Trend
students who received their education on campus have higher chance to be satisfed by their education
satisfacation v.s. education method
| Mostly on campus with some online courses |
37 |
68 |
20 |
9 |
7 |
141 |
0.2624113 |
0.4822695 |
0.1418440 |
0.0638298 |
0.0496454 |
1 |
| Mostly online with a few courses on campus |
3 |
9 |
1 |
NA |
2 |
15 |
0.2000000 |
0.6000000 |
0.0666667 |
NA |
0.1333333 |
1 |
| On campus |
1104 |
858 |
171 |
56 |
85 |
2274 |
0.4854881 |
0.3773087 |
0.0751979 |
0.0246262 |
0.0373791 |
1 |
| Online |
14 |
18 |
10 |
NA |
1 |
43 |
0.3255814 |
0.4186047 |
0.2325581 |
NA |
0.0232558 |
1 |
students who received their education on campus are more likely to value their experience
value v.s. education method
| Mostly on campus with some online courses |
40 |
51 |
34 |
11 |
5 |
141 |
0.2836879 |
0.3617021 |
0.2411348 |
0.0780142 |
0.0354610 |
1 |
| Mostly online with a few courses on campus |
6 |
3 |
5 |
1 |
NA |
15 |
0.4000000 |
0.2000000 |
0.3333333 |
0.0666667 |
NA |
1 |
| On campus |
1450 |
511 |
223 |
80 |
10 |
2274 |
0.6376429 |
0.2247142 |
0.0980651 |
0.0351803 |
0.0043975 |
1 |
| Online |
16 |
8 |
13 |
5 |
1 |
43 |
0.3720930 |
0.1860465 |
0.3023256 |
0.1162791 |
0.0232558 |
1 |
students who studied public health and human studies, animal studies, forestry, liberal arts are struggling to manage the student debt.
debt v.s. major
| Public Health and Human Studies |
101 |
30 |
29 |
30 |
8 |
18 |
216 |
0.4675926 |
0.1388889 |
0.1342593 |
0.1388889 |
0.0370370 |
0.0833333 |
1 |
| Animal Studies and Pre-vet |
41 |
9 |
10 |
6 |
5 |
6 |
77 |
0.5324675 |
0.1168831 |
0.1298701 |
0.0779221 |
0.0649351 |
0.0779221 |
1 |
| Forestry |
71 |
15 |
20 |
6 |
1 |
7 |
120 |
0.5916667 |
0.1250000 |
0.1666667 |
0.0500000 |
0.0083333 |
0.0583333 |
1 |
| Liberal Arts |
94 |
25 |
35 |
24 |
21 |
12 |
211 |
0.4454976 |
0.1184834 |
0.1658768 |
0.1137441 |
0.0995261 |
0.0568720 |
1 |
| Social Sciences |
106 |
21 |
40 |
24 |
12 |
12 |
215 |
0.4930233 |
0.0976744 |
0.1860465 |
0.1116279 |
0.0558140 |
0.0558140 |
1 |
| Earth, Ocean, and Atmospheric |
30 |
10 |
9 |
6 |
5 |
3 |
63 |
0.4761905 |
0.1587302 |
0.1428571 |
0.0952381 |
0.0793651 |
0.0476190 |
1 |
| Physical Sciences |
124 |
22 |
29 |
9 |
3 |
8 |
195 |
0.6358974 |
0.1128205 |
0.1487179 |
0.0461538 |
0.0153846 |
0.0410256 |
1 |
| Agricultural Science |
79 |
17 |
34 |
11 |
7 |
6 |
154 |
0.5129870 |
0.1103896 |
0.2207792 |
0.0714286 |
0.0454545 |
0.0389610 |
1 |
| Business |
248 |
65 |
85 |
38 |
11 |
17 |
464 |
0.5344828 |
0.1400862 |
0.1831897 |
0.0818966 |
0.0237069 |
0.0366379 |
1 |
| Computer Science and IT |
40 |
9 |
33 |
8 |
NA |
3 |
93 |
0.4301075 |
0.0967742 |
0.3548387 |
0.0860215 |
NA |
0.0322581 |
1 |
| Engineering |
189 |
60 |
53 |
19 |
1 |
8 |
330 |
0.5727273 |
0.1818182 |
0.1606061 |
0.0575758 |
0.0030303 |
0.0242424 |
1 |
| Biological Sciences |
88 |
17 |
30 |
12 |
3 |
3 |
153 |
0.5751634 |
0.1111111 |
0.1960784 |
0.0784314 |
0.0196078 |
0.0196078 |
1 |
| Education |
74 |
12 |
11 |
2 |
1 |
2 |
102 |
0.7254902 |
0.1176471 |
0.1078431 |
0.0196078 |
0.0098039 |
0.0196078 |
1 |
| Math and Statistics |
35 |
8 |
8 |
2 |
1 |
1 |
55 |
0.6363636 |
0.1454545 |
0.1454545 |
0.0363636 |
0.0181818 |
0.0181818 |
1 |
| Unclear |
12 |
3 |
8 |
1 |
1 |
NA |
25 |
0.4800000 |
0.1200000 |
0.3200000 |
0.0400000 |
0.0400000 |
NA |
1 |
students who studied engineering, education, physical sciences, and biological sciences find the experience more satisfied.
satisfaction v.s. major
| Engineering |
196 |
87 |
16 |
6 |
25 |
330 |
0.5939394 |
0.2636364 |
0.0484848 |
0.0181818 |
0.0757576 |
1 |
| Education |
58 |
30 |
7 |
3 |
4 |
102 |
0.5686275 |
0.2941176 |
0.0686275 |
0.0294118 |
0.0392157 |
1 |
| Physical Sciences |
110 |
64 |
9 |
2 |
10 |
195 |
0.5641026 |
0.3282051 |
0.0461538 |
0.0102564 |
0.0512821 |
1 |
| Biological Sciences |
75 |
58 |
11 |
3 |
6 |
153 |
0.4901961 |
0.3790850 |
0.0718954 |
0.0196078 |
0.0392157 |
1 |
| Forestry |
58 |
44 |
10 |
6 |
2 |
120 |
0.4833333 |
0.3666667 |
0.0833333 |
0.0500000 |
0.0166667 |
1 |
| Unclear |
12 |
8 |
2 |
3 |
NA |
25 |
0.4800000 |
0.3200000 |
0.0800000 |
0.1200000 |
NA |
1 |
| Agricultural Science |
73 |
60 |
14 |
2 |
5 |
154 |
0.4740260 |
0.3896104 |
0.0909091 |
0.0129870 |
0.0324675 |
1 |
| Public Health and Human Studies |
98 |
94 |
17 |
3 |
4 |
216 |
0.4537037 |
0.4351852 |
0.0787037 |
0.0138889 |
0.0185185 |
1 |
| Math and Statistics |
23 |
26 |
4 |
2 |
NA |
55 |
0.4181818 |
0.4727273 |
0.0727273 |
0.0363636 |
NA |
1 |
| Business |
194 |
205 |
44 |
9 |
12 |
464 |
0.4181034 |
0.4418103 |
0.0948276 |
0.0193966 |
0.0258621 |
1 |
| Animal Studies and Pre-vet |
32 |
30 |
11 |
2 |
2 |
77 |
0.4155844 |
0.3896104 |
0.1428571 |
0.0259740 |
0.0259740 |
1 |
| Liberal Arts |
87 |
84 |
21 |
8 |
11 |
211 |
0.4123223 |
0.3981043 |
0.0995261 |
0.0379147 |
0.0521327 |
1 |
| Social Sciences |
87 |
83 |
23 |
13 |
9 |
215 |
0.4046512 |
0.3860465 |
0.1069767 |
0.0604651 |
0.0418605 |
1 |
| Computer Science and IT |
35 |
49 |
6 |
1 |
2 |
93 |
0.3763441 |
0.5268817 |
0.0645161 |
0.0107527 |
0.0215054 |
1 |
| Earth, Ocean, and Atmospheric |
20 |
31 |
7 |
2 |
3 |
63 |
0.3174603 |
0.4920635 |
0.1111111 |
0.0317460 |
0.0476190 |
1 |
students who studied engineering, physical sciences, biological sciences, and education find the experience more valuable.
value v.s. major
| Engineering |
262 |
40 |
21 |
6 |
1 |
330 |
0.7939394 |
0.1212121 |
0.0636364 |
0.0181818 |
0.0030303 |
1 |
| Physical Sciences |
148 |
34 |
6 |
7 |
NA |
195 |
0.7589744 |
0.1743590 |
0.0307692 |
0.0358974 |
NA |
1 |
| Unclear |
17 |
NA |
5 |
3 |
NA |
25 |
0.6800000 |
NA |
0.2000000 |
0.1200000 |
NA |
1 |
| Biological Sciences |
101 |
29 |
17 |
5 |
1 |
153 |
0.6601307 |
0.1895425 |
0.1111111 |
0.0326797 |
0.0065359 |
1 |
| Education |
65 |
21 |
13 |
3 |
NA |
102 |
0.6372549 |
0.2058824 |
0.1274510 |
0.0294118 |
NA |
1 |
| Agricultural Science |
96 |
33 |
22 |
2 |
1 |
154 |
0.6233766 |
0.2142857 |
0.1428571 |
0.0129870 |
0.0064935 |
1 |
| Forestry |
73 |
28 |
14 |
5 |
NA |
120 |
0.6083333 |
0.2333333 |
0.1166667 |
0.0416667 |
NA |
1 |
| Public Health and Human Studies |
128 |
55 |
21 |
10 |
2 |
216 |
0.5925926 |
0.2546296 |
0.0972222 |
0.0462963 |
0.0092593 |
1 |
| Computer Science and IT |
54 |
26 |
8 |
4 |
1 |
93 |
0.5806452 |
0.2795699 |
0.0860215 |
0.0430108 |
0.0107527 |
1 |
| Business |
265 |
133 |
52 |
11 |
3 |
464 |
0.5711207 |
0.2866379 |
0.1120690 |
0.0237069 |
0.0064655 |
1 |
| Math and Statistics |
28 |
17 |
8 |
2 |
NA |
55 |
0.5090909 |
0.3090909 |
0.1454545 |
0.0363636 |
NA |
1 |
| Liberal Arts |
105 |
53 |
31 |
18 |
4 |
211 |
0.4976303 |
0.2511848 |
0.1469194 |
0.0853081 |
0.0189573 |
1 |
| Animal Studies and Pre-vet |
38 |
21 |
15 |
3 |
NA |
77 |
0.4935065 |
0.2727273 |
0.1948052 |
0.0389610 |
NA |
1 |
| Earth, Ocean, and Atmospheric |
31 |
18 |
11 |
3 |
NA |
63 |
0.4920635 |
0.2857143 |
0.1746032 |
0.0476190 |
NA |
1 |
| Social Sciences |
101 |
65 |
31 |
15 |
3 |
215 |
0.4697674 |
0.3023256 |
0.1441860 |
0.0697674 |
0.0139535 |
1 |
value v.s. graduation
| 1950-60 |
90 |
20 |
1 |
NA |
NA |
111 |
0.8108108 |
0.1801802 |
0.0090090 |
NA |
NA |
1 |
| 1960-70 |
298 |
53 |
20 |
4 |
NA |
375 |
0.7946667 |
0.1413333 |
0.0533333 |
0.0106667 |
NA |
1 |
| 1970-80 |
358 |
110 |
30 |
15 |
1 |
514 |
0.6964981 |
0.2140078 |
0.0583658 |
0.0291829 |
0.0019455 |
1 |
| 1980-90 |
306 |
90 |
39 |
12 |
NA |
447 |
0.6845638 |
0.2013423 |
0.0872483 |
0.0268456 |
NA |
1 |
| 1990-2000 |
179 |
83 |
36 |
10 |
NA |
308 |
0.5811688 |
0.2694805 |
0.1168831 |
0.0324675 |
NA |
1 |
| 2000-2010 |
151 |
113 |
63 |
23 |
1 |
351 |
0.4301994 |
0.3219373 |
0.1794872 |
0.0655271 |
0.0028490 |
1 |
| 2010-2020 |
122 |
104 |
86 |
33 |
14 |
359 |
0.3398329 |
0.2896936 |
0.2395543 |
0.0919220 |
0.0389972 |
1 |
| NA |
8 |
NA |
NA |
NA |
NA |
8 |
1.0000000 |
NA |
NA |
NA |
NA |
1 |
debt v.s. graduation
| 1950-60 |
102 |
5 |
4 |
NA |
NA |
NA |
111 |
0.9189189 |
0.0450450 |
0.0360360 |
NA |
NA |
NA |
1 |
| 1960-70 |
303 |
42 |
28 |
1 |
1 |
NA |
375 |
0.8080000 |
0.1120000 |
0.0746667 |
0.0026667 |
0.0026667 |
NA |
1 |
| 1970-80 |
360 |
72 |
71 |
6 |
3 |
2 |
514 |
0.7003891 |
0.1400778 |
0.1381323 |
0.0116732 |
0.0058366 |
0.0038911 |
1 |
| 1980-90 |
187 |
101 |
129 |
21 |
2 |
7 |
447 |
0.4183445 |
0.2259508 |
0.2885906 |
0.0469799 |
0.0044743 |
0.0156600 |
1 |
| 1990-2000 |
127 |
35 |
79 |
44 |
8 |
15 |
308 |
0.4123377 |
0.1136364 |
0.2564935 |
0.1428571 |
0.0259740 |
0.0487013 |
1 |
| 2000-2010 |
120 |
45 |
76 |
51 |
26 |
33 |
351 |
0.3418803 |
0.1282051 |
0.2165242 |
0.1452991 |
0.0740741 |
0.0940171 |
1 |
| 2010-2020 |
125 |
23 |
47 |
75 |
40 |
49 |
359 |
0.3481894 |
0.0640669 |
0.1309192 |
0.2089136 |
0.1114206 |
0.1364903 |
1 |
| NA |
8 |
NA |
NA |
NA |
NA |
NA |
8 |
1.0000000 |
NA |
NA |
NA |
NA |
NA |
1 |
satisfaction v.s. graduation
| 1950-60 |
67 |
38 |
1 |
NA |
5 |
111 |
0.6036036 |
0.3423423 |
0.0090090 |
NA |
0.0450450 |
1 |
| 1960-70 |
226 |
105 |
20 |
6 |
18 |
375 |
0.6026667 |
0.2800000 |
0.0533333 |
0.0160000 |
0.0480000 |
1 |
| 1970-80 |
280 |
178 |
30 |
13 |
13 |
514 |
0.5447471 |
0.3463035 |
0.0583658 |
0.0252918 |
0.0252918 |
1 |
| 1980-90 |
222 |
165 |
32 |
6 |
22 |
447 |
0.4966443 |
0.3691275 |
0.0715884 |
0.0134228 |
0.0492170 |
1 |
| 1990-2000 |
127 |
134 |
26 |
9 |
12 |
308 |
0.4123377 |
0.4350649 |
0.0844156 |
0.0292208 |
0.0389610 |
1 |
| 2000-2010 |
120 |
171 |
35 |
13 |
12 |
351 |
0.3418803 |
0.4871795 |
0.0997151 |
0.0370370 |
0.0341880 |
1 |
| 2010-2020 |
112 |
160 |
58 |
18 |
11 |
359 |
0.3119777 |
0.4456825 |
0.1615599 |
0.0501393 |
0.0306407 |
1 |
| NA |
4 |
2 |
NA |
NA |
2 |
8 |
0.5000000 |
0.2500000 |
NA |
NA |
0.2500000 |
1 |
association between debt and income
debt v.s. income
| Less than 20,000 |
35 |
7 |
10 |
10 |
9 |
5 |
76 |
0.4605263 |
0.0921053 |
0.1315789 |
0.1315789 |
0.1184211 |
0.0657895 |
1 |
| 20,000 to 40,000 |
45 |
10 |
14 |
16 |
20 |
12 |
117 |
0.3846154 |
0.0854701 |
0.1196581 |
0.1367521 |
0.1709402 |
0.1025641 |
1 |
| 40,000 to 60,000 |
82 |
22 |
37 |
32 |
20 |
27 |
220 |
0.3727273 |
0.1000000 |
0.1681818 |
0.1454545 |
0.0909091 |
0.1227273 |
1 |
| 60,000 to 80,000 |
82 |
23 |
45 |
21 |
7 |
14 |
192 |
0.4270833 |
0.1197917 |
0.2343750 |
0.1093750 |
0.0364583 |
0.0729167 |
1 |
| 80,000 to 100,000 |
71 |
23 |
39 |
39 |
4 |
21 |
197 |
0.3604061 |
0.1167513 |
0.1979695 |
0.1979695 |
0.0203046 |
0.1065990 |
1 |
| 100,000 to 150,000 |
138 |
48 |
61 |
28 |
4 |
15 |
294 |
0.4693878 |
0.1632653 |
0.2074830 |
0.0952381 |
0.0136054 |
0.0510204 |
1 |
| 150,000 to 200,000 |
81 |
24 |
52 |
14 |
4 |
2 |
177 |
0.4576271 |
0.1355932 |
0.2937853 |
0.0790960 |
0.0225989 |
0.0112994 |
1 |
| Greater than 200,000 |
113 |
44 |
53 |
14 |
2 |
2 |
228 |
0.4956140 |
0.1929825 |
0.2324561 |
0.0614035 |
0.0087719 |
0.0087719 |
1 |
| NA |
685 |
122 |
123 |
24 |
10 |
8 |
972 |
0.7047325 |
0.1255144 |
0.1265432 |
0.0246914 |
0.0102881 |
0.0082305 |
1 |
association between value and income
value v.s. income
| Less than 20,000 |
29 |
17 |
22 |
5 |
3 |
76 |
0.3815789 |
0.2236842 |
0.2894737 |
0.0657895 |
0.0394737 |
1 |
| 20,000 to 40,000 |
29 |
37 |
28 |
17 |
6 |
117 |
0.2478632 |
0.3162393 |
0.2393162 |
0.1452991 |
0.0512821 |
1 |
| 40,000 to 60,000 |
75 |
75 |
51 |
16 |
3 |
220 |
0.3409091 |
0.3409091 |
0.2318182 |
0.0727273 |
0.0136364 |
1 |
| 60,000 to 80,000 |
89 |
57 |
33 |
12 |
1 |
192 |
0.4635417 |
0.2968750 |
0.1718750 |
0.0625000 |
0.0052083 |
1 |
| 80,000 to 100,000 |
93 |
62 |
31 |
11 |
NA |
197 |
0.4720812 |
0.3147208 |
0.1573604 |
0.0558376 |
NA |
1 |
| 100,000 to 150,000 |
188 |
68 |
29 |
9 |
NA |
294 |
0.6394558 |
0.2312925 |
0.0986395 |
0.0306122 |
NA |
1 |
| 150,000 to 200,000 |
128 |
38 |
7 |
4 |
NA |
177 |
0.7231638 |
0.2146893 |
0.0395480 |
0.0225989 |
NA |
1 |
| Greater than 200,000 |
173 |
42 |
10 |
3 |
NA |
228 |
0.7587719 |
0.1842105 |
0.0438596 |
0.0131579 |
NA |
1 |
| NA |
708 |
177 |
64 |
20 |
3 |
972 |
0.7283951 |
0.1820988 |
0.0658436 |
0.0205761 |
0.0030864 |
1 |
association between sat and income
satisfaction v.s. income
| Less than 20,000 |
24 |
33 |
10 |
4 |
5 |
76 |
0.3157895 |
0.4342105 |
0.1315789 |
0.0526316 |
0.0657895 |
1 |
| 20,000 to 40,000 |
30 |
51 |
17 |
12 |
7 |
117 |
0.2564103 |
0.4358974 |
0.1452991 |
0.1025641 |
0.0598291 |
1 |
| 40,000 to 60,000 |
69 |
102 |
32 |
13 |
4 |
220 |
0.3136364 |
0.4636364 |
0.1454545 |
0.0590909 |
0.0181818 |
1 |
| 60,000 to 80,000 |
68 |
87 |
24 |
5 |
8 |
192 |
0.3541667 |
0.4531250 |
0.1250000 |
0.0260417 |
0.0416667 |
1 |
| 80,000 to 100,000 |
76 |
87 |
24 |
6 |
4 |
197 |
0.3857868 |
0.4416244 |
0.1218274 |
0.0304569 |
0.0203046 |
1 |
| 100,000 to 150,000 |
148 |
116 |
19 |
5 |
6 |
294 |
0.5034014 |
0.3945578 |
0.0646259 |
0.0170068 |
0.0204082 |
1 |
| 150,000 to 200,000 |
89 |
70 |
7 |
2 |
9 |
177 |
0.5028249 |
0.3954802 |
0.0395480 |
0.0112994 |
0.0508475 |
1 |
| Greater than 200,000 |
127 |
74 |
16 |
3 |
8 |
228 |
0.5570175 |
0.3245614 |
0.0701754 |
0.0131579 |
0.0350877 |
1 |
| NA |
527 |
333 |
53 |
15 |
44 |
972 |
0.5421811 |
0.3425926 |
0.0545267 |
0.0154321 |
0.0452675 |
1 |