737133
## SUNY College at Geneseo 76 0.5305885
## SUNY College at New Paltz 53 0.4296940
## SUNY College at Plattsburgh 65 0.6457019
## SUNY College at Potsdam 59 0.7266667
## SUNY College at Purchase 46 0.5965078
## Texas A&M Univ. at College Station 69 0.7267514
## Texas A&M University at Galveston 43 0.9092628
## Texas Southern University 10 0.7468354
## The Citadel 84 0.8280000
## Trenton State College 81 0.4585482
## Univ. of Wisconsin at OshKosh 56 0.6041667
## University of Alabama at Birmingham 33 0.7011686
## University of Arkansas at Fayetteville 39 0.9607419
## University of California at Berkeley 78 0.4152368
## University of California at Irvine 66 0.6863932
## University of Central Florida 46 0.4235614
## University of Cincinnati 54 0.8100656
## University of Connecticut at Storrs 71 0.7382640
## University of Florida 66 0.7100040
## University of Georgia 63 0.7015152
## University of Hawaii at Manoa 54 0.7270950
## University of Illinois - Urbana 81 0.7799719
## University of Illinois at Chicago 34 0.6830868
## University of Kansas 57 0.6482107
## University of Louisville 31 0.6399414
## University of Maine at Farmington 59 0.6647351
## University of Maine at Machias 64 0.8367347
## University of Maine at Presque Isle 35 0.8264642
## University of Maryland at Baltimore County 55 0.6076364
## University of Maryland at College Park 63 0.7217324
## University of Massachusetts at Amherst 68 0.8598144
## University of Massachusetts at Dartmouth 56 0.7759187
## University of Michigan at Ann Arbor 87 0.6756475
## University of Minnesota at Duluth 53 0.7457061
## University of Minnesota at Morris 51 0.5994513
## University of Minnesota Twin Cities 45 0.5787045
## University of Mississippi 53 0.8800728
## University of Missouri at Columbia 58 0.7053544
## University of Missouri at Rolla 49 0.9728290
## University of Missouri at Saint Louis 48 0.7051916
## University of Montevallo 51 0.6602517
## University of Nebraska at Lincoln 53 0.9563486
## University of New Hampshire 75 0.7835897
## University of North Carolina at Asheville 37 0.5571998
## University of North Carolina at Chapel Hill 83 0.4100438
## University of North Carolina at Charlotte 62 0.7652938
## University of North Carolina at Greensboro 53 0.7963783
## University of North Carolina at Wilmington 55 0.6351507
## University of North Dakota 49 0.8098668
## University of North Florida 47 0.6961111
## University of North Texas 35 0.6195111
## University of Northern Colorado 40 0.7245931
## University of Northern Iowa 77 0.8153958
## University of Oklahoma 44 0.8370230
## University of Oregon 54 0.7799791
## University of Pittsburgh-Main Campus 66 0.7434195
## University of Rhode Island 63 0.8037955
## University of Sci. and Arts of Oklahoma 43 0.9824561
## University of South Carolina at Aiken 48 0.6603774
## University of South Carolina at Columbia 63 0.7558820
## University of South Florida 47 0.6161550
## University of Southern Colorado 36 0.8843683
## University of Southern Indiana 38 0.8965952
## University of Southern Mississippi 45 0.7171930
## University of Tennessee at Knoxville 53 0.7188545
## University of Texas at Arlington 29 0.7799451
## University of Texas at Austin 65 0.6488612
## University of Texas at San Antonio 50 0.7351198
## University of Utah 37 0.8814524
## University of Vermont 79 0.7840271
## University of Virginia 95 0.3397060
## University of Washington 65 0.5510236
## University of West Florida 53 0.8048780
## University of Wisconsin-Stout 65 0.7581951
## University of Wisconsin-Superior 36 1.0000000
## University of Wisconsin-Whitewater 67 0.8452273
## University of Wisconsin at Green Bay 46 0.8048983
## University of Wisconsin at Madison 72 0.7336420
## University of Wisconsin at Milwaukee 38 0.7212052
## University of Wyoming 45 0.7471661
## Valley City State University 40 0.9347826
## Virginia Commonwealth University 45 0.7046141
## Virginia State University 31 0.8144192
## Virginia Tech 73 0.7458630
## Washington State University 56 0.8928135
## Wayne State College 52 1.0000000
## West Chester University of Penn. 52 0.5442941
## West Liberty State College 60 0.9123711
## Western Carolina University 55 0.7813275
## Western Michigan University 55 0.7844442
## Western State College of Colorado 52 0.6006662
## Western Washington University 61 0.6422134
## Westfield State College 65 0.6935484
## Westmont College 87 0.7505263
## Winona State University 58 0.6156391
## Winthrop University 59 0.7780172
## Worcester State College 40 0.6895767#Check normality
data %>% group_by(Private) %>%
shapiro_test(ratio)## # A tibble: 2 × 4
## Private variable statistic p
## <fct> <chr> <dbl> <dbl>
## 1 No ratio 0.980 4.01e- 3
## 2 Yes ratio 0.903 1.76e-18ggqqplot(data, x = "ratio", color = "Private",
ggtheme = theme_minimal())
#The variable is not normally distributed#variance ratio test:
var.test(privates$ratio, publics$ratio, ratio=1, alternative = "two.sided", conf.level = 0.99)##
## F test to compare two variances
##
## data: privates$ratio and publics$ratio
## F = 1.0035, num df = 564, denom df = 211, p-value = 0.9898
## alternative hypothesis: true ratio of variances is not equal to 1
## 99 percent confidence interval:
## 0.7408455 1.3360409
## sample estimates:
## ratio of variances
## 1.003453#The variances are equal# Wilcoxon test
data %>% wilcox_test(ratio ~ Private, conf.level = 0.99)## # A tibble: 1 × 7
## .y. group1 group2 n1 n2 statistic p
## * <chr> <chr> <chr> <int> <int> <dbl> <dbl>
## 1 ratio No Yes 212 565 51070. 0.00155data %>% wilcox_test(ratio ~ Private, alternative = "two.sided", conf.level = 0.99)## # A tibble: 1 × 7
## .y. group1 group2 n1 n2 statistic p
## * <chr> <chr> <chr> <int> <int> <dbl> <dbl>
## 1 ratio No Yes 212 565 51070. 0.00155#According to the Wilcoxon test, true difference in the means of the ratios of private and public universities is not equal to 0 with 99% confidence. Hence, with this confidence level, these two average ratios are significantly differentDATASET: ISLR- Credit
ISLR::Credit## ID Income Limit Rating Cards Age Education Gender Student Married
## 1 1 14.891 3606 283 2 34 11 Male No Yes
## 2 2 106.025 6645 483 3 82 15 Female Yes Yes
## 3 3 104.593 7075 514 4 71 11 Male No No
## 4 4 148.924 9504 681 3 36 11 Female No No
## 5 5 55.882 4897 357 2 68 16 Male No Yes
## 6 6 80.180 8047 569 4 77 10 Male No No
## 7 7 20.996 3388 259 2 37 12 Female No No
## 8 8 71.408 7114 512 2 87 9 Male No No
## 9 9 15.125 3300 266 5 66 13 Female No No
## 10 10 71.061 6819 491 3 41 19 Female Yes Yes
## 11 11 63.095 8117 589 4 30 14 Male No Yes
## 12 12 15.045 1311 138 3 64 16 Male No No
## 13 13 80.616 5308 394 1 57 7 Female No Yes
## 14 14 43.682 6922 511 1 49 9 Male No Yes
## 15 15 19.144 3291 269 2 75 13 Female No No
## 16 16 20.089 2525 200 3 57 15 Female No Yes
## 17 17 53.598 3714 286 3 73 17 Female No Yes
## 18 18 36.496 4378 339 3 69 15 Female No Yes
## 19 19 49.570 6384 448 1 28 9 Female No Yes
## 20 20 42.079 6626 479 2 44 9 Male No No
## 21 21 17.700 2860 235 4 63 16 Female No No
## 22 22 37.348 6378 458 1 72 17 Female No No
## 23 23 20.103 2631 213 3 61 10 Male No Yes
## 24 24 64.027 5179 398 5 48 8 Male No Yes
## 25 25 10.742 1757 156 3 57 15 Female No No
## 26 26 14.090 4323 326 5 25 16 Female No Yes
## 27 27 42.471 3625 289 6 44 12 Female Yes No
## 28 28 32.793 4534 333 2 44 16 Male No No
## 29 29 186.634 13414 949 2 41 14 Female No Yes
## 30 30 26.813 5611 411 4 55 16 Female No No
## 31 31 34.142 5666 413 4 47 5 Female No Yes
## 32 32 28.941 2733 210 5 43 16 Male No Yes
## 33 33 134.181 7838 563 2 48 13 Female No No
## 34 34 31.367 1829 162 4 30 10 Male No Yes
## 35 35 20.150 2646 199 2 25 14 Female No Yes
## 36 36 23.350 2558 220 3 49 12 Female Yes No
## 37 37 62.413 6457 455 2 71 11 Female No Yes
## 38 38 30.007 6481 462 2 69 9 Female No Yes
## 39 39 11.795 3899 300 4 25 10 Female No No
## 40 40 13.647 3461 264 4 47 14 Male No Yes
## 41 41 34.950 3327 253 3 54 14 Female No No
## 42 42 113.659 7659 538 2 66 15 Male Yes Yes
## 43 43 44.158 4763 351 2 66 13 Female No Yes
## 44 44 36.929 6257 445 1 24 14 Female No Yes
## 45 45 31.861 6375 469 3 25 16 Female No Yes
## 46 46 77.380 7569 564 3 50 12 Female No Yes
## 47 47 19.531 5043 376 2 64 16 Female Yes Yes
## 48 48 44.646 4431 320 2 49 15 Male Yes Yes
## 49 49 44.522 2252 205 6 72 15 Male No Yes
## 50 50 43.479 4569 354 4 49 13 Male Yes Yes
## 51 51 36.362 5183 376 3 49 15 Male No Yes
## 52 52 39.705 3969 301 2 27 20 Male No Yes
## 53 53 44.205 5441 394 1 32 12 Male No Yes
## 54 54 16.304 5466 413 4 66 10 Male No Yes
## 55 55 15.333 1499 138 2 47 9 Female No Yes
## 56 56 32.916 1786 154 2 60 8 Female No Yes
## 57 57 57.100 4742 372 7 79 18 Female No Yes
## 58 58 76.273 4779 367 4 65 14 Female No Yes
## 59 59 10.354 3480 281 2 70 17 Male No Yes
## 60 60 51.872 5294 390 4 81 17 Female No No
## 61 61 35.510 5198 364 2 35 20 Female No No
## 62 62 21.238 3089 254 3 59 10 Female No No
## 63 63 30.682 1671 160 2 77 7 Female No No
## 64 64 14.132 2998 251 4 75 17 Male No No
## 65 65 32.164 2937 223 2 79 15 Female No Yes
## 66 66 12.000 4160 320 4 28 14 Female No Yes
## 67 67 113.829 9704 694 4 38 13 Female No Yes
## 68 68 11.187 5099 380 4 69 16 Female No No
## 69 69 27.847 5619 418 2 78 15 Female No Yes
## 70 70 49.502 6819 505 4 55 14 Male No Yes
## 71 71 24.889 3954 318 4 75 12 Male No Yes
## 72 72 58.781 7402 538 2 81 12 Female No Yes
## 73 73 22.939 4923 355 1 47 18 Female No Yes
## 74 74 23.989 4523 338 4 31 15 Male No No
## 75 75 16.103 5390 418 4 45 10 Female No Yes
## 76 76 33.017 3180 224 2 28 16 Male No Yes
## 77 77 30.622 3293 251 1 68 16 Male Yes No
## 78 78 20.936 3254 253 1 30 15 Female No No
## 79 79 110.968 6662 468 3 45 11 Female No Yes
## 80 80 15.354 2101 171 2 65 14 Male No No
## 81 81 27.369 3449 288 3 40 9 Female No Yes
## 82 82 53.480 4263 317 1 83 15 Male No No
## 83 83 23.672 4433 344 3 63 11 Male No No
## 84 84 19.225 1433 122 3 38 14 Female No No
## 85 85 43.540 2906 232 4 69 11 Male No No
## 86 86 152.298 12066 828 4 41 12 Female No Yes
## 87 87 55.367 6340 448 1 33 15 Male No Yes
## 88 88 11.741 2271 182 4 59 12 Female No No
## 89 89 15.560 4307 352 4 57 8 Male No Yes
## 90 90 59.530 7518 543 3 52 9 Female No No
## 91 91 20.191 5767 431 4 42 16 Male No Yes
## 92 92 48.498 6040 456 3 47 16 Male No Yes
## 93 93 30.733 2832 249 4 51 13 Male No No
## 94 94 16.479 5435 388 2 26 16 Male No No
## 95 95 38.009 3075 245 3 45 15 Female No No
## 96 96 14.084 855 120 5 46 17 Female No Yes
## 97 97 14.312 5382 367 1 59 17 Male Yes No
## 98 98 26.067 3388 266 4 74 17 Female No Yes
## 99 99 36.295 2963 241 2 68 14 Female Yes No
## 100 100 83.851 8494 607 5 47 18 Male No No
## 101 101 21.153 3736 256 1 41 11 Male No No
## 102 102 17.976 2433 190 3 70 16 Female Yes No
## 103 103 68.713 7582 531 2 56 16 Male Yes No
## 104 104 146.183 9540 682 6 66 15 Male No No
## 105 105 15.846 4768 365 4 53 12 Female No No
## 106 106 12.031 3182 259 2 58 18 Female No Yes
## 107 107 16.819 1337 115 2 74 15 Male No Yes
## 108 108 39.110 3189 263 3 72 12 Male No No
## 109 109 107.986 6033 449 4 64 14 Male No Yes
## 110 110 13.561 3261 279 5 37 19 Male No Yes
## 111 111 34.537 3271 250 3 57 17 Female No Yes
## 112 112 28.575 2959 231 2 60 11 Female No No
## 113 113 46.007 6637 491 4 42 14 Male No Yes
## 114 114 69.251 6386 474 4 30 12 Female No Yes
## 115 115 16.482 3326 268 4 41 15 Male No No
## 116 116 40.442 4828 369 5 81 8 Female No No
## 117 117 35.177 2117 186 3 62 16 Female No No
## 118 118 91.362 9113 626 1 47 17 Male No Yes
## 119 119 27.039 2161 173 3 40 17 Female No No
## 120 120 23.012 1410 137 3 81 16 Male No No
## 121 121 27.241 1402 128 2 67 15 Female No Yes
## 122 122 148.080 8157 599 2 83 13 Male No Yes
## 123 123 62.602 7056 481 1 84 11 Female No No
## 124 124 11.808 1300 117 3 77 14 Female No No
## 125 125 29.564 2529 192 1 30 12 Female No Yes
## 126 126 27.578 2531 195 1 34 15 Female No Yes
## 127 127 26.427 5533 433 5 50 15 Female Yes Yes
## 128 128 57.202 3411 259 3 72 11 Female No No
## 129 129 123.299 8376 610 2 89 17 Male Yes No
## 130 130 18.145 3461 279 3 56 15 Male No Yes
## 131 131 23.793 3821 281 4 56 12 Female Yes Yes
## 132 132 10.726 1568 162 5 46 19 Male No Yes
## 133 133 23.283 5443 407 4 49 13 Male No Yes
## 134 134 21.455 5829 427 4 80 12 Female No Yes
## 135 135 34.664 5835 452 3 77 15 Female No Yes
## 136 136 44.473 3500 257 3 81 16 Female No No
## 137 137 54.663 4116 314 2 70 8 Female No No
## 138 138 36.355 3613 278 4 35 9 Male No Yes
## 139 139 21.374 2073 175 2 74 11 Female No Yes
## 140 140 107.841 10384 728 3 87 7 Male No No
## 141 141 39.831 6045 459 3 32 12 Female Yes Yes
## 142 142 91.876 6754 483 2 33 10 Male No Yes
## 143 143 103.893 7416 549 3 84 17 Male No No
## 144 144 19.636 4896 387 3 64 10 Female No No
## 145 145 17.392 2748 228 3 32 14 Male No Yes
## 146 146 19.529 4673 341 2 51 14 Male No No
## 147 147 17.055 5110 371 3 55 15 Female No Yes
## 148 148 23.857 1501 150 3 56 16 Male No Yes
## 149 149 15.184 2420 192 2 69 11 Female No Yes
## 150 150 13.444 886 121 5 44 10 Male No Yes
## 151 151 63.931 5728 435 3 28 14 Female No Yes
## 152 152 35.864 4831 353 3 66 13 Female No Yes
## 153 153 41.419 2120 184 4 24 11 Female Yes No
## 154 154 92.112 4612 344 3 32 17 Male No No
## 155 155 55.056 3155 235 2 31 16 Male No Yes
## 156 156 19.537 1362 143 4 34 9 Female No Yes
## 157 157 31.811 4284 338 5 75 13 Female No Yes
## 158 158 56.256 5521 406 2 72 16 Female Yes Yes
## 159 159 42.357 5550 406 2 83 12 Female No Yes
## 160 160 53.319 3000 235 3 53 13 Male No No
## 161 161 12.238 4865 381 5 67 11 Female No No
## 162 162 31.353 1705 160 3 81 14 Male No Yes
## 163 163 63.809 7530 515 1 56 12 Male No Yes
## 164 164 13.676 2330 203 5 80 16 Female No No
## 165 165 76.782 5977 429 4 44 12 Male No Yes
## 166 166 25.383 4527 367 4 46 11 Male No Yes
## 167 167 35.691 2880 214 2 35 15 Male No No
## 168 168 29.403 2327 178 1 37 14 Female No Yes
## 169 169 27.470 2820 219 1 32 11 Female No Yes
## 170 170 27.330 6179 459 4 36 12 Female No Yes
## 171 171 34.772 2021 167 3 57 9 Male No No
## 172 172 36.934 4270 299 1 63 9 Female No Yes
## 173 173 76.348 4697 344 4 60 18 Male No No
## 174 174 14.887 4745 339 3 58 12 Male No Yes
## 175 175 121.834 10673 750 3 54 16 Male No No
## 176 176 30.132 2168 206 3 52 17 Male No No
## 177 177 24.050 2607 221 4 32 18 Male No Yes
## 178 178 22.379 3965 292 2 34 14 Female No Yes
## 179 179 28.316 4391 316 2 29 10 Female No No
## 180 180 58.026 7499 560 5 67 11 Female No No
## 181 181 10.635 3584 294 5 69 16 Male No Yes
## 182 182 46.102 5180 382 3 81 12 Male No Yes
## 183 183 58.929 6420 459 2 66 9 Female No Yes
## 184 184 80.861 4090 335 3 29 15 Female No Yes
## 185 185 158.889 11589 805 1 62 17 Female No Yes
## 186 186 30.420 4442 316 1 30 14 Female No No
## 187 187 36.472 3806 309 2 52 13 Male No No
## 188 188 23.365 2179 167 2 75 15 Male No No
## 189 189 83.869 7667 554 2 83 11 Male No No
## 190 190 58.351 4411 326 2 85 16 Female No Yes
## 191 191 55.187 5352 385 4 50 17 Female No Yes
## 192 192 124.290 9560 701 3 52 17 Female Yes No
## 193 193 28.508 3933 287 4 56 14 Male No Yes
## 194 194 130.209 10088 730 7 39 19 Female No Yes
## 195 195 30.406 2120 181 2 79 14 Male No Yes
## 196 196 23.883 5384 398 2 73 16 Female No Yes
## 197 197 93.039 7398 517 1 67 12 Male No Yes
## 198 198 50.699 3977 304 2 84 17 Female No No
## 199 199 27.349 2000 169 4 51 16 Female No Yes
## 200 200 10.403 4159 310 3 43 7 Male No Yes
## 201 201 23.949 5343 383 2 40 18 Male No Yes
## 202 202 73.914 7333 529 6 67 15 Female No Yes
## 203 203 21.038 1448 145 2 58 13 Female No Yes
## 204 204 68.206 6784 499 5 40 16 Female Yes No
## 205 205 57.337 5310 392 2 45 7 Female No No
## 206 206 10.793 3878 321 8 29 13 Male No No
## 207 207 23.450 2450 180 2 78 13 Male No No
## 208 208 10.842 4391 358 5 37 10 Female Yes Yes
## 209 209 51.345 4327 320 3 46 15 Male No No
## 210 210 151.947 9156 642 2 91 11 Female No Yes
## 211 211 24.543 3206 243 2 62 12 Female No Yes
## 212 212 29.567 5309 397 3 25 15 Male No No
## 213 213 39.145 4351 323 2 66 13 Male No Yes
## 214 214 39.422 5245 383 2 44 19 Male No No
## 215 215 34.909 5289 410 2 62 16 Female No Yes
## 216 216 41.025 4229 337 3 79 19 Female No Yes
## 217 217 15.476 2762 215 3 60 18 Male No No
## 218 218 12.456 5395 392 3 65 14 Male No Yes
## 219 219 10.627 1647 149 2 71 10 Female Yes Yes
## 220 220 38.954 5222 370 4 76 13 Female No No
## 221 221 44.847 5765 437 3 53 13 Female Yes No
## 222 222 98.515 8760 633 5 78 11 Female No No
## 223 223 33.437 6207 451 4 44 9 Male Yes No
## 224 224 27.512 4613 344 5 72 17 Male No Yes
## 225 225 121.709 7818 584 4 50 6 Male No Yes
## 226 226 15.079 5673 411 4 28 15 Female No Yes
## 227 227 59.879 6906 527 6 78 15 Female No No
## 228 228 66.989 5614 430 3 47 14 Female No Yes
## 229 229 69.165 4668 341 2 34 11 Female No No
## 230 230 69.943 7555 547 3 76 9 Male No Yes
## 231 231 33.214 5137 387 3 59 9 Male No No
## 232 232 25.124 4776 378 4 29 12 Male No Yes
## 233 233 15.741 4788 360 1 39 14 Male No Yes
## 234 234 11.603 2278 187 3 71 11 Male No Yes
## 235 235 69.656 8244 579 3 41 14 Male No Yes
## 236 236 10.503 2923 232 3 25 18 Female No Yes
## 237 237 42.529 4986 369 2 37 11 Male No Yes
## 238 238 60.579 5149 388 5 38 15 Male No Yes
## 239 239 26.532 2910 236 6 58 19 Female No Yes
## 240 240 27.952 3557 263 1 35 13 Female No Yes
## 241 241 29.705 3351 262 5 71 14 Female No Yes
## 242 242 15.602 906 103 2 36 11 Male No Yes
## 243 243 20.918 1233 128 3 47 18 Female Yes Yes
## 244 244 58.165 6617 460 1 56 12 Female No Yes
## 245 245 22.561 1787 147 4 66 15 Female No No
## 246 246 34.509 2001 189 5 80 18 Female No Yes
## 247 247 19.588 3211 265 4 59 14 Female No No
## 248 248 36.364 2220 188 3 50 19 Male No No
## 249 249 15.717 905 93 1 38 16 Male Yes Yes
## 250 250 22.574 1551 134 3 43 13 Female Yes Yes
## 251 251 10.363 2430 191 2 47 18 Female No Yes
## 252 252 28.474 3202 267 5 66 12 Male No Yes
## 253 253 72.945 8603 621 3 64 8 Female No No
## 254 254 85.425 5182 402 6 60 12 Male No Yes
## 255 255 36.508 6386 469 4 79 6 Female No Yes
## 256 256 58.063 4221 304 3 50 8 Male No No
## 257 257 25.936 1774 135 2 71 14 Female No No
## 258 258 15.629 2493 186 1 60 14 Male No Yes
## 259 259 41.400 2561 215 2 36 14 Male No Yes
## 260 260 33.657 6196 450 6 55 9 Female No No
## 261 261 67.937 5184 383 4 63 12 Male No Yes
## 262 262 180.379 9310 665 3 67 8 Female Yes Yes
## 263 263 10.588 4049 296 1 66 13 Female No Yes
## 264 264 29.725 3536 270 2 52 15 Female No No
## 265 265 27.999 5107 380 1 55 10 Male No Yes
## 266 266 40.885 5013 379 3 46 13 Female No Yes
## 267 267 88.830 4952 360 4 86 16 Female No Yes
## 268 268 29.638 5833 433 3 29 15 Female No Yes
## 269 269 25.988 1349 142 4 82 12 Male No No
## 270 270 39.055 5565 410 4 48 18 Female No Yes
## 271 271 15.866 3085 217 1 39 13 Male No No
## 272 272 44.978 4866 347 1 30 10 Female No No
## 273 273 30.413 3690 299 2 25 15 Female Yes No
## 274 274 16.751 4706 353 6 48 14 Male Yes No
## 275 275 30.550 5869 439 5 81 9 Female No No
## 276 276 163.329 8732 636 3 50 14 Male No Yes
## 277 277 23.106 3476 257 2 50 15 Female No No
## 278 278 41.532 5000 353 2 50 12 Male No Yes
## 279 279 128.040 6982 518 2 78 11 Female No Yes
## 280 280 54.319 3063 248 3 59 8 Female Yes No
## 281 281 53.401 5319 377 3 35 12 Female No No
## 282 282 36.142 1852 183 3 33 13 Female No No
## 283 283 63.534 8100 581 2 50 17 Female No Yes
## 284 284 49.927 6396 485 3 75 17 Female No Yes
## 285 285 14.711 2047 167 2 67 6 Male No Yes
## 286 286 18.967 1626 156 2 41 11 Female No Yes
## 287 287 18.036 1552 142 2 48 15 Female No No
## 288 288 60.449 3098 272 4 69 8 Male No Yes
## 289 289 16.711 5274 387 3 42 16 Female No Yes
## 290 290 10.852 3907 296 2 30 9 Male No No
## 291 291 26.370 3235 268 5 78 11 Male No Yes
## 292 292 24.088 3665 287 4 56 13 Female No Yes
## 293 293 51.532 5096 380 2 31 15 Male No Yes
## 294 294 140.672 11200 817 7 46 9 Male No Yes
## 295 295 42.915 2532 205 4 42 13 Male No Yes
## 296 296 27.272 1389 149 5 67 10 Female No Yes
## 297 297 65.896 5140 370 1 49 17 Female No Yes
## 298 298 55.054 4381 321 3 74 17 Male No Yes
## 299 299 20.791 2672 204 1 70 18 Female No No
## 300 300 24.919 5051 372 3 76 11 Female No Yes
## 301 301 21.786 4632 355 1 50 17 Male No Yes
## 302 302 31.335 3526 289 3 38 7 Female No No
## 303 303 59.855 4964 365 1 46 13 Female No Yes
## 304 304 44.061 4970 352 1 79 11 Male No Yes
## 305 305 82.706 7506 536 2 64 13 Female No Yes
## 306 306 24.460 1924 165 2 50 14 Female No Yes
## 307 307 45.120 3762 287 3 80 8 Male No Yes
## 308 308 75.406 3874 298 3 41 14 Female No Yes
## 309 309 14.956 4640 332 2 33 6 Male No No
## 310 310 75.257 7010 494 3 34 18 Female No Yes
## 311 311 33.694 4891 369 1 52 16 Male Yes No
## 312 312 23.375 5429 396 3 57 15 Female No Yes
## 313 313 27.825 5227 386 6 63 11 Male No Yes
## 314 314 92.386 7685 534 2 75 18 Female No Yes
## 315 315 115.520 9272 656 2 69 14 Male No No
## 316 316 14.479 3907 296 3 43 16 Male No Yes
## 317 317 52.179 7306 522 2 57 14 Male No No
## 318 318 68.462 4712 340 2 71 16 Male No Yes
## 319 319 18.951 1485 129 3 82 13 Female No No
## 320 320 27.590 2586 229 5 54 16 Male No Yes
## 321 321 16.279 1160 126 3 78 13 Male Yes Yes
## 322 322 25.078 3096 236 2 27 15 Female No Yes
## 323 323 27.229 3484 282 6 51 11 Male No No
## 324 324 182.728 13913 982 4 98 17 Male No Yes
## 325 325 31.029 2863 223 2 66 17 Male Yes Yes
## 326 326 17.765 5072 364 1 66 12 Female No Yes
## 327 327 125.480 10230 721 3 82 16 Male No Yes
## 328 328 49.166 6662 508 3 68 14 Female No No
## 329 329 41.192 3673 297 3 54 16 Female No Yes
## 330 330 94.193 7576 527 2 44 16 Female No Yes
## 331 331 20.405 4543 329 2 72 17 Male Yes No
## 332 332 12.581 3976 291 2 48 16 Male No Yes
## 333 333 62.328 5228 377 3 83 15 Male No No
## 334 334 21.011 3402 261 2 68 17 Male No Yes
## 335 335 24.230 4756 351 2 64 15 Female No Yes
## 336 336 24.314 3409 270 2 23 7 Female No Yes
## 337 337 32.856 5884 438 4 68 13 Male No No
## 338 338 12.414 855 119 3 32 12 Male No Yes
## 339 339 41.365 5303 377 1 45 14 Male No No
## 340 340 149.316 10278 707 1 80 16 Male No No
## 341 341 27.794 3807 301 4 35 8 Female No Yes
## 342 342 13.234 3922 299 2 77 17 Female No Yes
## 343 343 14.595 2955 260 5 37 9 Male No Yes
## 344 344 10.735 3746 280 2 44 17 Female No Yes
## 345 345 48.218 5199 401 7 39 10 Male No Yes
## 346 346 30.012 1511 137 2 33 17 Male No Yes
## 347 347 21.551 5380 420 5 51 18 Male No Yes
## 348 348 160.231 10748 754 2 69 17 Male No No
## 349 349 13.433 1134 112 3 70 14 Male No Yes
## 350 350 48.577 5145 389 3 71 13 Female No Yes
## 351 351 30.002 1561 155 4 70 13 Female No Yes
## 352 352 61.620 5140 374 1 71 9 Male No Yes
## 353 353 104.483 7140 507 2 41 14 Male No Yes
## 354 354 41.868 4716 342 2 47 18 Male No No
## 355 355 12.068 3873 292 1 44 18 Female No Yes
## 356 356 180.682 11966 832 2 58 8 Female No Yes
## 357 357 34.480 6090 442 3 36 14 Male No No
## 358 358 39.609 2539 188 1 40 14 Male No Yes
## 359 359 30.111 4336 339 1 81 18 Male No Yes
## 360 360 12.335 4471 344 3 79 12 Male No Yes
## 361 361 53.566 5891 434 4 82 10 Female No No
## 362 362 53.217 4943 362 2 46 16 Female No Yes
## 363 363 26.162 5101 382 3 62 19 Female No No
## 364 364 64.173 6127 433 1 80 10 Male No Yes
## 365 365 128.669 9824 685 3 67 16 Male No Yes
## 366 366 113.772 6442 489 4 69 15 Male Yes Yes
## 367 367 61.069 7871 564 3 56 14 Male No Yes
## 368 368 23.793 3615 263 2 70 14 Male No No
## 369 369 89.000 5759 440 3 37 6 Female No No
## 370 370 71.682 8028 599 3 57 16 Male No Yes
## 371 371 35.610 6135 466 4 40 12 Male No No
## 372 372 39.116 2150 173 4 75 15 Male No No
## 373 373 19.782 3782 293 2 46 16 Female Yes No
## 374 374 55.412 5354 383 2 37 16 Female Yes Yes
## 375 375 29.400 4840 368 3 76 18 Female No Yes
## 376 376 20.974 5673 413 5 44 16 Female No Yes
## 377 377 87.625 7167 515 2 46 10 Female No No
## 378 378 28.144 1567 142 3 51 10 Male No Yes
## 379 379 19.349 4941 366 1 33 19 Male No Yes
## 380 380 53.308 2860 214 1 84 10 Male No Yes
## 381 381 115.123 7760 538 3 83 14 Female No No
## 382 382 101.788 8029 574 2 84 11 Male No Yes
## 383 383 24.824 5495 409 1 33 9 Male Yes No
## 384 384 14.292 3274 282 9 64 9 Male No Yes
## 385 385 20.088 1870 180 3 76 16 Male No No
## 386 386 26.400 5640 398 3 58 15 Female No No
## 387 387 19.253 3683 287 4 57 10 Male No No
## 388 388 16.529 1357 126 3 62 9 Male No No
## 389 389 37.878 6827 482 2 80 13 Female No No
## 390 390 83.948 7100 503 2 44 18 Male No No
## 391 391 135.118 10578 747 3 81 15 Female No Yes
## 392 392 73.327 6555 472 2 43 15 Female No No
## 393 393 25.974 2308 196 2 24 10 Male No No
## 394 394 17.316 1335 138 2 65 13 Male No No
## 395 395 49.794 5758 410 4 40 8 Male No No
## 396 396 12.096 4100 307 3 32 13 Male No Yes
## 397 397 13.364 3838 296 5 65 17 Male No No
## 398 398 57.872 4171 321 5 67 12 Female No Yes
## 399 399 37.728 2525 192 1 44 13 Male No Yes
## 400 400 18.701 5524 415 5 64 7 Female No No
## Ethnicity Balance
## 1 Caucasian 333
## 2 Asian 903
## 3 Asian 580
## 4 Asian 964
## 5 Caucasian 331
## 6 Caucasian 1151
## 7 African American 203
## 8 Asian 872
## 9 Caucasian 279
## 10 African American 1350
## 11 Caucasian 1407
## 12 Caucasian 0
## 13 Asian 204
## 14 Caucasian 1081
## 15 African American 148
## 16 African American 0
## 17 African American 0
## 18 Asian 368
## 19 Asian 891
## 20 Asian 1048
## 21 Asian 89
## 22 Caucasian 968
## 23 African American 0
## 24 African American 411
## 25 Caucasian 0
## 26 African American 671
## 27 Caucasian 654
## 28 African American 467
## 29 African American 1809
## 30 Caucasian 915
## 31 Caucasian 863
## 32 Asian 0
## 33 Caucasian 526
## 34 Caucasian 0
## 35 Asian 0
## 36 Caucasian 419
## 37 Caucasian 762
## 38 Caucasian 1093
## 39 Caucasian 531
## 40 Caucasian 344
## 41 African American 50
## 42 African American 1155
## 43 Asian 385
## 44 Asian 976
## 45 Caucasian 1120
## 46 Caucasian 997
## 47 Asian 1241
## 48 Caucasian 797
## 49 Asian 0
## 50 African American 902
## 51 African American 654
## 52 African American 211
## 53 Caucasian 607
## 54 Asian 957
## 55 Asian 0
## 56 Asian 0
## 57 Asian 379
## 58 Caucasian 133
## 59 Caucasian 333
## 60 Caucasian 531
## 61 Asian 631
## 62 Caucasian 108
## 63 Caucasian 0
## 64 Caucasian 133
## 65 African American 0
## 66 Caucasian 602
## 67 Asian 1388
## 68 African American 889
## 69 Caucasian 822
## 70 Caucasian 1084
## 71 Caucasian 357
## 72 Asian 1103
## 73 Asian 663
## 74 Caucasian 601
## 75 Caucasian 945
## 76 African American 29
## 77 Caucasian 532
## 78 Asian 145
## 79 Caucasian 391
## 80 Asian 0
## 81 Caucasian 162
## 82 Caucasian 99
## 83 Caucasian 503
## 84 Caucasian 0
## 85 Caucasian 0
## 86 Asian 1779
## 87 Caucasian 815
## 88 Asian 0
## 89 African American 579
## 90 African American 1176
## 91 African American 1023
## 92 Caucasian 812
## 93 Caucasian 0
## 94 African American 937
## 95 African American 0
## 96 African American 0
## 97 Asian 1380
## 98 African American 155
## 99 African American 375
## 100 Caucasian 1311
## 101 Caucasian 298
## 102 Caucasian 431
## 103 Caucasian 1587
## 104 Caucasian 1050
## 105 Caucasian 745
## 106 Caucasian 210
## 107 Asian 0
## 108 Asian 0
## 109 Caucasian 227
## 110 Asian 297
## 111 Asian 47
## 112 African American 0
## 113 Caucasian 1046
## 114 Asian 768
## 115 Caucasian 271
## 116 African American 510
## 117 Caucasian 0
## 118 Asian 1341
## 119 Caucasian 0
## 120 Caucasian 0
## 121 Asian 0
## 122 Caucasian 454
## 123 Caucasian 904
## 124 African American 0
## 125 Caucasian 0
## 126 Caucasian 0
## 127 Asian 1404
## 128 Caucasian 0
## 129 African American 1259
## 130 African American 255
## 131 African American 868
## 132 Asian 0
## 133 African American 912
## 134 African American 1018
## 135 African American 835
## 136 African American 8
## 137 African American 75
## 138 Asian 187
## 139 Caucasian 0
## 140 African American 1597
## 141 African American 1425
## 142 Caucasian 605
## 143 Asian 669
## 144 African American 710
## 145 Caucasian 68
## 146 Asian 642
## 147 Caucasian 805
## 148 Caucasian 0
## 149 Caucasian 0
## 150 Asian 0
## 151 African American 581
## 152 Caucasian 534
## 153 Caucasian 156
## 154 Caucasian 0
## 155 African American 0
## 156 Asian 0
## 157 Caucasian 429
## 158 Caucasian 1020
## 159 Asian 653
## 160 Asian 0
## 161 Caucasian 836
## 162 Caucasian 0
## 163 Caucasian 1086
## 164 African American 0
## 165 Asian 548
## 166 Caucasian 570
## 167 African American 0
## 168 Caucasian 0
## 169 Asian 0
## 170 Caucasian 1099
## 171 Asian 0
## 172 Caucasian 283
## 173 Asian 108
## 174 African American 724
## 175 African American 1573
## 176 Caucasian 0
## 177 Caucasian 0
## 178 Asian 384
## 179 Caucasian 453
## 180 Caucasian 1237
## 181 Asian 423
## 182 African American 516
## 183 African American 789
## 184 Asian 0
## 185 Caucasian 1448
## 186 African American 450
## 187 African American 188
## 188 Asian 0
## 189 African American 930
## 190 Caucasian 126
## 191 Caucasian 538
## 192 Asian 1687
## 193 Asian 336
## 194 Caucasian 1426
## 195 African American 0
## 196 African American 802
## 197 African American 749
## 198 African American 69
## 199 African American 0
## 200 Asian 571
## 201 African American 829
## 202 Caucasian 1048
## 203 Caucasian 0
## 204 African American 1411
## 205 Caucasian 456
## 206 Caucasian 638
## 207 Caucasian 0
## 208 Caucasian 1216
## 209 African American 230
## 210 African American 732
## 211 Caucasian 95
## 212 Caucasian 799
## 213 Caucasian 308
## 214 African American 637
## 215 Caucasian 681
## 216 Caucasian 246
## 217 Asian 52
## 218 Caucasian 955
## 219 Asian 195
## 220 Caucasian 653
## 221 Asian 1246
## 222 African American 1230
## 223 Caucasian 1549
## 224 Asian 573
## 225 Caucasian 701
## 226 Asian 1075
## 227 Caucasian 1032
## 228 Caucasian 482
## 229 African American 156
## 230 Asian 1058
## 231 African American 661
## 232 Caucasian 657
## 233 Asian 689
## 234 Caucasian 0
## 235 African American 1329
## 236 African American 191
## 237 Asian 489
## 238 Asian 443
## 239 Caucasian 52
## 240 Asian 163
## 241 Asian 148
## 242 African American 0
## 243 Asian 16
## 244 Caucasian 856
## 245 Caucasian 0
## 246 African American 0
## 247 Asian 199
## 248 Caucasian 0
## 249 Caucasian 0
## 250 Caucasian 98
## 251 Asian 0
## 252 Caucasian 132
## 253 Caucasian 1355
## 254 African American 218
## 255 Caucasian 1048
## 256 African American 118
## 257 Asian 0
## 258 Asian 0
## 259 Caucasian 0
## 260 Caucasian 1092
## 261 Asian 345
## 262 Asian 1050
## 263 Caucasian 465
## 264 African American 133
## 265 Caucasian 651
## 266 African American 549
## 267 Caucasian 15
## 268 Asian 942
## 269 Caucasian 0
## 270 Caucasian 772
## 271 Caucasian 136
## 272 Caucasian 436
## 273 Asian 728
## 274 Asian 1255
## 275 African American 967
## 276 Caucasian 529
## 277 Caucasian 209
## 278 Caucasian 531
## 279 Caucasian 250
## 280 Caucasian 269
## 281 African American 541
## 282 African American 0
## 283 Caucasian 1298
## 284 Caucasian 890
## 285 Caucasian 0
## 286 Asian 0
## 287 Caucasian 0
## 288 Caucasian 0
## 289 Asian 863
## 290 Caucasian 485
## 291 Asian 159
## 292 Caucasian 309
## 293 Caucasian 481
## 294 African American 1677
## 295 Asian 0
## 296 Caucasian 0
## 297 Caucasian 293
## 298 Asian 188
## 299 African American 0
## 300 African American 711
## 301 Caucasian 580
## 302 Caucasian 172
## 303 Caucasian 295
## 304 African American 414
## 305 Asian 905
## 306 Asian 0
## 307 Caucasian 70
## 308 Asian 0
## 309 Asian 681
## 310 Caucasian 885
## 311 African American 1036
## 312 Caucasian 844
## 313 Caucasian 823
## 314 Asian 843
## 315 African American 1140
## 316 Caucasian 463
## 317 Asian 1142
## 318 Caucasian 136
## 319 Caucasian 0
## 320 African American 0
## 321 African American 5
## 322 Caucasian 81
## 323 Caucasian 265
## 324 Caucasian 1999
## 325 Asian 415
## 326 Caucasian 732
## 327 Caucasian 1361
## 328 Asian 984
## 329 Caucasian 121
## 330 Caucasian 846
## 331 Asian 1054
## 332 Caucasian 474
## 333 Caucasian 380
## 334 African American 182
## 335 Caucasian 594
## 336 Caucasian 194
## 337 Caucasian 926
## 338 African American 0
## 339 Caucasian 606
## 340 African American 1107
## 341 African American 320
## 342 Caucasian 426
## 343 African American 204
## 344 Caucasian 410
## 345 Asian 633
## 346 Caucasian 0
## 347 Asian 907
## 348 Caucasian 1192
## 349 Caucasian 0
## 350 Asian 503
## 351 Caucasian 0
## 352 Caucasian 302
## 353 African American 583
## 354 Caucasian 425
## 355 Asian 413
## 356 African American 1405
## 357 Caucasian 962
## 358 Asian 0
## 359 Caucasian 347
## 360 African American 611
## 361 Caucasian 712
## 362 Asian 382
## 363 African American 710
## 364 Caucasian 578
## 365 Asian 1243
## 366 Caucasian 790
## 367 Caucasian 1264
## 368 African American 216
## 369 Caucasian 345
## 370 Caucasian 1208
## 371 Caucasian 992
## 372 Caucasian 0
## 373 Caucasian 840
## 374 Caucasian 1003
## 375 Caucasian 588
## 376 Caucasian 1000
## 377 African American 767
## 378 Caucasian 0
## 379 Caucasian 717
## 380 Caucasian 0
## 381 African American 661
## 382 Caucasian 849
## 383 Caucasian 1352
## 384 Caucasian 382
## 385 African American 0
## 386 Asian 905
## 387 African American 371
## 388 Asian 0
## 389 Caucasian 1129
## 390 Caucasian 806
## 391 Asian 1393
## 392 Caucasian 721
## 393 Asian 0
## 394 African American 0
## 395 Caucasian 734
## 396 Caucasian 560
## 397 African American 480
## 398 Caucasian 138
## 399 Caucasian 0
## 400 Asian 966cred <- Credit- At the 5% level of significance, can we conclude that the credit limit is different for different ethnic groups.
# One way ANOVA
#Ho: The means of the different groups are the same
#Ha: At least one sample mean is not equal to the others
# Identify outliers (Q3 + 1.5*IQR & Q1 - 1.5*IQR)
cred <- cred %>% dplyr::group_by(Ethnicity) %>% dplyr::mutate(
out = ifelse(is_outlier(Limit),1,0)
)
cred1 <- cred %>% dplyr::filter(out == 0)# Visualize
ggboxplot(cred1, x = "Ethnicity", y = "Limit",
color = "Ethnicity", palette = c("#00AFBB", "#E7B800", "#FC4E07"),
order = c("African American", "Asian", "Caucasian"),
ylab = "Limit", xlab = "Ethnicity")
ggline(cred1, x = "Ethnicity", y = "Limit",
add = c("mean_se"),
order = c("African American", "Asian", "Caucasian"),
ylab = "Limit", xlab = "Ethnicity")
# Check normality
cred1 %>% group_by(Ethnicity) %>%
shapiro_test(Limit)## # A tibble: 3 × 4
## Ethnicity variable statistic p
## <fct> <chr> <dbl> <dbl>
## 1 African American Limit 0.977 0.0942
## 2 Asian Limit 0.960 0.00403
## 3 Caucasian Limit 0.982 0.0131ggqqplot(cred1, x = "Limit", color = "Ethnicity",
ggtheme = theme_minimal())
#The data is not normally distributed# Compare variances
car::leveneTest(Limit ~ Ethnicity, data = cred1)## Levene's Test for Homogeneity of Variance (center = median)
## Df F value Pr(>F)
## group 2 0.7805 0.4589
## 386#The variances are equal# Kruskal-Wallis test (non-parametric)
kruskal.test(Limit ~ Ethnicity, data = cred1)##
## Kruskal-Wallis rank sum test
##
## data: Limit by Ethnicity
## Kruskal-Wallis chi-squared = 0.83237, df = 2, p-value = 0.6596#p value = 0.6596
#0.6596 > 0.05
#pvalue > significance level
#At the 5% significance level, we don't reject the null hypotheses, which means that the credit limit is not different for different ethnic groups.- Does the credit limit significantly differ at a 5% significance level, based on gender, student status, and marital status?
- Gender
#Unpaired two sample t-test
#Ho: The means are equal
#Ha: The means are significantly different
#Check normality
cred %>% group_by(Gender) %>%
shapiro_test(Limit)## # A tibble: 2 × 4
## Gender variable statistic p
## <fct> <chr> <dbl> <dbl>
## 1 " Male" Limit 0.956 0.0000108
## 2 "Female" Limit 0.953 0.00000252ggqqplot(cred, x = "Limit", color = "Gender",
ggtheme = theme_minimal())
#The variable is not normally distributed# Homogeneity of variance (F-test)
var.test(Limit ~ Gender, data = cred) ##
## F test to compare two variances
##
## data: Limit by Gender
## F = 1.0866, num df = 192, denom df = 206, p-value = 0.5573
## alternative hypothesis: true ratio of variances is not equal to 1
## 95 percent confidence interval:
## 0.8227836 1.4371104
## sample estimates:
## ratio of variances
## 1.086643#Variances are equalcred %>% wilcox_test(Limit ~ Gender)## # A tibble: 3 × 8
## Ethnicity .y. group1 group2 n1 n2 statistic p
## * <fct> <chr> <chr> <chr> <int> <int> <dbl> <dbl>
## 1 African American Limit " Male" Female 49 50 1288. 0.659
## 2 Asian Limit " Male" Female 47 55 1113 0.229
## 3 Caucasian Limit " Male" Female 97 102 4916. 0.939cred %>% wilcox_test(Limit ~ Gender, alternative = "two.sided")## # A tibble: 3 × 8
## Ethnicity .y. group1 group2 n1 n2 statistic p
## * <fct> <chr> <chr> <chr> <int> <int> <dbl> <dbl>
## 1 African American Limit " Male" Female 49 50 1288. 0.659
## 2 Asian Limit " Male" Female 47 55 1113 0.229
## 3 Caucasian Limit " Male" Female 97 102 4916. 0.939#p value = 0.63
#0.63 > 0.05
#pvalue > significance level
#At the 5% significance level, we don't reject the null hypotheses, which means that based on gender, the credit limit does not differ.- Student Status
#Unpaired two sample t-test
#Ho: The means are equal
#Ha: The means are significantly different
#Check normality
cred %>% group_by(Student) %>%
shapiro_test(Limit)## # A tibble: 2 × 4
## Student variable statistic p
## <fct> <chr> <dbl> <dbl>
## 1 No Limit 0.953 0.00000000233
## 2 Yes Limit 0.980 0.688ggqqplot(cred, x = "Limit", color = "Student",
ggtheme = theme_minimal())
#The data is not normally distributed# Homogeneity of variance (F-test)
var.test(Limit ~ Student, data = cred) ##
## F test to compare two variances
##
## data: Limit by Student
## F = 1.1133, num df = 359, denom df = 39, p-value = 0.7049
## alternative hypothesis: true ratio of variances is not equal to 1
## 95 percent confidence interval:
## 0.6631765 1.7077230
## sample estimates:
## ratio of variances
## 1.113306#The variances are equalcred %>% wilcox_test(Limit ~ Student)## # A tibble: 3 × 8
## Ethnicity .y. group1 group2 n1 n2 statistic p
## * <fct> <chr> <chr> <chr> <int> <int> <dbl> <dbl>
## 1 African American Limit No Yes 89 10 359 0.321
## 2 Asian Limit No Yes 89 13 497 0.416
## 3 Caucasian Limit No Yes 182 17 1818. 0.233cred %>% wilcox_test(Limit ~ Student, alternative = "two.sided")## # A tibble: 3 × 8
## Ethnicity .y. group1 group2 n1 n2 statistic p
## * <fct> <chr> <chr> <chr> <int> <int> <dbl> <dbl>
## 1 African American Limit No Yes 89 10 359 0.321
## 2 Asian Limit No Yes 89 13 497 0.416
## 3 Caucasian Limit No Yes 182 17 1818. 0.233#p value = 0.849
#0.849 > 0.05
#pvalue > significance level
#At the 5% significance level, we don't reject the null hypotheses, which means that based on Student status, the credit limit does not differ- Marital status
#Unpaired two sample t-test
#Ho: The means are equal
#Ha: The means are significantly different
#Check normality
cred %>% group_by(Married) %>%
shapiro_test(Limit)## # A tibble: 2 × 4
## Married variable statistic p
## <fct> <chr> <dbl> <dbl>
## 1 No Limit 0.955 0.0000699
## 2 Yes Limit 0.950 0.000000194ggqqplot(cred, x = "Limit", color = "Married",
ggtheme = theme_minimal())
#The variable is not normally distributed# Homogeneity of variance (F-test)
var.test(Limit ~ Married, data = cred) ##
## F test to compare two variances
##
## data: Limit by Married
## F = 0.89384, num df = 154, denom df = 244, p-value = 0.4498
## alternative hypothesis: true ratio of variances is not equal to 1
## 95 percent confidence interval:
## 0.6745542 1.1955641
## sample estimates:
## ratio of variances
## 0.8938382#The variances are equalcred %>% wilcox_test(Limit ~ Married)## # A tibble: 3 × 8
## Ethnicity .y. group1 group2 n1 n2 statistic p
## * <fct> <chr> <chr> <chr> <int> <int> <dbl> <dbl>
## 1 African American Limit No Yes 47 52 1240. 0.9
## 2 Asian Limit No Yes 32 70 1139 0.894
## 3 Caucasian Limit No Yes 76 123 4153 0.187cred %>% wilcox_test(Limit ~ Married, alternative = "two.sided")## # A tibble: 3 × 8
## Ethnicity .y. group1 group2 n1 n2 statistic p
## * <fct> <chr> <chr> <chr> <int> <int> <dbl> <dbl>
## 1 African American Limit No Yes 47 52 1240. 0.9
## 2 Asian Limit No Yes 32 70 1139 0.894
## 3 Caucasian Limit No Yes 76 123 4153 0.187#p value = 0.506
#0.506 > 0.05
#pvalue > significance level
#At the 5% significance level, we don't reject the null hypotheses, which means that based on Marital status, the credit limit does not differDATASET: big9salary
wooldridge::big9salary## id year salary pubindx totpge assist assoc prof chair top20phd yearphd
## 1 101 92 NA 30.54 92.6670 0 0 1 0 0 73
## 2 101 95 NA 30.96 107.1700 0 0 1 0 0 73
## 3 101 99 107100 40.45 186.5000 0 0 1 0 0 73
## 4 102 92 79420 33.54 127.5000 0 0 1 0 0 76
## 5 102 95 88239 33.89 133.0000 0 0 1 0 0 76
## 6 102 99 100450 36.23 191.5000 0 0 1 0 0 76
## 7 103 92 87450 44.90 183.5000 0 0 1 0 1 61
## 8 103 95 96831 45.09 194.5000 0 0 1 0 1 61
## 9 103 99 108290 46.81 224.5000 0 0 1 0 1 61
## 10 104 92 NA 1.58 24.5000 1 0 0 0 1 91
## 11 104 95 NA 22.74 118.5000 NA NA NA 0 1 91
## 12 104 99 82000 46.21 232.5000 0 1 0 0 1 91
## 13 105 92 54585 2.83 61.0000 NA NA NA 0 1 72
## 14 105 95 59360 2.83 61.0000 NA NA NA 0 1 72
## 15 105 99 63610 2.83 80.0000 0 1 0 0 1 72
## 16 106 92 56785 25.90 145.5000 NA NA NA 0 0 76
## 17 106 95 60850 25.90 145.5000 NA NA NA 0 0 76
## 18 106 99 68440 25.90 145.5000 0 0 1 0 0 76
## 19 107 92 59925 27.12 66.8330 0 0 1 0 1 66
## 20 107 95 66093 27.12 66.8330 0 0 1 0 1 66
## 21 107 99 71170 28.29 89.8330 0 0 1 0 1 66
## 22 108 92 59305 5.87 69.8330 0 0 1 1 1 83
## 23 108 95 69950 8.88 101.8300 0 0 1 1 1 83
## 24 108 99 109200 11.26 174.3300 0 0 1 1 1 83
## 25 109 92 54585 3.49 38.1670 0 0 1 0 0 75
## 26 109 95 61545 3.65 40.6670 0 0 1 0 0 75
## 27 109 99 77510 3.65 40.6670 0 0 1 0 0 75
## 28 110 92 56330 43.01 228.5000 0 0 1 0 0 76
## 29 110 95 62448 44.43 258.6700 0 0 1 0 0 76
## 30 110 99 72570 44.97 261.6700 0 0 1 0 0 76
## 31 111 92 78310 0.57 91.5000 0 0 1 0 1 68
## 32 111 95 85964 0.57 91.5000 0 0 1 0 1 68
## 33 111 99 96470 3.05 128.0000 0 0 1 0 1 68
## 34 112 92 NA 0.00 0.0000 NA NA NA 0 1 92
## 35 112 95 51083 2.42 12.0000 1 0 0 0 1 92
## 36 112 99 58710 2.85 25.0000 1 0 0 0 1 92
## 37 113 92 NA 10.00 10.0000 NA NA NA 0 0 93
## 38 113 95 47300 10.00 10.0000 1 0 0 0 0 93
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## 481 11.521885 9 81 1.020100e+02 0 2.31253552
## 482 11.377106 12 144 1.760929e+02 0 2.58550596
## 483 11.507913 16 256 2.030625e+02 0 2.65675688
## 484 10.735310 4 16 3.612010e+01 0 1.79342484
## 485 11.146200 7 49 3.994240e+01 0 1.84371924
## 486 11.306025 11 121 7.447690e+01 0 2.15524459
## 487 10.990365 11 121 2.365444e+02 0 2.73306799
## 488 11.089806 14 196 4.092529e+02 0 3.00716662
## 489 11.262860 18 324 5.612161e+02 0 3.16505313
## 490 11.302204 11 121 4.366566e+03 0 4.19086599
## 491 11.537618 14 196 5.919764e+03 0 4.34302616
## 492 NA 18 324 8.673196e+03 0 4.53399611
## 493 11.736069 32 1024 3.283344e+02 0 2.89701629
## 494 11.661345 35 1225 5.345344e+02 0 3.14069819
## 495 11.690234 39 1521 5.345344e+02 0 3.14069819
## 496 11.289782 15 225 1.500013e+03 0 3.65661454
## 497 11.418614 18 324 1.758964e+03 0 3.73623991
## 498 11.599103 22 484 2.275290e+03 0 3.86493134
## 499 NA 0 0 0.000000e+00 1 NA
## 500 10.609057 1 1 0.000000e+00 1 NA
## 501 10.990027 5 25 5.640010e+01 0 2.01623559
## 502 NA 11 121 2.229049e+02 0 2.70337272
## 503 11.396392 14 196 1.012512e+03 0 3.46009493
## 504 11.502956 18 324 1.324960e+03 0 3.59456873
## 505 11.253766 33 1089 2.390116e+02 0 2.73825598
## 506 11.314474 36 1296 2.390116e+02 0 2.73825598
## 507 NA 40 1600 2.390116e+02 0 2.73825598
## 508 11.243738 NA NA 3.515625e+02 0 2.93119383
## 509 11.314474 NA NA 3.515625e+02 0 2.93119383
## 510 11.442503 NA NA 3.515625e+02 0 2.93119383
## 511 NA 0 0 0.000000e+00 1 NA
## 512 10.858999 0 0 0.000000e+00 1 NA
## 513 10.960757 3 9 0.000000e+00 1 NA
## 514 10.740735 8 64 4.569760e+01 0 1.91102290
## 515 10.858999 11 121 7.779240e+01 0 2.17702174
## 516 11.009572 15 225 7.779240e+01 0 2.17702174
## 517 11.238488 22 484 2.131600e+02 0 2.68102145
## 518 11.350453 25 625 2.131600e+02 0 2.68102145
## 519 11.454236 29 841 2.238016e+02 0 2.70537996
## 520 NA 16 256 1.474560e+03 0 3.64805746
## 521 11.472103 19 361 1.719761e+03 0 3.72497034
## 522 11.619985 23 529 2.735290e+03 0 3.95699644
## 523 11.173810 24 576 5.882890e+01 0 2.03731656
## 524 11.302821 27 729 7.055999e+01 0 2.12823176
## 525 11.382816 31 961 7.691291e+01 0 2.17133689
## 526 10.694215 2 4 4.000000e+00 0 0.69314718
## 527 10.896739 5 25 1.822500e+02 0 2.60268974
## 528 11.112448 9 81 4.431025e+02 0 3.04690051
## 529 NA 0 0 0.000000e+00 1 NA
## 530 10.858999 0 0 1.600000e+01 0 1.38629436
## 531 11.007088 4 16 3.261636e+02 0 2.89369941
## 532 11.166201 31 961 1.482250e+01 0 1.34807312
## 533 11.243031 34 1156 1.482250e+01 0 1.34807312
## 534 NA 38 1444 1.489960e+01 0 1.35066712
## 535 10.783114 11 121 2.893401e+02 0 2.83380151
## 536 10.898589 14 196 3.374569e+02 0 2.91071892
## 537 11.005677 18 324 3.374569e+02 0 2.91071892
## 538 11.287279 24 576 1.192464e+02 0 2.39059591
## 539 11.385092 27 729 1.192464e+02 0 2.39059591
## 540 11.550221 31 961 1.937664e+02 0 2.63332677
## 541 10.867806 12 144 1.697440e+01 0 1.41585314
## 542 11.054898 15 225 3.329290e+01 0 1.75267208
## 543 11.213509 19 361 3.329290e+01 0 1.75267208
## 544 11.255449 14 196 7.198489e+02 0 3.28952074
## 545 11.379395 17 289 1.613629e+03 0 3.69312048
## 546 11.599103 21 441 1.707342e+03 0 3.72134662
## 547 11.315693 9 81 1.357225e+02 0 2.45530605
## 548 11.472103 12 144 2.883204e+02 0 2.83203626
## 549 11.736069 16 256 4.644025e+02 0 3.07037568
## 550 11.214520 31 961 5.856400e+00 0 0.88376755
## 551 11.264464 34 1156 5.856400e+00 0 0.88376755
## 552 NA 38 1444 5.856400e+00 0 0.88376755
## 553 10.550591 23 529 5.244100e+00 0 0.82855183
## 554 10.757903 26 676 5.244100e+00 0 0.82855183
## 555 10.847393 30 900 5.244100e+00 0 0.82855183
## 556 11.181640 24 576 6.658559e+01 0 2.09924412
## 557 11.512925 27 729 6.658559e+01 0 2.09924412
## 558 11.621779 31 961 6.658559e+01 0 2.09924412
## 559 11.302204 18 324 1.158722e+03 0 3.52753639
## 560 11.458469 21 441 1.170324e+03 0 3.53251791
## 561 11.335424 25 625 1.498464e+03 0 3.65609789
## 562 11.091331 16 256 7.403840e+02 0 3.30358458
## 563 11.251561 19 361 7.817615e+02 0 3.33077478
## 564 11.366743 23 529 8.386815e+02 0 3.36591554
## 565 10.704368 5 25 8.190250e+01 0 2.20276475
## 566 10.964744 8 64 3.378244e+02 0 2.91126299
## 567 11.089806 12 144 6.760000e+02 0 3.25809646
## 568 11.082143 10 100 1.874890e+03 0 3.76815271
## 569 11.225244 13 169 2.507005e+03 0 3.91342211
## 570 11.347461 17 289 2.626563e+03 0 3.93671560
## 571 11.229236 19 361 3.352561e+02 0 2.90744734
## 572 11.353930 22 484 3.802500e+02 0 2.97041440
## 573 11.476261 26 676 4.800481e+02 0 3.08694315
## 574 11.630709 20 400 1.498464e+03 0 3.65609789
## 575 11.360648 23 529 1.498464e+03 0 3.65609789
## 576 11.762906 27 729 1.498464e+03 0 3.65609789
## 577 10.798554 34 1156 2.365444e+02 0 2.73306799
## 578 11.608235 37 1369 3.426201e+02 0 2.91831112
## 579 11.682669 41 1681 5.837056e+02 0 3.18469834
## 580 10.988677 19 361 2.925728e+03 0 3.99064922
## 581 11.207758 22 484 3.092472e+03 0 4.01836300
## 582 11.363439 26 676 3.186603e+03 0 4.03335524
## 583 10.736397 0 0 0.000000e+00 1 NA
## 584 10.885566 3 9 6.230015e+02 0 3.21727443
## 585 11.321765 7 49 7.089640e+03 0 4.43319511
## 586 10.866662 5 25 8.154090e+03 0 4.50313759
## 587 11.167614 8 64 5.697769e+02 0 3.17262244
## 588 11.441429 12 144 1.578473e+03 0 3.68210649
## 589 11.493987 18 324 1.355362e+04 0 4.75720453
## 590 11.714952 21 441 1.375225e+04 0 4.76447916
## 591 11.875302 25 625 1.482793e+04 0 4.80213404
## 592 NA 0 0 0.000000e+00 1 NA
## 593 10.858999 0 0 0.000000e+00 1 NA
## 594 11.065075 4 16 8.637720e+02 0 3.38065457
## 595 10.714417 0 0 0.000000e+00 1 NA
## 596 10.871896 3 9 0.000000e+00 1 NA
## 597 11.096652 7 49 1.406250e+01 0 1.32175589
## 598 11.272127 18 324 1.906196e+03 0 3.77643228
## 599 11.409784 21 441 2.961536e+03 0 3.99673176
## 600 12.009571 25 625 3.061409e+03 0 4.01331520
## 601 11.346870 19 361 1.096934e+03 0 3.50013733
## 602 11.569305 22 484 1.096934e+03 0 3.50013733
## 603 11.763684 26 676 1.096934e+03 0 3.50013733
## 604 11.418614 21 441 6.510876e+03 0 4.39061451
## 605 11.589887 24 576 7.428716e+03 0 4.45655441
## 606 NA 28 784 7.844645e+03 0 4.48379326
## 607 11.407565 16 256 1.097675e+04 0 4.65176725
## 608 11.595427 19 361 1.280292e+04 0 4.72871447
## 609 11.808576 23 529 2.328981e+04 0 5.02788544
## 610 11.434964 27 729 1.172889e+04 0 4.68490505
## 611 11.842229 30 900 1.401382e+04 0 4.77389956
## 612 11.920388 34 1156 1.574774e+04 0 4.83222628
## 613 NA 0 0 0.000000e+00 1 NA
## 614 10.823771 2 4 1.512900e+00 0 0.20701419
## 615 11.029228 6 36 2.079360e+01 0 1.51732266
## 616 11.198215 19 361 2.022301e+03 0 3.80599570
## 617 11.287279 22 484 2.114160e+03 0 3.82820654
## 618 11.393015 26 676 2.532102e+03 0 3.91840267
## 619 11.320554 28 784 1.713481e+02 0 2.57184863
## 620 11.407565 31 961 1.713481e+02 0 2.57184863
## 621 11.468973 35 1225 1.713481e+02 0 2.57184863
## 622 11.248960 26 676 1.412294e+04 0 4.77777815
## 623 11.358608 29 841 1.695204e+04 0 4.86907148
## 624 11.485555 33 1089 1.801233e+04 0 4.89940596
## 625 10.954309 5 25 2.123366e+03 0 3.83037901
## 626 11.202316 8 64 7.035854e+03 0 4.42938709
## 627 11.401994 12 144 8.926471e+03 0 4.54838800
## 628 11.018629 4 16 6.451600e+00 0 0.93216407
## 629 11.225244 7 49 1.763584e+02 0 2.58625913
## 630 11.461632 11 121 2.098556e+03 0 3.82450247
## 631 11.163368 17 289 1.579295e+04 0 4.83365917
## 632 11.269579 20 400 1.671073e+04 0 4.86190319
## 633 11.488633 24 576 2.110338e+04 0 4.97859430
## 634 10.904119 9 81 4.473225e+02 0 3.05163980
## 635 11.200951 12 144 2.622464e+03 0 3.93593478
## 636 11.428456 16 256 3.320064e+03 0 4.05386972
## 637 11.066638 5 25 7.590024e+02 0 3.31600261
## 638 11.319341 8 64 1.315380e+04 0 4.74223280
## 639 11.685197 12 144 2.188033e+04 0 4.99667168
## 640 10.904119 6 36 1.079122e+03 0 3.49195170
## 641 11.124317 9 81 1.568160e+03 0 3.67882919
## 642 11.440784 13 169 2.685312e+03 0 3.94777608
## 643 11.338573 35 1225 3.099149e+03 0 4.01944160
## 644 11.398636 38 1444 3.099149e+03 0 4.01944160
## 645 11.418614 42 1764 3.169690e+03 0 4.03069448
## 646 11.399756 19 361 1.486205e+04 0 4.80328321
## 647 11.475224 22 484 2.062670e+04 0 4.96717072
## 648 11.544424 26 676 2.692881e+04 0 5.10047626
## 649 11.453176 21 441 9.966649e+02 0 3.45220733
## 650 11.517913 24 576 1.308269e+03 0 3.58822989
## 651 11.532728 28 784 1.308269e+03 0 3.58822989
## 652 11.112448 3 9 5.168172e+03 0 4.27513695
## 653 11.381678 6 36 7.558564e+03 0 4.46521807
## 654 11.591737 10 100 8.508217e+03 0 4.52439404
## 655 11.026793 22 484 1.312613e+03 0 3.58988738
## 656 11.178850 25 625 1.312613e+03 0 3.58988738
## 657 11.350407 29 841 1.312613e+03 0 3.58988738
## 658 11.251561 12 144 6.185823e+03 0 4.36500788
## 659 11.482467 15 225 1.406122e+04 0 4.77558804
## 660 11.724806 19 361 1.992615e+04 0 4.94989395
## 661 11.050890 9 81 5.192643e+03 0 4.27749920
## 662 11.381678 12 144 5.415488e+03 0 4.29850912
## 663 11.517913 16 256 5.422850e+03 0 4.29918814
## 664 NA 0 0 5.184000e-01 0 -0.32850403
## 665 10.858999 0 0 5.184000e-01 0 -0.32850403
## 666 11.121364 4 16 1.622478e+03 0 3.69585514
## 667 10.858999 9 81 7.513081e+02 0 3.31090784
## 668 11.021902 12 144 1.758964e+03 0 3.73623991
## 669 11.692744 16 256 7.071127e+03 0 4.43188763
## 670 11.270854 24 576 3.418431e+04 0 5.21976089
## 671 11.369055 27 729 3.567943e+04 0 5.24116468
## 672 11.796464 31 961 4.406221e+04 0 5.34667873
## 673 11.440354 34 1156 1.984702e+03 0 3.79661202
## 674 11.512925 37 1369 2.034010e+03 0 3.80888224
## 675 11.535469 41 1681 2.158531e+03 0 3.83859181
## 676 11.025166 26 676 1.434895e+03 0 3.63442326
## 677 11.151956 29 841 1.434895e+03 0 3.63442326
## 678 11.300351 33 1089 1.703213e+03 0 3.72013593
## 679 10.968198 11 121 2.829124e+02 0 2.82256866
## 680 11.056430 14 196 3.374569e+02 0 2.91071892
## 681 11.234533 18 324 6.200100e+02 0 3.21486783
## 682 11.277204 19 361 2.977885e+03 0 3.99948430
## 683 11.442503 22 484 4.029710e+03 0 4.15072489
## 684 11.584315 26 676 6.864122e+03 0 4.41703176
## 685 NA 21 441 1.830338e+04 0 4.90742064
## 686 11.989160 24 576 2.219206e+04 0 5.00374508
## 687 11.717498 28 784 2.466784e+04 0 5.05662775
## 688 11.617826 42 1764 0.000000e+00 1 NA
## 689 11.672609 45 2025 0.000000e+00 1 NA
## 690 NA 49 2401 0.000000e+00 1 NA
## 691 11.608853 15 225 1.886777e+04 0 4.92260504
## 692 11.688264 18 324 1.886777e+04 0 4.92260504
## 693 11.771822 22 484 3.196586e+04 0 5.18621206
## 694 10.928004 NA NA 0.000000e+00 1 NA
## 695 10.959731 NA NA 0.000000e+00 1 NA
## 696 NA NA NA 0.000000e+00 1 NA
## 697 NA 9 81 6.525408e+03 0 4.39172935
## 698 11.505981 12 144 8.177585e+03 0 4.50457621
## 699 11.623169 16 256 1.694163e+04 0 4.86876440
## 700 NA 6 36 1.322777e+03 0 3.59374428
## 701 11.307745 9 81 3.161813e+03 0 4.02945042
## 702 11.512925 13 169 3.640916e+03 0 4.09999514
## 703 10.869197 NA NA 0.000000e+00 1 NA
## 704 10.900897 NA NA 0.000000e+00 1 NA
## 705 NA NA NA 0.000000e+00 1 NA
## 706 NA NA NA 0.000000e+00 1 NA
## 707 NA NA NA 0.000000e+00 1 NA
## 708 NA NA NA 0.000000e+00 1 NA
## 709 NA NA NA 0.000000e+00 1 NA
## 710 NA NA NA 0.000000e+00 1 NA
## 711 NA NA NA 0.000000e+00 1 NA
## 712 11.627700 NA NA 0.000000e+00 1 NA
## 713 11.679990 NA NA 0.000000e+00 1 NA
## 714 NA NA NA 0.000000e+00 1 NA
## 715 11.359961 34 1156 0.000000e+00 1 NA
## 716 11.539557 37 1369 0.000000e+00 1 NA
## 717 NA 41 1681 0.000000e+00 1 NA
## 718 11.612128 29 841 7.209708e+03 0 4.44159174
## 719 11.703983 32 1024 7.509956e+03 0 4.46199226
## 720 11.769852 36 1296 7.509956e+03 0 4.46199226
## 721 NA NA NA 0.000000e+00 1 NA
## 722 NA NA NA 0.000000e+00 1 NA
## 723 NA NA NA 0.000000e+00 1 NA
## 724 11.381678 31 961 1.453897e+03 0 3.64100146
## 725 11.459672 34 1156 1.453897e+03 0 3.64100146
## 726 11.502168 38 1444 1.453897e+03 0 3.64100146
## 727 11.156851 6 36 1.637011e+03 0 3.70031381
## 728 11.221195 9 81 6.840944e+03 0 4.41534042
## 729 11.608235 13 169 1.270805e+04 0 4.72499561
## 730 NA NA NA 0.000000e+00 1 NA
## 731 NA NA NA 0.000000e+00 1 NA
## 732 NA NA NA 0.000000e+00 1 NA
## 733 11.350407 19 361 8.114407e+03 0 4.50069809
## 734 11.534188 22 484 1.062961e+04 0 4.63569927
## 735 11.583943 26 676 1.062961e+04 0 4.63569927
## 736 10.810798 NA NA 2.248656e+03 0 3.85904408
## 737 11.126012 NA NA 2.248656e+03 0 3.85904408
## 738 11.363903 NA NA 3.093584e+03 0 4.01854277
## 739 NA 0 0 4.000000e-02 0 -1.60943794
## 740 10.833681 2 4 4.000000e-02 0 -1.60943794
## 741 10.876159 6 36 7.139584e+02 0 3.28541231
## 742 10.673758 NA NA 0.000000e+00 1 NA
## 743 10.842283 NA NA 0.000000e+00 1 NA
## 744 NA NA NA 0.000000e+00 1 NA
## 745 11.576295 NA NA 4.294181e+03 0 4.18250799
## 746 11.679575 NA NA 9.517953e+03 0 4.58046770
## 747 11.707093 NA NA 1.679616e+04 0 4.86445284
## 748 NA 6 36 4.826081e+03 0 4.24089479
## 749 11.274046 9 81 9.162318e+03 0 4.56142712
## 750 11.667576 13 169 1.146827e+04 0 4.67366934
## 751 11.087222 32 1024 8.643600e+00 0 1.07840955
## 752 11.121423 35 1225 8.643600e+00 0 1.07840955
## 753 11.129907 39 1521 8.643600e+00 0 1.07840955
## 754 11.236948 24 576 1.829273e+03 0 3.75583696
## 755 11.333237 27 729 1.829273e+03 0 3.75583696
## 756 11.442546 31 961 1.829273e+03 0 3.75583696
## 757 11.261241 NA NA 0.000000e+00 1 NA
## 758 11.589887 NA NA 0.000000e+00 1 NA
## 759 NA NA NA 0.000000e+00 1 NA
## 760 11.329495 14 196 1.551270e+04 0 4.82470703
## 761 11.553030 17 289 3.570588e+04 0 5.24153519
## 762 11.720744 21 441 6.195121e+04 0 5.51705122
## 763 10.774990 4 16 1.592010e+01 0 1.38379121
## 764 10.932196 7 49 1.498464e+03 0 3.65609789
## 765 11.561716 11 121 3.970260e+03 0 4.14329338
## 766 NA 7 49 5.641512e+03 0 4.31895351
## 767 11.319474 10 100 6.062180e+03 0 4.35491228
## 768 11.750957 14 196 1.624605e+04 0 4.84780264
## 769 10.722342 NA NA 0.000000e+00 1 NA
## 770 10.966162 NA NA 0.000000e+00 1 NA
## 771 NA NA NA 0.000000e+00 1 NA
## 772 10.941340 NA NA 1.687401e+02 0 2.56417990
## 773 11.277912 NA NA 2.076481e+02 0 2.66792250
## 774 11.434964 NA NA 2.122849e+02 0 2.67896461
## 775 10.770062 6 36 1.796912e+03 0 3.74691248
## 776 11.029261 9 81 2.089404e+03 0 3.82231712
## 777 11.407565 13 169 2.128900e+03 0 3.83168030
## 778 11.363521 9 81 7.029145e+03 0 4.42891026
## 779 11.501945 12 144 1.008618e+04 0 4.60946083
## 780 11.729850 16 256 1.473310e+04 0 4.79892588
## 781 11.417031 19 361 5.286744e+03 0 4.28647900
## 782 11.609054 22 484 5.396372e+03 0 4.29674101
## 783 11.715025 26 676 5.649026e+03 0 4.31961918
## 784 10.731056 1 1 4.796100e+00 0 0.78390157
## 785 10.856033 3 9 6.577209e+01 0 2.09309793
## 786 11.150950 6 36 3.534302e+03 0 4.08513546big <- big9salary- Is the mean difference in publication index, and total pages published significantly (5% level) different from zero?
#Ho: The means are equal
#Ha: The means are significantly different
#Check normality
shapiro.test(big$pubindx)##
## Shapiro-Wilk normality test
##
## data: big$pubindx
## W = 0.82185, p-value < 2.2e-16shapiro.test(big$totpge)##
## Shapiro-Wilk normality test
##
## data: big$totpge
## W = 0.8246, p-value < 2.2e-16#The variables are not normally distributed# Homogeneity of variance (F-test)
var.test(big$totpge, big$pubindx)##
## F test to compare two variances
##
## data: big$totpge and big$pubindx
## F = 14.216, num df = 746, denom df = 785, p-value < 2.2e-16
## alternative hypothesis: true ratio of variances is not equal to 1
## 95 percent confidence interval:
## 12.33752 16.38402
## sample estimates:
## ratio of variances
## 14.21569#The variances are not equalwilcox.test(big$pubindx,big$totpge, alternative = "two.sided")##
## Wilcoxon rank sum test with continuity correction
##
## data: big$pubindx and big$totpge
## W = 95558, p-value < 2.2e-16
## alternative hypothesis: true location shift is not equal to 0#pvalue < significance level
#At the 5% significance level, we reject the null hypotheses, which means that the mean difference between publication index and total pages is significantly different from zero