EE Holmes
I used parent and alumni wealth data from the The Equality of Opportunity Project. They have graciously posted all their data and allow one to download it for analysis. The data were downloaded from here: http://www.equality-of-opportunity.org/data/.
My “tiers” (Ivy, Elite and Highly Selective) were based largely on those used by the Equality of Opportunity Project with some changes. I moved the technical schools (MIT, CalTech, Harvey Mudd, GIT, etc) into their own category. I also moved some schools into/out of the ‘Elite’ and ‘Highly selective’ tiers. ‘Elite’ in my analysis means average 75% SAT > 2100 and average 75% ACT > 31. The schools in each tier group are listed on the last slides.
Within a “tier”, the upper 75% SAT scores are similar, i.e. the SAT score where the upper quartile starts. That is how the ‘tier’ is defined. Not by admit rates or wealth of the students, but by the upper 75% SAT scores of the incoming students. So an elite public university in this analysis has a similar upper 75% SAT score as an elite private university because that is how ‘elite’ is defined.
Only data on males were used since women’s salaries are much less than men’s.
The SAT, ACT, and admit rate data come mainly from http://www.acceptancerate.com and http://collegedata.com.
There are strong correlations between admit rates, upper SAT scores, and parent wealth.
There is a strong correlation between average kid (student) income at age 34 and the average parent income.
This means that one should be cautious about interpreting these results as showing an effect of a ‘school’ or an effect of quality of student (as measured by SAT scores). Are Stanford students on average wealthier as adults because of Stanford, or because, on average, the average Stanford student comes from a wealthy family?
Schools with low admit rates tend to have high upper 75% SAT scores. However, there is high variability in admit rates within tiers (different colored dots in the plot). Recall that average upper 75% SAT score is similar across schools (public, private, private LAC) within a tier (e.g. blue dots). This is driven largely by location of the school.
On average, public schools of the same tier (elite, highly selective, selective) have slighly lower admit rates than private schools.
The average parent income in the Ivies+ tier is ca $460,000, with Yale ($587,815) and Stanford ($548,096) on the high end and Cornell ($276,129) and University of Chicago ($325,515) on the low end. On average, students at private schools come from families with about $100,000 more in household income.
but there is also a lot of noise.
In some private schools, 20% of students come from families in the upper 1% of household income. This group is primarily the Ivy+ tier plus a number of private LACs with a handful of other private schools thrown in.
In this plot, I have left of Liberal Arts College
Most of the schools fall on the same parent-child wealth correlation line. The wealthier the average parents are, the wealthier the average (male) student is.
Univ of Penn, Stanford, Harvard and Princeton are above that average parent-student income line. Students from these schools have more income at age 34 than you’d expect given the average parent income at these schools.
There is a parallel line that is about $40,000 below the main line. These are a group of highly selective private schools where the students have lower income than you would expect given the average parent income. This is the line defined by Elon Univ, Pepperdine, Vanderbilt, etc on the plot. This may have something to do with degree offerings, as this line is the same the parent-child wealth line for Liberal Arts colleges.
The parent-child wealth correlation is much noisier for Liberal Arts colleges. However on average students from LACs make on average $15,000 less than students from the same tier school at a non-LAC. See the legend where the means are shown. However, this seems to be driven by more schools falling on the parallel line that is $40,000 below the main line. LACs do not have engineering (generally) and engineering is associated with higher alum incomes.
Some are known for having ‘unconventional’ students that perhaps pursue arts or medieval literature. Some are known for sending very high fractions to graduate school (Reed) and many of these students would still be in training at age 34. This group is: Pitzer College, Oberlin College, Reed College, Connecticut College, Hampshire College, Sarah Lawrence College, Colorado College, Kenyon College, Colby College, Vassar College, Colgate University, Middlebury College, and Bard College.
See the legend for the averages.
The relationship between parent and child income is there for technical institutes, but the line is about $40,000 higher. A few schools (Rice, Carnegie Mellon, Cornell, Case Western) that are not technical institutes but are more STEM focused are also above average.
States are color-coded. Y-axis is the fraction of alumni who are in the upper 20% for individual wealth at age 34 (compared to other 34-year olds). Only schools in the ‘elite’ tier are shown: LAC, private, and public. They all have similar upper 75% SAT scores, but they vary in admit rates. Note, I included the Ivies for comparison. Their mean 75% SAT scores are higher than the elite schools.
The next 4 slides look at the fraction of alumni who are in the upper 20% for individual wealth at age 34 for Liberal Arts colleges only. Liberal Arts colleges in three different tiers are shown: elite, highly selective, and selective. The admit rates are shown on the x-axis.
The results are shown by region since mean salaries vary greatly by region and many of these colleges are regional. They draw from a regional pool and their alumni tend to settle in the same region. States are color-coded.
Among the elite and highly selective NE LACS (which have admit rates < 50%), there is not much difference in the fraction of alumni who end up in the upper quintile for wealth.
Alumni from Southern Liberal Arts colleges are less weathy on average than alumni from NE Liberal Arts colleges. This is likely due to the region they end up settling (S versus NE).
Ivy+ group with average 75% SAT and average 75% ACT. Cost of attendance and % need met.
## name sat act COA.IS need.met
## Brown University 2310 34 68106 100
## Columbia University 2350 34 68431 34
## Cornell University 2270 34 67613 100
## Dartmouth College 2350 34 70487 100
## Duke University 2330 34 69959 100
## Harvard University 2400 35 72400 100
## Princeton University 2390 35 64390 100
## Stanford University 2350 34 67291 100
## University Of Chicago 2370 35 71559 100
## University Of Pennsylvania 2320 34 69340 100
## Yale University 2390 35 68950 100Elite private with average 75% SAT and average 75% ACT.
## name sat act COA.IS need.met
## Boston College 2180 33 68064 100
## Brandeis University 2190 32 68428 97
## Carnegie Mellon University 2280 34 68452 82
## Case Western Reserve University 2190 33 63404 87
## Emory University 2190 32 65080 100
## Georgetown University NA 33 69923 100
## Johns Hopkins University 2260 34 68852 100
## Lehigh University NA 32 63075 95
## New York University 2190 32 71754 70
## Northeastern University 2200 33 66055 100
## Northwestern University 2320 34 70496 100
## Rice University 2320 34 60518 100
## Tufts University 2290 33 68200 100
## Tulane University 2120 32 67976 96
## University Of Miami 2110 32 64306 99
## University Of Notre Dame NA 34 67043 100
## University Of Rochester 2150 32 67772 95
## University Of Southern California 2230 33 69711 100
## Vanderbilt University 2340 34 65154 100
## Wake Forest University 2110 NA 66512 100
## Washington University In St. Louis 2320 34 69754 100## name sat act COA.IS need.met
## Amherst College 2290 34 69586 100
## Barnard College 2180 32 65992 100
## Bates College NA 32 66550 100
## Bowdoin College 2280 33 65590 100
## Bryn Mawr College 2190 32 66610 100
## Bucknell University 2090 32 67516 91
## Carleton College 2270 33 66490 100
## Claremont Mckenna College 2250 33 67885 100
## Colby College 2150 32 66277 100
## Colgate University NA 32 67290 100
## College Of The Holy Cross 2080 31 <NA> 100
## Colorado College 2130 32 66400 100
## Davidson College 2150 33 64219 100
## Franklin & Marshall College NA 31 <NA> 100
## Grinnell College NA 32 63438 100
## Hamilton College 2200 33 66250 100
## Haverford College 2240 33 69152 100
## Illinois Wesleyan University 2230 33 67527 100
## Kenyon College 2140 32 66690 95
## Macalester College 2170 32 64595 100
## Middlebury College 2230 33 66332 100
## Oberlin College 2185 32 68620 100
## Pomona College 2320 34 65857 100
## Reed College 2190 33 67250 100
## Scripps College 2203 32 68464 100
## Swarthmore College 2300 34 66110 100
## Vassar College 2220 33 68280 100
## Washington And Lee University 2190 33 63500 100
## Wellesley College 2270 33 66966 100
## Wesleyan University 2230 33 67527 100
## Whitman College 2123 32 61172 93
## Williams College 2340 34 68430 100## name sat act COA.IS need.met
## College Of William & Mary 2180 32 35991 79
## University Of California, Berkeley 2240 33 34972 78
## University Of California, Los Angeles 2150 31 32390 82
## University Of Michigan - Ann Arbor 2210 32 28776 86
## University Of North Carolina - Chapel Hill 2100 32 24630 100
## University Of Virginia 2180 33 30490 100## name sat act COA.IS need.met
## California Institute Of Technology 2390 35 64974 100
## Cooper Union 2220 33 NA
## Harvey Mudd College 2320 35 71917 100
## Massachusetts Institute Of Technology 2350 35 65478 100## name sat act COA.IS need.met
## American University 2030 30 NA
## Baylor University 1970 29 NA
## Boston University 2080 30 68060 93
## Chapman University 1950 29 66638 77
## College Of New Jersey 2010 30 33531 42
## Elon University 1980 26 48099 60
## Emerson College 1990 30 56
## Fordham University 2030 30 69708 75
## George Washington University 2090 31 68275 89
## Gonzaga University NA 29 55310 79
## Loyola University Chicago 1890 29 NA
## Loyola University Maryland NA 29 62750 93
## Loyola University New Orleans NA 28 NA
## Marquette University 1910 29 53218 77
## Pepperdine University 2010 30 NA
## Providence College 1900 28 NA
## Quinnipiac University 1780 27 NA
## Santa Clara University NA 31 66036 75
## Southern Methodist University 2070 31 70083 88
## Syracuse University 1900 29 NA
## Texas Christian University 1910 29 NA
## University Of Richmond 2100 31 63040 100
## University Of San Diego NA 30 63410 73
## University Of Tulsa NA 32 57864 86
## Villanova University 2090 31 65923 79## name sat act COA.IS need.met
## Agnes Scott College NA 29 <NA> 86
## Augustana College-IL NA 29 <NA> 84
## Austin College 1960 27 52047 95
## Bard College NA 29 <NA> 92
## Beloit College NA 30 57506 93
## Bennington College NA NA <NA> NA
## Centre College Of Kentucky 2020 31 <NA> 86
## Clark University 2010 NA <NA> 95
## Connecticut College 2100 31 65000 100
## Denison University NA 31 62480 97
## Dickinson College 2045 31 67679 99
## Furman University NA 30 63018 80
## Gettysburg College NA 29 65500 90
## Gustavus Adolphus College NA 30 <NA> 92
## Hampshire College NA NA 65574 NA
## Hendrix College NA 32 58120 84
## Kalamazoo College 2010 30 <NA> 95
## Knox College NA 29 <NA> 91
## Lafayette College 2060 31 <NA> 99
## Lawrence University NA 32 57273 93
## Mount Holyoke College NA 32 61206 100
## Muhlenberg College 2010 31 62480 93
## Occidental College 2100 31 69442 100
## Pitzer College NA 32 68192 100
## Rhodes College NA 31 <NA> 93
## Rollins College 1940 29 <NA> 77
## Saint Olaf College 2110 31 56610 99
## Sarah Lawrence College NA 31 66690 91
## Skidmore College 2040 30 <NA> 100
## Smith College NA 32 66605 100
## Southwestern University NA 29 <NA> NA
## St. John's College NA NA <NA> NA
## St. Lawrence University NA 32 57273 93
## Trinity College of Hartford, CT NA 31 <NA> 100
## Trinity University NA 31 <NA> 99
## Union College of Schenectady, NY 2090 31 <NA> 100
## University Of Puget Sound 2000 30 <NA> 75
## University Of The South 1990 30 <NA> 95
## Westmont College 1960 29 <NA> NA
## Wheaton College of Norton, MA NA 30 <NA> 94
## Wheaton College of Wheaton, IL NA 30 <NA> 94
## Wofford College 1800 29 55573 89## name sat act COA.IS need.met
## Binghamton University 2055 30 NA
## Clemson University 1950 31 NA
## Ohio State University 2040 31 25539 74
## Rutgers University 1980 NA 31,733 51
## SUNY College At Geneseo NA 29 NA
## SUNY At Stony Brook 2000 30 NA
## Texas A&M University 1900 29 27208 73
## University Of California, Irvine NA NA <NA> NA
## University Of California, San Diego 2080 31 30286 86
## University Of California, Santa Barbara 2000 29 NA
## University Of Connecticut NA 30 30002 60
## University Of Florida 2040 31 21251 99
## University Of Georgia 2000 30 25186 78
## University Of Illinois System 2120 31 31046 68
## University Of Maryland System 2100 NA 25744 78
## University Of Minnesota System 2100 30 26719 78
## University Of Pittsburgh System 2000 30 NA
## University Of Texas At Austin 2060 31 26626 68
## University Of Texas At Dallas NA 31 NA
## University Of Wisconsin System 2070 30 25294 76Selective private
## [1] "Abilene Christian University"
## [2] "Adelphi University"
## [3] "Adrian College"
## [4] "Albertus Magnus College"
## [5] "Alderson Broaddus University"
## [6] "Alfred University"
## [7] "Alvernia University"
## [8] "Alverno College"
## [9] "American International College"
## [10] "Anderson University of Anderson, IN"
## [11] "Andrews University"
## [12] "Anna Maria College"
## [13] "Aquinas College"
## [14] "Arcadia University"
## [15] "Asbury College"
## [16] "Ashland University"
## [17] "Assumption College"
## [18] "Augsburg College"
## [19] "Augustana College of Sioux Falls, SD"
## [20] "Aurora University"
## [21] "Averett University"
## [22] "Avila University"
## [23] "Baker University"
## [24] "Baldwin Wallace University"
## [25] "Barry University"
## [26] "Barton College"
## [27] "Bay Path College"
## [28] "Becker College"
## [29] "Belhaven University"
## [30] "Bellarmine University"
## [31] "Bellevue University"
## [32] "Belmont Abbey College"
## [33] "Belmont University"
## [34] "Benedict College"
## [35] "Benedictine College"
## [36] "Benedictine University"
## [37] "Bennett College"
## [38] "Bethany College of Bethany, WV"
## [39] "Bethany College of Lindsborg, KS"
## [40] "Bethel College"
## [41] "Bethel University of McKenzie, TN"
## [42] "Bethel University of Saint Paul, MN"
## [43] "Bethune Cookman University"
## [44] "Biola University"
## [45] "Blackburn University"
## [46] "Bloomfield College"
## [47] "Bluffton University"
## [48] "Boricua College"
## [49] "Bradley University"
## [50] "Brenau University"
## [51] "Brewton Parker College"
## [52] "Briar Cliff University"
## [53] "Bridgewater College"
## [54] "Brigham Young University"
## [55] "Brigham Young University - Hawaii"
## [56] "Bryan College"
## [57] "Bryant University"
## [58] "Buena Vista University"
## [59] "Butler University"
## [60] "Cabrini College"
## [61] "Cairn University"
## [62] "Caldwell College"
## [63] "California Baptist University"
## [64] "California Lutheran University"
## [65] "Campbell University"
## [66] "Campbellsville University"
## [67] "Capital University"
## [68] "Cardinal Stritch University"
## [69] "Carlow University"
## [70] "Carroll University"
## [71] "Carson - Newman University"
## [72] "Catawba College"
## [73] "Catholic University Of America"
## [74] "Cazenovia College"
## [75] "Cedarville University"
## [76] "Centenary College"
## [77] "Central Methodist University"
## [78] "Chaminade University Of Honolulu"
## [79] "Champlain College"
## [80] "Charleston Southern University"
## [81] "Chatham University"
## [82] "Chestnut Hill College"
## [83] "Christian Brothers University"
## [84] "Claflin University"
## [85] "Clark Atlanta University"
## [86] "Clarke University"
## [87] "Clarkson University"
## [88] "Clearwater Christian College"
## [89] "Coker College"
## [90] "Colby-Sawyer College"
## [91] "College Of Mount Saint Joseph"
## [92] "College Of New Rochelle"
## [93] "College Of Our Lady Of The Elms"
## [94] "College Of Saint Elizabeth"
## [95] "College Of Saint Rose"
## [96] "College Of The Ozarks"
## [97] "Colorado Christian University"
## [98] "Columbia College of Chicago, IL"
## [99] "Columbia College of Columbia, MO"
## [100] "Columbia College of Columbia, SC"
## [101] "Concordia College - Moorhead"
## [102] "Concordia University - Saint Paul"
## [103] "Concordia University - Wisconsin"
## [104] "Concordia University Texas"
## [105] "Concordia University of Irvine, CA"
## [106] "Concordia University of Portland, OR"
## [107] "Concordia University of River Forest, IL"
## [108] "Concordia University of Seward, NE"
## [109] "Converse College"
## [110] "Corban University"
## [111] "Cornerstone University"
## [112] "Covenant College"
## [113] "Creighton University"
## [114] "Culver-Stockton College"
## [115] "Cumberland University"
## [116] "Curry College"
## [117] "D'Youville College"
## [118] "Daemen College"
## [119] "Dallas Baptist University"
## [120] "Davenport University"
## [121] "Davis & Elkins College"
## [122] "DeSales University"
## [123] "Defiance College"
## [124] "Delaware Valley College Of Science & Agriculture"
## [125] "Depaul University"
## [126] "Dillard University"
## [127] "Doane College"
## [128] "Dominican College Of Blauvelt"
## [129] "Dominican University"
## [130] "Dominican University Of California"
## [131] "Dowling College"
## [132] "Drake University"
## [133] "Drury University"
## [134] "Duquesne University Of The Holy Spirit"
## [135] "East Texas Baptist University"
## [136] "East West University"
## [137] "Eastern Mennonite University"
## [138] "Eastern Nazarene College"
## [139] "Eastern University"
## [140] "Edgewood College"
## [141] "Edward Waters College"
## [142] "Elmhurst College"
## [143] "Elmira College"
## [144] "Embry-Riddle Aeronautical University"
## [145] "Emmanuel College of Boston, MA"
## [146] "Emory & Henry College"
## [147] "Endicott College"
## [148] "Eureka College"
## [149] "Evangel University"
## [150] "Fairfield University"
## [151] "Fairleigh Dickinson University"
## [152] "Faulkner University"
## [153] "Felician College"
## [154] "Ferrum College"
## [155] "Fisk University"
## [156] "Flagler College"
## [157] "Florida Institute Of Technology"
## [158] "Florida Memorial University"
## [159] "Fontbonne University"
## [160] "Franciscan University Of Steubenville"
## [161] "Franklin College Of Indiana"
## [162] "Franklin Pierce University"
## [163] "Freed Hardeman University"
## [164] "Friends University"
## [165] "Gannon University"
## [166] "Gardner - Webb University"
## [167] "George Fox University"
## [168] "Georgetown College"
## [169] "Georgian Court University"
## [170] "Goldey-Beacom College"
## [171] "Grace College And Theological Seminary"
## [172] "Graceland University"
## [173] "Grand View University"
## [174] "Green Mountain College"
## [175] "Greensboro College"
## [176] "Greenville College"
## [177] "Gwynedd Mercy University"
## [178] "Hamline University"
## [179] "Hampden Sydney College"
## [180] "Hampton University"
## [181] "Hannibal - Lagrange University"
## [182] "Hardin-Simmons University"
## [183] "Harding University"
## [184] "Hastings College"
## [185] "Heidelberg University"
## [186] "High Point University"
## [187] "Hilbert College"
## [188] "Hofstra University"
## [189] "Hollins University"
## [190] "Holy Family University"
## [191] "Houston Baptist University"
## [192] "Howard Payne University"
## [193] "Howard University"
## [194] "Huntingdon College"
## [195] "Huntington University"
## [196] "Husson University"
## [197] "Huston - Tillotson University"
## [198] "Illinois College"
## [199] "Immaculata University"
## [200] "Indiana Institute Of Technology"
## [201] "Iona College"
## [202] "Ithaca College"
## [203] "Jacksonville University"
## [204] "Jamestown College"
## [205] "Jarvis Christian College"
## [206] "John Brown University"
## [207] "John Carroll University"
## [208] "Johnson & Wales University"
## [209] "Johnson C Smith University"
## [210] "Judson University"
## [211] "Kentucky Christian University"
## [212] "Kentucky Wesleyan College"
## [213] "Keuka College"
## [214] "Keystone College"
## [215] "King University"
## [216] "King's College of Wilkes-Barre, PA"
## [217] "La Roche College"
## [218] "La Salle University"
## [219] "La Sierra University"
## [220] "Lagrange College"
## [221] "Lake Erie College"
## [222] "Lakeland College"
## [223] "Lane College"
## [224] "Lasell College"
## [225] "Lawrence Technological University"
## [226] "Lee University"
## [227] "Lees-Mcrae College"
## [228] "Lemoyne - Owen College"
## [229] "Lenoir-Rhyne University"
## [230] "Lesley University"
## [231] "Letourneau University"
## [232] "Lewis University"
## [233] "Liberty University"
## [234] "Limestone College"
## [235] "Lincoln Memorial University"
## [236] "Lindenwood University"
## [237] "Lindsey Wilson College"
## [238] "Lipscomb University"
## [239] "Livingstone College"
## [240] "Long Island University System"
## [241] "Louisiana College"
## [242] "Lourdes University"
## [243] "Loyola Marymount University"
## [244] "Lubbock Christian University"
## [245] "Lynchburg College"
## [246] "Lynn University"
## [247] "MCP Hahnemann And Drexel Universities"
## [248] "MacMurray College"
## [249] "Madonna University"
## [250] "Malone University"
## [251] "Manchester University"
## [252] "Manhattanville College"
## [253] "Marian University of Fond Du Lac, WI"
## [254] "Marian University of Indianapolis, IN"
## [255] "Marietta College"
## [256] "Marist College"
## [257] "Mars Hill University"
## [258] "Mary Baldwin College"
## [259] "Marymount University"
## [260] "Maryville College"
## [261] "Maryville University Of Saint Louis"
## [262] "Marywood University"
## [263] "Master's College & Seminary"
## [264] "McKendree University"
## [265] "McMurry University"
## [266] "McPherson College"
## [267] "Medaille College"
## [268] "Mercer University"
## [269] "Mercy College"
## [270] "Mercyhurst University"
## [271] "Meredith College"
## [272] "Merrimack College"
## [273] "Methodist University"
## [274] "Midamerica Nazarene University"
## [275] "Midland University"
## [276] "Miles College"
## [277] "Milligan College"
## [278] "Millikin University"
## [279] "Misericordia University"
## [280] "Missouri Baptist University"
## [281] "Missouri Valley College"
## [282] "Mitchell College"
## [283] "Molloy College"
## [284] "Monmouth College"
## [285] "Monmouth University"
## [286] "Morningside College"
## [287] "Morris College"
## [288] "Mount Aloysius College"
## [289] "Mount Ida College"
## [290] "Mount Marty College"
## [291] "Mount Mary University"
## [292] "Mount Mercy University"
## [293] "Mount Saint Mary College"
## [294] "Mount Saint Mary's University"
## [295] "Mount St. Mary's College"
## [296] "Mount Vernon Nazarene University"
## [297] "Muskingum University"
## [298] "Neumann University"
## [299] "New England College"
## [300] "New York Institute Of Technology"
## [301] "Newbury College"
## [302] "Newman University"
## [303] "Niagara University"
## [304] "Nichols College"
## [305] "North Carolina Wesleyan College"
## [306] "North Central University"
## [307] "North Park University"
## [308] "Northwest Nazarene University"
## [309] "Northwest University"
## [310] "Northwestern College of Orange City, IA"
## [311] "Northwood University"
## [312] "Norwich University"
## [313] "Notre Dame College Of Ohio"
## [314] "Notre Dame Of Maryland University"
## [315] "Nova Southeastern University"
## [316] "Nyack College"
## [317] "Oakland City University"
## [318] "Oakwood University"
## [319] "Oglethorpe University"
## [320] "Ohio Dominican University"
## [321] "Ohio Northern University"
## [322] "Oklahoma Baptist University"
## [323] "Oklahoma Christian University"
## [324] "Oklahoma City University"
## [325] "Olivet College"
## [326] "Olivet Nazarene University"
## [327] "Oral Roberts University"
## [328] "Otterbein University"
## [329] "Ouachita Baptist University"
## [330] "Our Lady Of Holy Cross College"
## [331] "Our Lady Of The Lake University"
## [332] "Pace University"
## [333] "Pacific Lutheran University"
## [334] "Paine College"
## [335] "Palm Beach Atlantic University"
## [336] "Park University"
## [337] "Pfeiffer University"
## [338] "Philadelphia University"
## [339] "Piedmont College"
## [340] "Point Loma Nazarene University"
## [341] "Point Park University"
## [342] "Queens University Of Charlotte"
## [343] "Quincy University"
## [344] "Randolph - Macon College"
## [345] "Randolph College"
## [346] "Regis College"
## [347] "Regis University"
## [348] "Reinhardt University"
## [349] "Rider University"
## [350] "Rivier University"
## [351] "Robert Morris University"
## [352] "Roberts Wesleyan College"
## [353] "Rochester Institute Of Technology"
## [354] "Rockford University"
## [355] "Rockhurst University"
## [356] "Rocky Mountain College"
## [357] "Roger Williams University"
## [358] "Roosevelt University"
## [359] "Rust College"
## [360] "Sacred Heart University"
## [361] "Sage Colleges"
## [362] "Saint Ambrose University"
## [363] "Saint Augustine's University"
## [364] "Saint Francis College"
## [365] "Saint Francis University"
## [366] "Saint John's University of Collegeville, MN"
## [367] "Saint John's University of Queens, NY"
## [368] "Saint Joseph's College of Brooklyn, NY"
## [369] "Saint Joseph's College of Rensselaer, IN"
## [370] "Saint Joseph's College of Standish, ME"
## [371] "Saint Joseph's University"
## [372] "Saint Leo University"
## [373] "Saint Louis University"
## [374] "Saint Martin's University"
## [375] "Saint Mary's College"
## [376] "Saint Mary's College Of California"
## [377] "Saint Mary's University"
## [378] "Saint Mary's University Of Minnesota"
## [379] "Saint Peter's University"
## [380] "Saint Thomas Aquinas College"
## [381] "Saint Thomas University"
## [382] "Saint Xavier University"
## [383] "Salem College"
## [384] "Salve Regina University"
## [385] "Samford University"
## [386] "Schreiner University"
## [387] "Seattle University"
## [388] "Seton Hall University"
## [389] "Seton Hill University"
## [390] "Shaw University"
## [391] "Shenandoah University"
## [392] "Shorter University"
## [393] "Siena Heights University"
## [394] "Simpson College"
## [395] "Simpson University"
## [396] "Southeastern University"
## [397] "Southern Adventist University"
## [398] "Southern Nazarene University"
## [399] "Southern New Hampshire University"
## [400] "Southwest Baptist University"
## [401] "Southwestern Adventist University"
## [402] "Southwestern College"
## [403] "Spring Arbor University"
## [404] "Spring Hill College"
## [405] "St. Bonaventure University"
## [406] "St. Catherine University"
## [407] "St. Edward's University"
## [408] "Stephens College"
## [409] "Sterling College"
## [410] "Stetson University"
## [411] "Stevenson University"
## [412] "Stillman College"
## [413] "Suffolk University"
## [414] "Susquehanna University"
## [415] "Sweet Briar College"
## [416] "Tabor College"
## [417] "Talladega College"
## [418] "Taylor University"
## [419] "Tennessee Wesleyan College"
## [420] "Texas Lutheran University"
## [421] "Thiel College"
## [422] "Thomas College"
## [423] "Thomas More College"
## [424] "Tiffin University"
## [425] "Toccoa Falls College"
## [426] "Touro College"
## [427] "Transylvania University"
## [428] "Trevecca Nazarene University"
## [429] "Trine University"
## [430] "Trinity Christian College"
## [431] "Trinity International University"
## [432] "Tusculum College"
## [433] "Tuskegee University"
## [434] "Union University"
## [435] "Unity College"
## [436] "University Of Bridgeport"
## [437] "University Of Charleston"
## [438] "University Of Dayton"
## [439] "University Of Denver"
## [440] "University Of Detroit Mercy"
## [441] "University Of Dubuque"
## [442] "University Of Evansville"
## [443] "University Of Findlay"
## [444] "University Of Hartford"
## [445] "University Of Indianapolis"
## [446] "University Of La Verne"
## [447] "University Of Mary"
## [448] "University Of Mary Hardin-Baylor"
## [449] "University Of Mobile"
## [450] "University Of Mount Olive"
## [451] "University Of Mount Union"
## [452] "University Of New England"
## [453] "University Of New Haven"
## [454] "University Of Northwestern- St Paul"
## [455] "University Of Pikeville"
## [456] "University Of Portland"
## [457] "University Of Redlands"
## [458] "University Of Rio Grande"
## [459] "University Of Saint Francis of Fort Wayne, IN"
## [460] "University Of Saint Francis of Joliet, IL"
## [461] "University Of Saint Joseph"
## [462] "University Of Saint Thomas of Houston, TX"
## [463] "University Of Saint Thomas of Saint Paul, MN"
## [464] "University Of San Francisco"
## [465] "University Of Scranton"
## [466] "University Of Sioux Falls"
## [467] "University Of Tampa"
## [468] "University Of The Cumberlands"
## [469] "University Of The Incarnate Word"
## [470] "University Of The Ozarks"
## [471] "University Of The Pacific"
## [472] "University Of The Sciences In Philadelphia"
## [473] "Upper Iowa University"
## [474] "Urbana University"
## [475] "Ursuline College"
## [476] "Utica College"
## [477] "Valparaiso University"
## [478] "Vanguard University Of Southern California"
## [479] "Virginia Union University"
## [480] "Virginia Wesleyan College"
## [481] "Viterbo University"
## [482] "Wagner College"
## [483] "Walla Walla University"
## [484] "Walsh University"
## [485] "Warner University"
## [486] "Warren Wilson College"
## [487] "Washington Adventist University"
## [488] "Wayland Baptist University"
## [489] "Waynesburg University"
## [490] "Webber International University"
## [491] "Webster University"
## [492] "Wells College"
## [493] "Wentworth Institute Of Technology"
## [494] "Wesley College"
## [495] "West Virginia Wesleyan College"
## [496] "Western New England University"
## [497] "Westminster College of Fulton, MO"
## [498] "Westminster College of New Wilmington, PA"
## [499] "Westminster College of Salt Lake City, UT"
## [500] "Wheeling Jesuit University"
## [501] "Wheelock College"
## [502] "Whitworth University"
## [503] "Widener University"
## [504] "Wiley College"
## [505] "Wilkes University"
## [506] "William Carey University"
## [507] "William Penn University"
## [508] "William Woods University"
## [509] "Williams Baptist College"
## [510] "Wilmington College"
## [511] "Wilmington University"
## [512] "Wingate University"
## [513] "Wisconsin Lutheran College"
## [514] "Wittenberg University"
## [515] "Woodbury University"
## [516] "Xavier University"
## [517] "Xavier University Of Louisiana"
## [518] "Yeshiva University"
## [519] "York College Of Pennsylvania"Selective LAC
## [1] "Albion College"
## [2] "Albright College"
## [3] "Allegheny College"
## [4] "Alma College"
## [5] "Azusa Pacific University"
## [6] "Berry College"
## [7] "Birmingham Southern College"
## [8] "Calvin College"
## [9] "Canisius College"
## [10] "Carroll College"
## [11] "Carthage College"
## [12] "Cedar Crest College"
## [13] "Centenary College Of Louisiana"
## [14] "Central College"
## [15] "Coe College"
## [16] "College Of Idaho"
## [17] "College Of Mount Saint Vincent And Manhattan College"
## [18] "College Of Saint Benedict"
## [19] "College Of Saint Scholastica"
## [20] "College Of Wooster"
## [21] "Cornell College"
## [22] "Dakota Wesleyan University"
## [23] "DePauw University"
## [24] "Dordt College"
## [25] "Drew University"
## [26] "Earlham College"
## [27] "Eckerd College"
## [28] "Elizabethtown College"
## [29] "Erskine College"
## [30] "Florida Southern College"
## [31] "Fresno Pacific University"
## [32] "Geneva College"
## [33] "Gordon College"
## [34] "Goshen College"
## [35] "Goucher College"
## [36] "Guilford College"
## [37] "Hanover College"
## [38] "Hartwick College"
## [39] "Hawaii Pacific University"
## [40] "Hiram College"
## [41] "Hobart And William Smith Colleges"
## [42] "Hood College"
## [43] "Hope College"
## [44] "Houghton College"
## [45] "Indiana Wesleyan University"
## [46] "Juniata College"
## [47] "Kansas Wesleyan University"
## [48] "Lake Forest College"
## [49] "Le Moyne College"
## [50] "Lebanon Valley College"
## [51] "Lewis & Clark College"
## [52] "Linfield College"
## [53] "Loras College"
## [54] "Luther College"
## [55] "Lycoming College"
## [56] "Marymount Manhattan College"
## [57] "McDaniel College"
## [58] "Messiah College"
## [59] "Mills College"
## [60] "Millsaps College"
## [61] "Mississippi College"
## [62] "Moravian College"
## [63] "Morehouse College"
## [64] "Nazareth College Of Rochester"
## [65] "Nebraska Wesleyan University"
## [66] "Newberry College"
## [67] "North Central College"
## [68] "Northland College"
## [69] "Ohio Wesleyan University"
## [70] "Pacific Union College"
## [71] "Pacific University"
## [72] "Philander Smith College"
## [73] "Presbyterian College"
## [74] "Ripon College"
## [75] "Roanoke College"
## [76] "Saint Anselm College"
## [77] "Saint John Fisher College"
## [78] "Saint Michael's College"
## [79] "Saint Norbert College"
## [80] "Saint Vincent College & Seminary"
## [81] "Seattle Pacific University"
## [82] "Siena College"
## [83] "Simmons College"
## [84] "Southern Wesleyan University"
## [85] "Spelman College"
## [86] "Springfield College"
## [87] "Stonehill College"
## [88] "Texas Wesleyan University"
## [89] "Tougaloo College"
## [90] "Trinity College of Washington, DC"
## [91] "Union College of Barbourville, KY"
## [92] "Union College of Lincoln, NE"
## [93] "University Of Dallas"
## [94] "Ursinus College"
## [95] "Wabash College"
## [96] "Wartburg College"
## [97] "Washington And Jefferson College"
## [98] "Washington College"
## [99] "Whittier College"
## [100] "Willamette University"
## [101] "William Jewell College"Selective public technical
## [1] "Colorado School Of Mines"
## [2] "Georgia Institute Of Technology"
## [3] "New Mexico Institute Of Mining & Technology"
## [4] "Virginia Polytechnic Institute & State University"Selective private technical
## [1] "Babson College"
## [2] "Bentley University"
## [3] "Illinois Institute Of Technology"
## [4] "Kettering University"
## [5] "Milwaukee School Of Engineering"
## [6] "Rensselaer Polytechnic Institute"
## [7] "Rose - Hulman Institute Of Technology"
## [8] "Stevens Institute Of Technology"
## [9] "Worcester Polytechnic Institute"