I went through `recent-grads.csv` manually and aligned the gender-related data with their original rows. The columns `Men` and `Women` somehow became misaligned, but I was able to match them up again by matching rows where `Men` + `Women` == `Total`.

Thankfully, the rest of the data seems to be aligned properly. Please look at the original data source and verify that the data has been aligned properly now.

Also note that the `Total` and gender-related entries for `FOOD SCIENCE` are missing. I could not find any matching entry for that major.
This commit is contained in:
Randy Olson
2015-08-18 20:41:45 -04:00
parent 5715f0588f
commit 2193710ce0

View File

@@ -1,174 +1,174 @@
Rank,Major_code,Major,Major_category,Total,Sample_size,Men,Women,ShareWomen,Employed,Full_time,Part_time,Full_time_year_round,Unemployed,Unemployment_rate,Median,P25th,P75th,College_jobs,Non_college_jobs,Low_wage_jobs
1,2419,PETROLEUM ENGINEERING,Engineering,2339,36,2057,282,0.120564344,1976,1849,270,1207,37,0.018380527,110000,95000,125000,1534,364,193
2,2416,MINING AND MINERAL ENGINEERING,Engineering,756,7,679,77,0.101851852,640,556,170,388,85,0.117241379,75000,55000,90000,350,257,50
3,2415,METALLURGICAL ENGINEERING,Engineering,856,3,725,131,0.153037383,648,558,133,340,16,0.024096386,73000,50000,105000,456,176,0
4,2417,NAVAL ARCHITECTURE AND MARINE ENGINEERING,Engineering,1258,16,1123,135,0.107313196,758,1069,150,692,40,0.050125313,70000,43000,80000,529,102,0
5,2405,CHEMICAL ENGINEERING,Engineering,32260,289,21239,11021,0.341630502,25694,23170,5180,16697,1672,0.061097712,65000,50000,75000,18314,4440,972
6,2418,NUCLEAR ENGINEERING,Engineering,2573,17,2200,373,0.144966965,1857,2038,264,1449,400,0.177226407,65000,50000,102000,1142,657,244
7,6202,ACTUARIAL SCIENCE,Business,3777,51,832,960,0.535714286,2912,2924,296,2482,308,0.095652174,62000,53000,72000,1768,314,259
8,5001,ASTRONOMY AND ASTROPHYSICS,Physical Sciences,1792,10,2110,1667,0.441355573,1526,1085,553,827,33,0.021167415,62000,31500,109000,972,500,220
9,2414,MECHANICAL ENGINEERING,Engineering,91227,1029,12953,2105,0.139792801,76442,71298,13101,54639,4650,0.057342278,60000,48000,70000,52844,16384,3253
10,2408,ELECTRICAL ENGINEERING,Engineering,81527,631,8407,6548,0.437846874,61928,55450,12695,41413,3895,0.059173845,60000,45000,72000,45829,10874,3170
11,2407,COMPUTER ENGINEERING,Engineering,41542,399,33258,8284,0.199412643,32506,30315,5146,23621,2275,0.065409275,60000,45000,75000,23694,5721,980
12,2401,AEROSPACE ENGINEERING,Engineering,15058,147,65511,16016,0.196450256,11391,11106,2724,8790,794,0.065162085,60000,42000,70000,8184,2425,372
13,2404,BIOMEDICAL ENGINEERING,Engineering,14955,79,80320,10907,0.119558903,10047,9017,2694,5986,1019,0.09208386,60000,36000,70000,6439,2471,789
14,5008,MATERIALS SCIENCE,Engineering,4279,22,2949,1330,0.310820285,3307,2751,878,1967,78,0.023042836,60000,39000,65000,2626,391,81
15,2409,ENGINEERING MECHANICS PHYSICS AND SCIENCE,Engineering,4321,30,3526,795,0.183985189,3608,2999,811,2004,23,0.006334343,58000,25000,74000,2439,947,263
16,2402,BIOLOGICAL ENGINEERING,Engineering,8925,55,6062,2863,0.320784314,6170,5455,1983,3413,589,0.087143069,57100,40000,76000,3603,1595,524
17,2412,INDUSTRIAL AND MANUFACTURING ENGINEERING,Engineering,18968,183,12453,6515,0.343473218,15604,14879,2243,11326,699,0.042875544,57000,37900,67000,8306,3235,640
18,2400,GENERAL ENGINEERING,Engineering,61152,425,45683,15469,0.252959838,44931,41235,7199,33540,2859,0.059824231,56000,36000,69000,26898,11734,3192
19,2403,ARCHITECTURAL ENGINEERING,Engineering,2825,26,1835,990,0.350442478,2575,2277,343,1848,170,0.061930783,54000,38000,65000,1665,649,137
20,3201,COURT REPORTING,Law & Public Policy,1148,14,877,271,0.236062718,930,808,223,808,11,0.011689692,54000,50000,54000,402,528,144
21,2102,COMPUTER SCIENCE,Computers & Mathematics,128319,1196,1837,2524,0.578766338,102087,91485,18726,70932,6884,0.063172771,53000,39000,70000,68622,25667,5144
22,1104,FOOD SCIENCE,Agriculture & Natural Resources,4361,36,99743,28576,0.222695002,3149,2558,1121,1735,338,0.09693146,53000,32000,70000,1183,1274,485
23,2502,ELECTRICAL ENGINEERING TECHNOLOGY,Engineering,11565,97,2020,973,0.325091881,8587,7530,1873,5681,824,0.087557114,52000,35000,60000,5126,2686,696
24,2413,MATERIALS ENGINEERING AND MATERIALS SCIENCE,Engineering,2993,22,8181,3384,0.292607004,2449,1658,1040,1151,70,0.027788805,52000,35000,62000,1911,305,70
25,6212,MANAGEMENT INFORMATION SYSTEMS AND STATISTICS,Business,18713,278,13496,5217,0.278790146,16413,15141,2420,13017,1015,0.058239614,51000,38000,60000,6342,5741,708
26,2406,CIVIL ENGINEERING,Engineering,53153,565,41081,12072,0.227117943,43041,38302,10080,29196,3270,0.070609574,50000,40000,60000,28526,9356,2899
27,5601,CONSTRUCTION SERVICES,Industrial Arts & Consumer Services,18498,295,2662,1385,0.342228811,16318,15690,1751,12313,1042,0.060023041,50000,36000,60000,3275,5351,703
28,6204,OPERATIONS LOGISTICS AND E-COMMERCE,Business,11732,156,488,232,0.322222222,10027,9639,1183,7724,504,0.047858703,50000,40000,60000,1466,3629,285
29,2499,MISCELLANEOUS ENGINEERING,Engineering,9133,118,7398,1735,0.189970437,7428,6811,1662,5476,597,0.074392523,50000,39000,65000,3445,2426,365
30,5402,PUBLIC POLICY,Law & Public Policy,5978,55,2695,905,0.251388889,4547,4163,1306,2776,670,0.128426299,50000,35000,70000,1550,1871,340
31,2410,ENVIRONMENTAL ENGINEERING,Engineering,4047,26,2639,3339,0.558548009,2983,2384,930,1951,308,0.093588575,50000,42000,56000,2028,830,260
32,2500,ENGINEERING TECHNOLOGIES,Engineering,3600,39,16820,1678,0.090712509,2799,2257,689,1723,163,0.055030385,50000,43000,60000,1017,1269,142
33,6099,MISCELLANEOUS FINE ARTS,Arts,3340,30,1970,1370,0.410179641,2914,2049,1067,1200,286,0.089375,50000,25000,66000,693,1714,755
34,2411,GEOLOGICAL AND GEOPHYSICAL ENGINEERING,Engineering,720,5,7921,3811,0.32483805,604,524,126,396,49,0.075038285,50000,42800,57000,501,50,49
35,6107,NURSING,Health,209394,2554,21773,187621,0.896018988,180903,151191,40818,122817,8497,0.044862724,48000,39000,58000,151643,26146,6193
36,6207,FINANCE,Business,174506,2189,89749,49498,0.355469059,145696,137921,21463,108595,9413,0.060686356,47000,35000,64000,24243,48447,9910
37,5501,ECONOMICS,Social Science,139247,1322,115030,59476,0.340824957,104117,96567,25325,70740,11452,0.099092317,47000,35000,65000,25582,37057,10653
38,6205,BUSINESS ECONOMICS,Business,13302,199,3477,1154,0.24919024,10914,10048,1937,8000,1165,0.096448381,46000,33000,58000,1578,4612,1284
39,2503,INDUSTRIAL PRODUCTION TECHNOLOGIES,Engineering,4631,73,528,1588,0.75047259,4428,3988,597,3242,129,0.028308097,46000,35000,65000,1394,2454,480
40,5102,"NUCLEAR, INDUSTRIAL RADIOLOGY, AND BIOLOGICAL TECHNOLOGIES",Physical Sciences,2116,31,7575,5727,0.430536761,1778,1392,579,1115,137,0.07154047,46000,38000,53000,162,1475,124
41,6201,ACCOUNTING,Business,198633,2042,27392,9306,0.253583302,165527,151967,27693,123169,12411,0.069749014,45000,34000,56000,11417,39323,10886
42,3700,MATHEMATICS,Computers & Mathematics,72397,541,9005,2908,0.244103081,58118,46399,18079,33738,2884,0.047277138,45000,33000,60000,34800,14829,4569
43,2100,COMPUTER AND INFORMATION SYSTEMS,Computers & Mathematics,36698,425,515,1247,0.707718502,28459,26348,4332,21130,2934,0.093460326,45000,30000,60000,13344,11783,1672
44,5007,PHYSICS,Physical Sciences,32142,142,39956,32441,0.448098678,25302,19428,8721,14389,1282,0.048224496,45000,30000,68000,18674,4576,1823
45,6105,MEDICAL TECHNOLOGIES TECHNICIANS,Health,15914,190,2794,2145,0.434298441,13150,11510,2665,9005,505,0.03698279,45000,36000,50000,5546,7176,1002
46,2105,INFORMATION SCIENCES,Computers & Mathematics,11913,158,2960,3291,0.526475764,9881,9105,1468,7378,639,0.060741445,45000,32500,58000,4390,4102,608
47,3702,STATISTICS AND DECISION SCIENCE,Computers & Mathematics,6251,37,23080,9062,0.281936407,4247,3190,1840,2151,401,0.086273666,45000,26700,60000,2298,1200,343
48,3701,APPLIED MATHEMATICS,Computers & Mathematics,4939,45,3916,11998,0.75392736,3854,3465,1176,2593,385,0.090823307,45000,34000,63000,2437,803,357
49,3607,PHARMACOLOGY,Biology & Life Science,1762,3,94519,104114,0.524152583,1144,657,532,565,107,0.085531575,45000,40000,45000,603,478,93
50,5006,OCEANOGRAPHY,Physical Sciences,2418,36,752,1666,0.688999173,1638,1931,379,1595,99,0.056994819,44700,23000,50000,459,996,186
51,2501,ENGINEERING AND INDUSTRIAL MANAGEMENT,Engineering,2906,29,2400,506,0.174122505,2125,1992,462,1358,74,0.03365166,44000,30000,50000,482,844,245
52,6104,MEDICAL ASSISTING SERVICES,Health,11123,67,500,109,0.178981938,9168,5643,4107,4290,407,0.042506527,42000,30000,65000,2091,6948,1270
53,4005,MATHEMATICS AND COMPUTER SCIENCE,Computers & Mathematics,609,7,803,10320,0.927807246,559,584,0,391,0,0,42000,30000,78000,452,67,25
54,2101,COMPUTER PROGRAMMING AND DATA PROCESSING,Computers & Mathematics,4168,43,3046,1122,0.269193858,3257,3204,482,2453,419,0.11398259,41300,20000,46000,2024,1033,263
55,4006,COGNITIVE SCIENCE AND BIOPSYCHOLOGY,Biology & Life Science,3831,25,119,699,0.854523227,2741,2470,711,1584,223,0.075236167,41000,20000,60000,1369,921,135
56,2303,SCHOOL STUDENT COUNSELING,Education,818,4,1667,2164,0.56486557,730,595,135,545,88,0.107579462,41000,41000,43000,509,221,0
57,5505,INTERNATIONAL RELATIONS,Social Science,28187,219,10345,17842,0.632986838,21190,18681,5563,13583,2271,0.096798943,40100,31200,53000,6774,9570,2499
58,6200,GENERAL BUSINESS,Business,234590,2380,6053,4346,0.4179248,190183,171385,36241,138299,14946,0.072861468,40000,30000,55000,29334,100831,27320
59,1401,ARCHITECTURE,Engineering,46420,362,9658,4582,0.321769663,34158,29223,10206,20026,4366,0.113331949,40000,31000,50000,16178,13724,4221
60,6210,INTERNATIONAL BUSINESS,Business,25894,260,1749,690,0.282902829,19660,17563,4890,12823,2092,0.096175064,40000,30000,50000,3383,9482,3046
61,6108,PHARMACY PHARMACEUTICAL SCIENCES AND ADMINISTRATION,Health,23551,38,25463,20957,0.451464886,16620,12537,5346,9131,977,0.055520827,40000,20000,90000,11573,4493,1121
62,3603,MOLECULAR BIOLOGY,Biology & Life Science,18300,90,4419,371,0.077453027,11581,9441,4590,6183,1067,0.084361164,40000,29000,47000,7225,3145,1168
63,6299,MISCELLANEOUS BUSINESS & MEDICAL ADMINISTRATION,Business,17947,244,7043,1761,0.200022717,14826,13364,3366,10637,1150,0.071982974,40000,30000,51000,2236,8937,1758
64,1101,AGRICULTURE PRODUCTION AND MANAGEMENT,Agriculture & Natural Resources,14240,273,7426,10874,0.59420765,12323,11119,2196,9093,649,0.050030836,40000,25000,50000,1925,6221,1362
65,1100,GENERAL AGRICULTURE,Agriculture & Natural Resources,10399,158,1761,1874,0.515543329,8884,7589,2031,5888,178,0.019642463,40000,30000,50000,2418,4717,839
66,2599,MISCELLANEOUS ENGINEERING TECHNOLOGIES,Engineering,8804,125,124,0,0,7502,7001,1240,5825,416,0.05253852,40000,30400,56000,2446,3896,386
67,2504,MECHANICAL ENGINEERING RELATED TECHNOLOGIES,Engineering,4790,71,894,542,0.377437326,4186,4175,247,3607,250,0.056357078,40000,27000,52000,1861,2121,406
68,3605,GENETICS,Biology & Life Science,3635,11,1075,1939,0.643331121,2463,1787,847,1487,87,0.034117647,40000,34000,45000,1675,678,201
69,5599,MISCELLANEOUS SOCIAL SCIENCES,Social Science,3283,28,1499,1784,0.543405422,2727,2183,907,1530,215,0.073079538,40000,30000,54000,744,1654,573
70,6403,UNITED STATES HISTORY,Humanities & Liberal Arts,3079,22,8697,14854,0.630716318,2787,2103,839,1274,138,0.047179487,40000,30000,42000,801,1591,302
71,5205,INDUSTRIAL AND ORGANIZATIONAL PSYCHOLOGY,Psychology & Social Work,3014,24,132238,102352,0.436301633,2343,1644,1095,1409,286,0.108786611,40000,32000,53000,559,1224,272
72,1102,AGRICULTURAL ECONOMICS,Agriculture & Natural Resources,2439,44,10624,15270,0.589711902,2174,1819,620,1528,182,0.077249576,40000,27000,54000,535,893,94
73,5000,PHYSICAL SCIENCES,Physical Sciences,1436,10,10285,7662,0.42692372,1146,768,437,653,42,0.035353535,40000,30000,55000,530,465,269
74,3801,MILITARY TECHNOLOGIES,Industrial Arts & Consumer Services,124,4,1756,1323,0.429684963,0,111,0,111,0,NA,40000,40000,40000,0,0,0
75,5003,CHEMISTRY,Physical Sciences,66530,353,32923,33607,0.505140538,48535,39509,15066,29910,2769,0.0539724,39000,30000,49900,30382,14718,4288
76,5701,"ELECTRICAL, MECHANICAL, AND PRECISION TECHNOLOGIES AND PRODUCTION",Industrial Arts & Consumer Services,2435,37,1869,566,0.232443532,2107,2057,287,1752,64,0.029479503,38400,22500,45000,221,1659,81
77,6203,BUSINESS MANAGEMENT AND ADMINISTRATION,Business,329927,4212,6383,8849,0.580948004,276234,251540,50357,199897,21502,0.072218341,38000,29000,50000,36720,148395,32395
78,6206,MARKETING AND MARKETING RESEARCH,Business,205211,2684,11404,7076,0.382900433,178862,156668,35829,127230,11663,0.061215064,38000,30000,50000,25320,93889,27968
79,5506,POLITICAL SCIENCE AND GOVERNMENT,Social Science,182621,1387,93880,88741,0.485929877,133454,117709,43711,83236,15022,0.101174601,38000,28000,50000,36854,66947,19803
80,5504,GEOGRAPHY,Social Science,18480,179,173809,156118,0.473189524,14057,11367,5651,8628,1799,0.113458628,38000,30000,50000,5350,6830,1905
81,3606,MICROBIOLOGY,Biology & Life Science,15232,62,78857,126354,0.615727227,9685,7453,3379,5080,693,0.066775872,38000,29600,50000,5577,3174,1246
82,2106,COMPUTER ADMINISTRATION MANAGEMENT AND SECURITY,Computers & Mathematics,8066,103,6607,1459,0.180882718,6509,6289,1030,4936,721,0.099723375,37500,25000,50000,2354,3244,308
83,3601,BIOCHEMICAL SCIENCES,Biology & Life Science,39107,174,18951,20156,0.515406449,25678,20643,9948,13785,2249,0.080531385,37400,29000,50000,15654,8394,3012
84,3602,BOTANY,Biology & Life Science,1329,9,626,703,0.52896915,1010,946,169,740,0,0,37000,26000,40000,677,184,56
85,2107,COMPUTER NETWORKING AND TELECOMMUNICATIONS,Computers & Mathematics,7613,97,5291,2322,0.305004597,6144,5495,1447,4369,1100,0.151849807,36400,27000,49000,2593,2941,352
86,5004,GEOLOGY AND EARTH SCIENCE,Physical Sciences,10972,78,5813,5159,0.470196865,8296,6966,2913,5008,677,0.075448568,36200,28000,47000,4858,2792,959
87,6209,HUMAN RESOURCES AND PERSONNEL MANAGEMENT,Business,24497,264,4435,9093,0.672161443,20760,18550,3767,15446,1315,0.059569649,36000,28000,45000,2406,9629,1906
88,3202,PRE-LAW AND LEGAL STUDIES,Law & Public Policy,13528,92,809,1169,0.591001011,9762,7851,3595,5370,757,0.071965016,36000,29200,46000,2002,6454,1336
89,6199,MISCELLANEOUS HEALTH MEDICAL PROFESSIONS,Health,13386,81,413,973,0.702020202,10076,7514,4145,5868,893,0.08141125,36000,23000,42000,5652,3835,1422
90,5401,PUBLIC ADMINISTRATION,Law & Public Policy,5629,46,2947,2682,0.476461183,4158,4148,847,2952,789,0.1594906,36000,23000,60000,919,2313,496
91,5005,GEOSCIENCES,Physical Sciences,1978,18,1589,11797,0.881293889,1441,1264,354,1011,36,0.024373731,36000,21000,41000,784,591,221
92,5206,SOCIAL PSYCHOLOGY,Psychology & Social Work,1386,8,6184,18313,0.747560926,1080,828,433,529,33,0.029649596,36000,34000,45000,434,593,37
93,1301,ENVIRONMENTAL SCIENCE,Biology & Life Science,25965,225,10787,15178,0.584556133,20859,16987,7071,10916,1779,0.078584681,35600,25000,40200,8149,10076,3175
94,1901,COMMUNICATIONS,Communications & Journalism,213996,2394,476,209,0.305109489,179633,147335,49889,116251,14602,0.075176976,35000,27000,45000,40763,97964,27440
95,5301,CRIMINAL JUSTICE AND FIRE PROTECTION,Law & Public Policy,152824,1728,3156,451,0.125034655,125393,109970,32242,88548,11268,0.082452199,35000,26000,45000,24348,88858,18404
96,6004,COMMERCIAL ART AND GRAPHIC DESIGN,Arts,103480,1186,8617,5156,0.374355623,83483,67448,24387,52243,8947,0.096797577,35000,25000,45000,37389,38119,14839
97,1902,JOURNALISM,Communications & Journalism,72619,843,8739,22456,0.719858952,61022,51411,15902,39524,4535,0.069176442,35000,26000,42900,23279,26672,8512
98,5098,MULTI-DISCIPLINARY OR GENERAL SCIENCE,Physical Sciences,62052,427,70619,143377,0.669998505,46138,37850,13133,28966,2727,0.055806815,35000,24000,50000,17923,22039,5751
99,1904,ADVERTISING AND PUBLIC RELATIONS,Communications & Journalism,53162,681,23736,48883,0.673143392,45326,38815,10948,30932,3305,0.067960766,35000,27000,47000,9659,23059,7214
100,1501,AREA ETHNIC AND CIVILIZATION STUDIES,Humanities & Liberal Arts,31195,249,12862,40300,0.758060269,24629,18755,9541,13109,1668,0.063429289,35000,24500,44000,8465,11818,3677
101,2310,SPECIAL NEEDS EDUCATION,Education,28739,246,11431,6604,0.366176878,24639,21584,5153,16642,1067,0.041507819,35000,32000,42000,20185,3797,1179
102,3608,PHYSIOLOGY,Biology & Life Science,22060,99,2682,26057,0.906677337,14643,10732,6541,7588,1088,0.0691628,35000,20000,50000,6587,6894,2237
103,5503,CRIMINOLOGY,Social Science,19879,214,8422,13638,0.618223028,16181,13616,4543,10548,1743,0.097243919,35000,25000,45000,3373,10605,1895
104,4002,NUTRITION SCIENCES,Health,18909,118,4944,8719,0.63814682,13217,9601,6648,6625,975,0.068700676,35000,26000,45000,6535,5473,2449
105,6103,HEALTH AND MEDICAL ADMINISTRATIVE SERVICES,Health,18109,184,2817,9479,0.770901106,15419,13534,3299,10982,1518,0.089626262,35000,27000,42000,2589,8592,1391
106,2001,COMMUNICATION TECHNOLOGIES,Computers & Mathematics,18035,208,2563,16346,0.864456079,14779,11981,4690,9085,2006,0.119511469,35000,25000,45000,4545,8794,2495
107,5901,TRANSPORTATION SCIENCES AND TECHNOLOGIES,Industrial Arts & Consumer Services,15150,180,2744,1299,0.321296067,12266,11688,2633,9170,962,0.072724524,35000,22000,52000,4575,6147,557
108,1303,NATURAL RESOURCES MANAGEMENT,Agriculture & Natural Resources,13773,152,27015,35037,0.564639335,11797,10722,2613,6954,842,0.066619195,35000,25000,42000,4333,5808,1405
109,3611,NEUROSCIENCE,Biology & Life Science,13663,53,80231,72593,0.47501047,9087,8027,3078,5482,463,0.048481675,35000,30000,44000,5605,2301,902
110,4000,MULTI/INTERDISCIPLINARY STUDIES,Interdisciplinary,12296,128,10031,9848,0.495397153,9821,8032,3173,6234,749,0.070860927,35000,25000,44000,5176,3903,1061
111,5002,ATMOSPHERIC SCIENCES AND METEOROLOGY,Physical Sciences,4043,32,13257,1893,0.124950495,3431,2659,1309,2161,78,0.022228555,35000,28000,50000,1808,1317,237
112,1302,FORESTRY,Agriculture & Natural Resources,3607,48,32041,71439,0.690365288,3007,2473,891,1763,322,0.096725743,35000,28600,48000,1096,1692,327
113,1106,SOIL SCIENCE,Agriculture & Natural Resources,685,4,4266,13843,0.764426528,613,488,185,383,0,0,35000,18500,44000,355,144,0
114,2300,GENERAL EDUCATION,Education,143718,919,26893,116825,0.812876606,118241,98408,29558,73531,7195,0.057359929,34000,26000,41000,82007,31112,11443
115,6402,HISTORY,Humanities & Liberal Arts,141951,1058,280,524,0.651741294,105646,84681,40657,59218,11176,0.095666912,34000,25000,47000,35336,54569,16839
116,2602,FRENCH GERMAN LATIN AND OTHER COMMON FOREIGN LANGUAGE STUDIES,Humanities & Liberal Arts,48246,342,3872,10365,0.728032591,38315,29340,14569,20056,3132,0.075566386,34000,25000,45000,15051,18193,5267
117,4001,INTERCULTURAL AND INTERNATIONAL STUDIES,Humanities & Liberal Arts,24650,184,9950,10248,0.507376968,18824,14354,7978,8801,1718,0.083633531,34000,24000,45000,4956,10343,3168
118,2311,SOCIAL SCIENCE OR HISTORY TEACHER EDUCATION,Education,20198,157,12835,35411,0.733967583,17700,14002,5168,8871,1012,0.054082941,34000,23050,42000,10928,5561,1806
119,6110,COMMUNITY AND PUBLIC HEALTH,Health,19735,130,8575,16075,0.652129817,14512,10099,6377,7460,1833,0.112144387,34000,21000,45000,5225,7385,1854
120,2305,MATHEMATICS TEACHER EDUCATION,Education,14237,123,4103,15632,0.792095262,13115,11259,2273,8073,216,0.016202835,34000,30000,40000,10699,1977,786
121,2301,EDUCATIONAL ADMINISTRATION AND SUPERVISION,Education,804,5,78253,63698,0.448732309,703,733,0,504,0,0,34000,29000,35000,346,206,111
122,6106,HEALTH AND MEDICAL PREPARATORY PROGRAMS,Health,12740,31,4747,5959,0.556603774,7052,5029,3891,3236,529,0.069779712,33500,23000,40000,3051,3539,1159
123,3699,MISCELLANEOUS BIOLOGY,Biology & Life Science,10706,63,5521,7219,0.566640502,7767,6076,2568,4542,483,0.058545455,33500,23000,48000,4253,2722,459
124,3600,BIOLOGY,Biology & Life Science,280709,1370,111762,168947,0.601858152,182295,144512,72371,100336,13874,0.070724732,33400,24000,45000,88232,81109,28339
125,5507,SOCIOLOGY,Social Science,115433,1024,24704,28120,0.532333788,92721,73475,29639,56561,8608,0.084951001,33000,25000,44000,29051,48899,13748
126,1903,MASS MEDIA,Communications & Journalism,52824,590,3741,26730,0.877227528,44679,35769,13078,27521,4410,0.089836827,33000,25000,45000,12855,25297,6429
127,6109,TREATMENT THERAPY PROFESSIONS,Health,48491,224,3654,6496,0.64,37861,30020,12346,21735,2409,0.059821207,33000,24000,41000,22215,14616,4468
128,6211,HOSPITALITY MANAGEMENT,Business,43647,546,4416,12185,0.733991928,36728,32160,7494,23106,2393,0.061169193,33000,25000,42000,2325,23341,9063
129,2313,LANGUAGE AND DRAMA EDUCATION,Education,30471,235,3878,5276,0.576360061,26033,21419,7239,15266,1379,0.050306435,33000,24000,40000,17985,6824,2819
130,2601,LINGUISTICS AND COMPARATIVE LANGUAGE AND LITERATURE,Humanities & Liberal Arts,16601,88,2337,7579,0.76432029,11165,8462,4831,5821,1302,0.10443571,33000,25000,40000,4122,5695,2085
131,2399,MISCELLANEOUS EDUCATION,Education,10150,126,32510,82923,0.718364766,8691,7264,2202,5816,547,0.059211951,33000,30000,45000,5284,2438,657
132,4007,INTERDISCIPLINARY SOCIAL SCIENCES,Social Science,9916,95,13487,35004,0.721865913,7444,5843,2834,4714,757,0.092305816,33000,24000,40000,2630,3906,1470
133,3604,ECOLOGY,Biology & Life Science,9154,86,15204,28443,0.651659908,7585,5603,2741,3912,437,0.054475193,33000,23000,42000,2856,4159,976
134,2309,SECONDARY TEACHER EDUCATION,Education,17125,156,6820,10305,0.601751825,15116,12520,3782,9193,833,0.05222898,32500,25000,38000,10304,3967,1385
135,6100,GENERAL MEDICAL AND HEALTH SERVICES,Health,33599,202,7574,26025,0.774576624,24406,18166,11088,12809,2183,0.082101621,32400,25000,45000,9364,12889,3816
136,4801,PHILOSOPHY AND RELIGIOUS STUDIES,Humanities & Liberal Arts,54814,375,31967,22847,0.416809574,40157,31086,16659,21816,4267,0.096051684,32200,23000,47100,14444,20313,8051
137,2314,ART AND MUSIC EDUCATION,Education,34181,338,10732,23449,0.6860244,30007,23018,9209,16537,1206,0.038637747,32100,25000,40000,20821,8260,2767
138,3301,ENGLISH LANGUAGE AND LITERATURE,Humanities & Liberal Arts,194673,1436,4897,2519,0.339670982,149180,114386,57825,81180,14345,0.08772359,32000,23000,41000,57690,71827,26503
139,2304,ELEMENTARY EDUCATION,Education,170862,1629,13029,157833,0.923745479,149339,123177,37965,86540,7297,0.046585715,32000,23400,38000,108085,36972,11502
140,4101,PHYSICAL FITNESS PARKS RECREATION AND LEISURE,Industrial Arts & Consumer Services,125074,1014,2049,4434,0.683942619,103078,77428,38515,57978,5593,0.051467273,32000,24000,43000,27581,63946,16838
141,3401,LIBERAL ARTS,Humanities & Liberal Arts,71369,569,58227,136446,0.70089843,54844,43401,19187,33438,4657,0.078267592,32000,25000,42000,18565,28558,9030
142,6005,FILM VIDEO AND PHOTOGRAPHIC ARTS,Arts,38761,331,22339,49030,0.686992952,31433,22457,12818,15740,3718,0.10577224,32000,22000,42000,7368,20721,5862
143,5500,GENERAL SOCIAL SCIENCES,Social Science,12920,113,62181,62893,0.502846315,9602,7700,3396,5679,1108,0.103454715,32000,27000,50000,3602,4778,1634
144,1105,PLANT SCIENCE AND AGRONOMY,Agriculture & Natural Resources,7416,110,5079,7841,0.606888545,6594,5798,1246,4522,314,0.045454545,32000,22900,40000,2089,3545,1231
145,2308,SCIENCE AND COMPUTER TEACHER EDUCATION,Education,6483,59,22357,16404,0.423208896,5362,4764,1227,3247,266,0.047263682,32000,28000,39000,4214,1106,591
146,5200,PSYCHOLOGY,Psychology & Social Work,393735,2584,86648,307087,0.779933204,307933,233205,115172,174438,28169,0.083810867,31500,24000,41000,125148,141860,48207
147,6002,MUSIC,Arts,60633,419,15670,12543,0.444582285,47662,29010,24943,21425,3918,0.075959674,31000,22300,42000,13752,28786,9286
148,2306,PHYSICAL AND HEALTH EDUCATION TEACHING,Education,28213,259,29909,30724,0.506720763,23794,19420,7230,13651,1920,0.074667496,31000,24000,40000,12777,9328,2042
149,6006,ART HISTORY AND CRITICISM,Humanities & Liberal Arts,21030,204,3240,17790,0.845934379,17579,13262,6140,9965,1128,0.060298284,31000,23000,40000,5139,9738,3426
150,6000,FINE ARTS,Arts,74440,623,24786,49654,0.667033853,59679,42764,23656,31877,5486,0.084186296,30500,21000,41000,20792,32725,11880
151,2901,FAMILY AND CONSUMER SCIENCES,Industrial Arts & Consumer Services,58001,518,5347,16226,0.752143884,46624,36747,15872,26906,3355,0.067128194,30000,22900,40000,20985,20133,5248
152,5404,SOCIAL WORK,Psychology & Social Work,53552,374,2734,11709,0.810704147,45038,34941,13481,27588,3329,0.06882792,30000,25000,35000,27449,14416,4344
153,1103,ANIMAL SCIENCES,Agriculture & Natural Resources,21573,255,5166,52835,0.91093257,17112,14479,5353,10824,917,0.050862499,30000,22000,40000,5443,9571,2125
154,6003,VISUAL AND PERFORMING ARTS,Arts,16250,132,2013,4639,0.697384245,12870,8447,6253,6322,1465,0.102197419,30000,22000,40000,3849,7635,2840
155,2312,TEACHER EDUCATION: MULTIPLE LEVELS,Education,14443,142,1936,7692,0.798919817,13076,11734,2214,8457,496,0.03654583,30000,24000,37000,10766,1949,722
156,5299,MISCELLANEOUS PSYCHOLOGY,Psychology & Social Work,9628,60,885,8489,0.90558993,7653,5201,3221,3838,419,0.05190783,30000,20800,40000,2960,3948,1650
157,5403,HUMAN SERVICES AND COMMUNITY ORGANIZATION,Psychology & Social Work,9374,89,5137,48415,0.904074544,8294,6455,2405,5061,326,0.037819026,30000,24000,35000,2878,4595,724
158,3402,HUMANITIES,Humanities & Liberal Arts,6652,49,4133,12117,0.745661538,5052,3565,2225,2661,372,0.068584071,30000,20000,49000,1168,3354,1141
159,4901,THEOLOGY AND RELIGIOUS VOCATIONS,Humanities & Liberal Arts,30207,310,404,1084,0.728494624,24202,18079,8767,13944,1617,0.062628297,29000,22000,38000,9927,12037,3304
160,6007,STUDIO ARTS,Arts,16977,182,4364,6146,0.584776403,13908,10451,5673,7413,1368,0.089552239,29000,19200,38300,3948,8707,3586
161,2201,COSMETOLOGY SERVICES AND CULINARY ARTS,Industrial Arts & Consumer Services,10510,117,18616,11591,0.383719006,8650,7662,2064,5949,510,0.055676856,29000,20000,36000,563,7384,3163
162,1199,MISCELLANEOUS AGRICULTURE,Agriculture & Natural Resources,1488,24,4754,12223,0.719974083,1290,1098,335,936,82,0.059766764,29000,23000,42100,483,626,31
163,5502,ANTHROPOLOGY AND ARCHEOLOGY,Humanities & Liberal Arts,38844,247,1167,36422,0.968953683,29633,20147,14515,13232,3395,0.102791571,28000,20000,38000,9805,16693,6866
164,6102,COMMUNICATION DISORDERS SCIENCES AND SERVICES,Health,38279,95,11376,27468,0.707136237,29763,19975,13862,14460,1487,0.047584,28000,20000,40000,19957,9404,5125
165,2307,EARLY CHILDHOOD EDUCATION,Education,37589,342,1225,37054,0.967998119,32551,27569,7001,20748,1360,0.040104981,28000,21000,35000,23515,7705,2868
166,2603,OTHER FOREIGN LANGUAGES,Humanities & Liberal Arts,11204,56,3472,7732,0.690110675,7052,5197,3685,3214,846,0.107115726,27500,22900,38000,2326,3703,1115
167,6001,DRAMA AND THEATER ARTS,Arts,43249,357,7022,11931,0.629504564,36165,25147,15994,16891,3040,0.07754113,27000,19200,35000,6994,25313,11068
168,3302,COMPOSITION AND RHETORIC,Humanities & Liberal Arts,18953,151,14440,28809,0.666119448,15053,10121,6612,7832,1340,0.081742207,27000,20000,35000,4855,8100,3466
169,3609,ZOOLOGY,Biology & Life Science,8409,47,3050,5359,0.637293376,6259,5043,2190,3602,304,0.04632028,26000,20000,39000,2771,2947,743
170,5201,EDUCATIONAL PSYCHOLOGY,Psychology & Social Work,2854,7,522,2332,0.817098809,2125,1848,572,1211,148,0.065112187,25000,24000,34000,1488,615,82
171,5202,CLINICAL PSYCHOLOGY,Psychology & Social Work,2838,13,568,2270,0.799859056,2101,1724,648,1293,368,0.149048198,25000,25000,40000,986,870,622
172,5203,COUNSELING PSYCHOLOGY,Psychology & Social Work,4626,21,931,3695,0.798746217,3777,3154,965,2738,214,0.053620646,23400,19200,26000,2403,1245,308
173,3501,LIBRARY SCIENCE,Education,1098,2,134,964,0.877959927,742,593,237,410,87,0.104945718,22000,20000,22000,288,338,192
Rank,Major_code,Major,Total,Men,Women,Major_category,ShareWomen,Sample_size,Employed,Full_time,Part_time,Full_time_year_round,Unemployed,Unemployment_rate,Median,P25th,P75th,College_jobs,Non_college_jobs,Low_wage_jobs
1,2419,PETROLEUM ENGINEERING,2339,2057,282,Engineering,0.120564344,36,1976,1849,270,1207,37,0.018380527,110000,95000,125000,1534,364,193
2,2416,MINING AND MINERAL ENGINEERING,756,679,77,Engineering,0.101851852,7,640,556,170,388,85,0.117241379,75000,55000,90000,350,257,50
3,2415,METALLURGICAL ENGINEERING,856,725,131,Engineering,0.153037383,3,648,558,133,340,16,0.024096386,73000,50000,105000,456,176,0
4,2417,NAVAL ARCHITECTURE AND MARINE ENGINEERING,1258,1123,135,Engineering,0.107313196,16,758,1069,150,692,40,0.050125313,70000,43000,80000,529,102,0
5,2405,CHEMICAL ENGINEERING,32260,21239,11021,Engineering,0.341630502,289,25694,23170,5180,16697,1672,0.061097712,65000,50000,75000,18314,4440,972
6,2418,NUCLEAR ENGINEERING,2573,2200,373,Engineering,0.144966965,17,1857,2038,264,1449,400,0.177226407,65000,50000,102000,1142,657,244
7,6202,ACTUARIAL SCIENCE,3777,2110,1667,Business,0.441355573,51,2912,2924,296,2482,308,0.095652174,62000,53000,72000,1768,314,259
8,5001,ASTRONOMY AND ASTROPHYSICS,1792,832,960,Physical Sciences,0.535714286,10,1526,1085,553,827,33,0.021167415,62000,31500,109000,972,500,220
9,2414,MECHANICAL ENGINEERING,91227,80320,10907,Engineering,0.119558903,1029,76442,71298,13101,54639,4650,0.057342278,60000,48000,70000,52844,16384,3253
10,2408,ELECTRICAL ENGINEERING,81527,65511,16016,Engineering,0.196450256,631,61928,55450,12695,41413,3895,0.059173845,60000,45000,72000,45829,10874,3170
11,2407,COMPUTER ENGINEERING,41542,33258,8284,Engineering,0.199412643,399,32506,30315,5146,23621,2275,0.065409275,60000,45000,75000,23694,5721,980
12,2401,AEROSPACE ENGINEERING,15058,12953,2105,Engineering,0.139792801,147,11391,11106,2724,8790,794,0.065162085,60000,42000,70000,8184,2425,372
13,2404,BIOMEDICAL ENGINEERING,14955,8407,6548,Engineering,0.437846874,79,10047,9017,2694,5986,1019,0.09208386,60000,36000,70000,6439,2471,789
14,5008,MATERIALS SCIENCE,4279,2949,1330,Engineering,0.310820285,22,3307,2751,878,1967,78,0.023042836,60000,39000,65000,2626,391,81
15,2409,ENGINEERING MECHANICS PHYSICS AND SCIENCE,4321,3526,795,Engineering,0.183985189,30,3608,2999,811,2004,23,0.006334343,58000,25000,74000,2439,947,263
16,2402,BIOLOGICAL ENGINEERING,8925,6062,2863,Engineering,0.320784314,55,6170,5455,1983,3413,589,0.087143069,57100,40000,76000,3603,1595,524
17,2412,INDUSTRIAL AND MANUFACTURING ENGINEERING,18968,12453,6515,Engineering,0.343473218,183,15604,14879,2243,11326,699,0.042875544,57000,37900,67000,8306,3235,640
18,2400,GENERAL ENGINEERING,61152,45683,15469,Engineering,0.252959838,425,44931,41235,7199,33540,2859,0.059824231,56000,36000,69000,26898,11734,3192
19,2403,ARCHITECTURAL ENGINEERING,2825,1835,990,Engineering,0.350442478,26,2575,2277,343,1848,170,0.061930783,54000,38000,65000,1665,649,137
20,3201,COURT REPORTING,1148,877,271,Law & Public Policy,0.236062718,14,930,808,223,808,11,0.011689692,54000,50000,54000,402,528,144
21,2102,COMPUTER SCIENCE,128319,99743,28576,Computers & Mathematics,0.222695002,1196,102087,91485,18726,70932,6884,0.063172771,53000,39000,70000,68622,25667,5144
22,1104,FOOD SCIENCE,,,,Agriculture & Natural Resources,,36,3149,2558,1121,1735,338,0.09693146,53000,32000,70000,1183,1274,485
23,2502,ELECTRICAL ENGINEERING TECHNOLOGY,11565,8181,3384,Engineering,0.292607004,97,8587,7530,1873,5681,824,0.087557114,52000,35000,60000,5126,2686,696
24,2413,MATERIALS ENGINEERING AND MATERIALS SCIENCE,2993,2020,973,Engineering,0.325091881,22,2449,1658,1040,1151,70,0.027788805,52000,35000,62000,1911,305,70
25,6212,MANAGEMENT INFORMATION SYSTEMS AND STATISTICS,18713,13496,5217,Business,0.278790146,278,16413,15141,2420,13017,1015,0.058239614,51000,38000,60000,6342,5741,708
26,2406,CIVIL ENGINEERING,53153,41081,12072,Engineering,0.227117943,565,43041,38302,10080,29196,3270,0.070609574,50000,40000,60000,28526,9356,2899
27,5601,CONSTRUCTION SERVICES,18498,16820,1678,Industrial Arts & Consumer Services,0.090712509,295,16318,15690,1751,12313,1042,0.060023041,50000,36000,60000,3275,5351,703
28,6204,OPERATIONS LOGISTICS AND E-COMMERCE,11732,7921,3811,Business,0.32483805,156,10027,9639,1183,7724,504,0.047858703,50000,40000,60000,1466,3629,285
29,2499,MISCELLANEOUS ENGINEERING,9133,7398,1735,Engineering,0.189970437,118,7428,6811,1662,5476,597,0.074392523,50000,39000,65000,3445,2426,365
30,5402,PUBLIC POLICY,5978,2639,3339,Law & Public Policy,0.558548009,55,4547,4163,1306,2776,670,0.128426299,50000,35000,70000,1550,1871,340
31,2410,ENVIRONMENTAL ENGINEERING,4047,2662,1385,Engineering,0.342228811,26,2983,2384,930,1951,308,0.093588575,50000,42000,56000,2028,830,260
32,2500,ENGINEERING TECHNOLOGIES,3600,2695,905,Engineering,0.251388889,39,2799,2257,689,1723,163,0.055030385,50000,43000,60000,1017,1269,142
33,6099,MISCELLANEOUS FINE ARTS,3340,1970,1370,Arts,0.410179641,30,2914,2049,1067,1200,286,0.089375,50000,25000,66000,693,1714,755
34,2411,GEOLOGICAL AND GEOPHYSICAL ENGINEERING,720,488,232,Engineering,0.322222222,5,604,524,126,396,49,0.075038285,50000,42800,57000,501,50,49
35,6107,NURSING,209394,21773,187621,Health,0.896018988,2554,180903,151191,40818,122817,8497,0.044862724,48000,39000,58000,151643,26146,6193
36,6207,FINANCE,174506,115030,59476,Business,0.340824957,2189,145696,137921,21463,108595,9413,0.060686356,47000,35000,64000,24243,48447,9910
37,5501,ECONOMICS,139247,89749,49498,Social Science,0.355469059,1322,104117,96567,25325,70740,11452,0.099092317,47000,35000,65000,25582,37057,10653
38,6205,BUSINESS ECONOMICS,13302,7575,5727,Business,0.430536761,199,10914,10048,1937,8000,1165,0.096448381,46000,33000,58000,1578,4612,1284
39,2503,INDUSTRIAL PRODUCTION TECHNOLOGIES,4631,3477,1154,Engineering,0.24919024,73,4428,3988,597,3242,129,0.028308097,46000,35000,65000,1394,2454,480
40,5102,"NUCLEAR, INDUSTRIAL RADIOLOGY, AND BIOLOGICAL TECHNOLOGIES",2116,528,1588,Physical Sciences,0.75047259,31,1778,1392,579,1115,137,0.07154047,46000,38000,53000,162,1475,124
41,6201,ACCOUNTING,198633,94519,104114,Business,0.524152583,2042,165527,151967,27693,123169,12411,0.069749014,45000,34000,56000,11417,39323,10886
42,3700,MATHEMATICS,72397,39956,32441,Computers & Mathematics,0.448098678,541,58118,46399,18079,33738,2884,0.047277138,45000,33000,60000,34800,14829,4569
43,2100,COMPUTER AND INFORMATION SYSTEMS,36698,27392,9306,Computers & Mathematics,0.253583302,425,28459,26348,4332,21130,2934,0.093460326,45000,30000,60000,13344,11783,1672
44,5007,PHYSICS,32142,23080,9062,Physical Sciences,0.281936407,142,25302,19428,8721,14389,1282,0.048224496,45000,30000,68000,18674,4576,1823
45,6105,MEDICAL TECHNOLOGIES TECHNICIANS,15914,3916,11998,Health,0.75392736,190,13150,11510,2665,9005,505,0.03698279,45000,36000,50000,5546,7176,1002
46,2105,INFORMATION SCIENCES,11913,9005,2908,Computers & Mathematics,0.244103081,158,9881,9105,1468,7378,639,0.060741445,45000,32500,58000,4390,4102,608
47,3702,STATISTICS AND DECISION SCIENCE,6251,2960,3291,Computers & Mathematics,0.526475764,37,4247,3190,1840,2151,401,0.086273666,45000,26700,60000,2298,1200,343
48,3701,APPLIED MATHEMATICS,4939,2794,2145,Computers & Mathematics,0.434298441,45,3854,3465,1176,2593,385,0.090823307,45000,34000,63000,2437,803,357
49,3607,PHARMACOLOGY,1762,515,1247,Biology & Life Science,0.707718502,3,1144,657,532,565,107,0.085531575,45000,40000,45000,603,478,93
50,5006,OCEANOGRAPHY,2418,752,1666,Physical Sciences,0.688999173,36,1638,1931,379,1595,99,0.056994819,44700,23000,50000,459,996,186
51,2501,ENGINEERING AND INDUSTRIAL MANAGEMENT,2906,2400,506,Engineering,0.174122505,29,2125,1992,462,1358,74,0.03365166,44000,30000,50000,482,844,245
52,6104,MEDICAL ASSISTING SERVICES,11123,803,10320,Health,0.927807246,67,9168,5643,4107,4290,407,0.042506527,42000,30000,65000,2091,6948,1270
53,4005,MATHEMATICS AND COMPUTER SCIENCE,609,500,109,Computers & Mathematics,0.178981938,7,559,584,0,391,0,0,42000,30000,78000,452,67,25
54,2101,COMPUTER PROGRAMMING AND DATA PROCESSING,4168,3046,1122,Computers & Mathematics,0.269193858,43,3257,3204,482,2453,419,0.11398259,41300,20000,46000,2024,1033,263
55,4006,COGNITIVE SCIENCE AND BIOPSYCHOLOGY,3831,1667,2164,Biology & Life Science,0.56486557,25,2741,2470,711,1584,223,0.075236167,41000,20000,60000,1369,921,135
56,2303,SCHOOL STUDENT COUNSELING,818,119,699,Education,0.854523227,4,730,595,135,545,88,0.107579462,41000,41000,43000,509,221,0
57,5505,INTERNATIONAL RELATIONS,28187,10345,17842,Social Science,0.632986838,219,21190,18681,5563,13583,2271,0.096798943,40100,31200,53000,6774,9570,2499
58,6200,GENERAL BUSINESS,234590,132238,102352,Business,0.436301633,2380,190183,171385,36241,138299,14946,0.072861468,40000,30000,55000,29334,100831,27320
59,1401,ARCHITECTURE,46420,25463,20957,Engineering,0.451464886,362,34158,29223,10206,20026,4366,0.113331949,40000,31000,50000,16178,13724,4221
60,6210,INTERNATIONAL BUSINESS,25894,10624,15270,Business,0.589711902,260,19660,17563,4890,12823,2092,0.096175064,40000,30000,50000,3383,9482,3046
61,6108,PHARMACY PHARMACEUTICAL SCIENCES AND ADMINISTRATION,23551,8697,14854,Health,0.630716318,38,16620,12537,5346,9131,977,0.055520827,40000,20000,90000,11573,4493,1121
62,3603,MOLECULAR BIOLOGY,18300,7426,10874,Biology & Life Science,0.59420765,90,11581,9441,4590,6183,1067,0.084361164,40000,29000,47000,7225,3145,1168
63,6299,MISCELLANEOUS BUSINESS & MEDICAL ADMINISTRATION,17947,10285,7662,Business,0.42692372,244,14826,13364,3366,10637,1150,0.071982974,40000,30000,51000,2236,8937,1758
64,1101,AGRICULTURE PRODUCTION AND MANAGEMENT,14240,9658,4582,Agriculture & Natural Resources,0.321769663,273,12323,11119,2196,9093,649,0.050030836,40000,25000,50000,1925,6221,1362
65,1100,GENERAL AGRICULTURE,10399,6053,4346,Agriculture & Natural Resources,0.4179248,158,8884,7589,2031,5888,178,0.019642463,40000,30000,50000,2418,4717,839
66,2599,MISCELLANEOUS ENGINEERING TECHNOLOGIES,8804,7043,1761,Engineering,0.200022717,125,7502,7001,1240,5825,416,0.05253852,40000,30400,56000,2446,3896,386
67,2504,MECHANICAL ENGINEERING RELATED TECHNOLOGIES,4790,4419,371,Engineering,0.077453027,71,4186,4175,247,3607,250,0.056357078,40000,27000,52000,1861,2121,406
68,3605,GENETICS,3635,1761,1874,Biology & Life Science,0.515543329,11,2463,1787,847,1487,87,0.034117647,40000,34000,45000,1675,678,201
69,5599,MISCELLANEOUS SOCIAL SCIENCES,3283,1499,1784,Social Science,0.543405422,28,2727,2183,907,1530,215,0.073079538,40000,30000,54000,744,1654,573
70,6403,UNITED STATES HISTORY,3079,1756,1323,Humanities & Liberal Arts,0.429684963,22,2787,2103,839,1274,138,0.047179487,40000,30000,42000,801,1591,302
71,5205,INDUSTRIAL AND ORGANIZATIONAL PSYCHOLOGY,3014,1075,1939,Psychology & Social Work,0.643331121,24,2343,1644,1095,1409,286,0.108786611,40000,32000,53000,559,1224,272
72,1102,AGRICULTURAL ECONOMICS,2439,1749,690,Agriculture & Natural Resources,0.282902829,44,2174,1819,620,1528,182,0.077249576,40000,27000,54000,535,893,94
73,5000,PHYSICAL SCIENCES,1436,894,542,Physical Sciences,0.377437326,10,1146,768,437,653,42,0.035353535,40000,30000,55000,530,465,269
74,3801,MILITARY TECHNOLOGIES,124,124,0,Industrial Arts & Consumer Services,0,4,0,111,0,111,0,0,40000,40000,40000,0,0,0
75,5003,CHEMISTRY,66530,32923,33607,Physical Sciences,0.505140538,353,48535,39509,15066,29910,2769,0.0539724,39000,30000,49900,30382,14718,4288
76,5701,"ELECTRICAL, MECHANICAL, AND PRECISION TECHNOLOGIES AND PRODUCTION",2435,1869,566,Industrial Arts & Consumer Services,0.232443532,37,2107,2057,287,1752,64,0.029479503,38400,22500,45000,221,1659,81
77,6203,BUSINESS MANAGEMENT AND ADMINISTRATION,329927,173809,156118,Business,0.473189524,4212,276234,251540,50357,199897,21502,0.072218341,38000,29000,50000,36720,148395,32395
78,6206,MARKETING AND MARKETING RESEARCH,205211,78857,126354,Business,0.615727227,2684,178862,156668,35829,127230,11663,0.061215064,38000,30000,50000,25320,93889,27968
79,5506,POLITICAL SCIENCE AND GOVERNMENT,182621,93880,88741,Social Science,0.485929877,1387,133454,117709,43711,83236,15022,0.101174601,38000,28000,50000,36854,66947,19803
80,5504,GEOGRAPHY,18480,11404,7076,Social Science,0.382900433,179,14057,11367,5651,8628,1799,0.113458628,38000,30000,50000,5350,6830,1905
81,3606,MICROBIOLOGY,15232,6383,8849,Biology & Life Science,0.580948004,62,9685,7453,3379,5080,693,0.066775872,38000,29600,50000,5577,3174,1246
82,2106,COMPUTER ADMINISTRATION MANAGEMENT AND SECURITY,8066,6607,1459,Computers & Mathematics,0.180882718,103,6509,6289,1030,4936,721,0.099723375,37500,25000,50000,2354,3244,308
83,3601,BIOCHEMICAL SCIENCES,39107,18951,20156,Biology & Life Science,0.515406449,174,25678,20643,9948,13785,2249,0.080531385,37400,29000,50000,15654,8394,3012
84,3602,BOTANY,1329,626,703,Biology & Life Science,0.52896915,9,1010,946,169,740,0,0,37000,26000,40000,677,184,56
85,2107,COMPUTER NETWORKING AND TELECOMMUNICATIONS,7613,5291,2322,Computers & Mathematics,0.305004597,97,6144,5495,1447,4369,1100,0.151849807,36400,27000,49000,2593,2941,352
86,5004,GEOLOGY AND EARTH SCIENCE,10972,5813,5159,Physical Sciences,0.470196865,78,8296,6966,2913,5008,677,0.075448568,36200,28000,47000,4858,2792,959
87,6209,HUMAN RESOURCES AND PERSONNEL MANAGEMENT,24497,6184,18313,Business,0.747560926,264,20760,18550,3767,15446,1315,0.059569649,36000,28000,45000,2406,9629,1906
88,3202,PRE-LAW AND LEGAL STUDIES,13528,4435,9093,Law & Public Policy,0.672161443,92,9762,7851,3595,5370,757,0.071965016,36000,29200,46000,2002,6454,1336
89,6199,MISCELLANEOUS HEALTH MEDICAL PROFESSIONS,13386,1589,11797,Health,0.881293889,81,10076,7514,4145,5868,893,0.08141125,36000,23000,42000,5652,3835,1422
90,5401,PUBLIC ADMINISTRATION,5629,2947,2682,Law & Public Policy,0.476461183,46,4158,4148,847,2952,789,0.1594906,36000,23000,60000,919,2313,496
91,5005,GEOSCIENCES,1978,809,1169,Physical Sciences,0.591001011,18,1441,1264,354,1011,36,0.024373731,36000,21000,41000,784,591,221
92,5206,SOCIAL PSYCHOLOGY,1386,413,973,Psychology & Social Work,0.702020202,8,1080,828,433,529,33,0.029649596,36000,34000,45000,434,593,37
93,1301,ENVIRONMENTAL SCIENCE,25965,10787,15178,Biology & Life Science,0.584556133,225,20859,16987,7071,10916,1779,0.078584681,35600,25000,40200,8149,10076,3175
94,1901,COMMUNICATIONS,213996,70619,143377,Communications & Journalism,0.669998505,2394,179633,147335,49889,116251,14602,0.075176976,35000,27000,45000,40763,97964,27440
95,5301,CRIMINAL JUSTICE AND FIRE PROTECTION,152824,80231,72593,Law & Public Policy,0.47501047,1728,125393,109970,32242,88548,11268,0.082452199,35000,26000,45000,24348,88858,18404
96,6004,COMMERCIAL ART AND GRAPHIC DESIGN,103480,32041,71439,Arts,0.690365288,1186,83483,67448,24387,52243,8947,0.096797577,35000,25000,45000,37389,38119,14839
97,1902,JOURNALISM,72619,23736,48883,Communications & Journalism,0.673143392,843,61022,51411,15902,39524,4535,0.069176442,35000,26000,42900,23279,26672,8512
98,5098,MULTI-DISCIPLINARY OR GENERAL SCIENCE,62052,27015,35037,Physical Sciences,0.564639335,427,46138,37850,13133,28966,2727,0.055806815,35000,24000,50000,17923,22039,5751
99,1904,ADVERTISING AND PUBLIC RELATIONS,53162,12862,40300,Communications & Journalism,0.758060269,681,45326,38815,10948,30932,3305,0.067960766,35000,27000,47000,9659,23059,7214
100,1501,AREA ETHNIC AND CIVILIZATION STUDIES,31195,8739,22456,Humanities & Liberal Arts,0.719858952,249,24629,18755,9541,13109,1668,0.063429289,35000,24500,44000,8465,11818,3677
101,2310,SPECIAL NEEDS EDUCATION,28739,2682,26057,Education,0.906677337,246,24639,21584,5153,16642,1067,0.041507819,35000,32000,42000,20185,3797,1179
102,3608,PHYSIOLOGY,22060,8422,13638,Biology & Life Science,0.618223028,99,14643,10732,6541,7588,1088,0.0691628,35000,20000,50000,6587,6894,2237
103,5503,CRIMINOLOGY,19879,10031,9848,Social Science,0.495397153,214,16181,13616,4543,10548,1743,0.097243919,35000,25000,45000,3373,10605,1895
104,4002,NUTRITION SCIENCES,18909,2563,16346,Health,0.864456079,118,13217,9601,6648,6625,975,0.068700676,35000,26000,45000,6535,5473,2449
105,6103,HEALTH AND MEDICAL ADMINISTRATIVE SERVICES,18109,4266,13843,Health,0.764426528,184,15419,13534,3299,10982,1518,0.089626262,35000,27000,42000,2589,8592,1391
106,2001,COMMUNICATION TECHNOLOGIES,18035,11431,6604,Computers & Mathematics,0.366176878,208,14779,11981,4690,9085,2006,0.119511469,35000,25000,45000,4545,8794,2495
107,5901,TRANSPORTATION SCIENCES AND TECHNOLOGIES,15150,13257,1893,Industrial Arts & Consumer Services,0.124950495,180,12266,11688,2633,9170,962,0.072724524,35000,22000,52000,4575,6147,557
108,1303,NATURAL RESOURCES MANAGEMENT,13773,8617,5156,Agriculture & Natural Resources,0.374355623,152,11797,10722,2613,6954,842,0.066619195,35000,25000,42000,4333,5808,1405
109,3611,NEUROSCIENCE,13663,4944,8719,Biology & Life Science,0.63814682,53,9087,8027,3078,5482,463,0.048481675,35000,30000,44000,5605,2301,902
110,4000,MULTI/INTERDISCIPLINARY STUDIES,12296,2817,9479,Interdisciplinary,0.770901106,128,9821,8032,3173,6234,749,0.070860927,35000,25000,44000,5176,3903,1061
111,5002,ATMOSPHERIC SCIENCES AND METEOROLOGY,4043,2744,1299,Physical Sciences,0.321296067,32,3431,2659,1309,2161,78,0.022228555,35000,28000,50000,1808,1317,237
112,1302,FORESTRY,3607,3156,451,Agriculture & Natural Resources,0.125034655,48,3007,2473,891,1763,322,0.096725743,35000,28600,48000,1096,1692,327
113,1106,SOIL SCIENCE,685,476,209,Agriculture & Natural Resources,0.305109489,4,613,488,185,383,0,0,35000,18500,44000,355,144,0
114,2300,GENERAL EDUCATION,143718,26893,116825,Education,0.812876606,919,118241,98408,29558,73531,7195,0.057359929,34000,26000,41000,82007,31112,11443
115,6402,HISTORY,141951,78253,63698,Humanities & Liberal Arts,0.448732309,1058,105646,84681,40657,59218,11176,0.095666912,34000,25000,47000,35336,54569,16839
116,2602,FRENCH GERMAN LATIN AND OTHER COMMON FOREIGN LANGUAGE STUDIES,48246,12835,35411,Humanities & Liberal Arts,0.733967583,342,38315,29340,14569,20056,3132,0.075566386,34000,25000,45000,15051,18193,5267
117,4001,INTERCULTURAL AND INTERNATIONAL STUDIES,24650,8575,16075,Humanities & Liberal Arts,0.652129817,184,18824,14354,7978,8801,1718,0.083633531,34000,24000,45000,4956,10343,3168
118,2311,SOCIAL SCIENCE OR HISTORY TEACHER EDUCATION,20198,9950,10248,Education,0.507376968,157,17700,14002,5168,8871,1012,0.054082941,34000,23050,42000,10928,5561,1806
119,6110,COMMUNITY AND PUBLIC HEALTH,19735,4103,15632,Health,0.792095262,130,14512,10099,6377,7460,1833,0.112144387,34000,21000,45000,5225,7385,1854
120,2305,MATHEMATICS TEACHER EDUCATION,14237,3872,10365,Education,0.728032591,123,13115,11259,2273,8073,216,0.016202835,34000,30000,40000,10699,1977,786
121,2301,EDUCATIONAL ADMINISTRATION AND SUPERVISION,804,280,524,Education,0.651741294,5,703,733,0,504,0,0,34000,29000,35000,346,206,111
122,6106,HEALTH AND MEDICAL PREPARATORY PROGRAMS,12740,5521,7219,Health,0.566640502,31,7052,5029,3891,3236,529,0.069779712,33500,23000,40000,3051,3539,1159
123,3699,MISCELLANEOUS BIOLOGY,10706,4747,5959,Biology & Life Science,0.556603774,63,7767,6076,2568,4542,483,0.058545455,33500,23000,48000,4253,2722,459
124,3600,BIOLOGY,280709,111762,168947,Biology & Life Science,0.601858152,1370,182295,144512,72371,100336,13874,0.070724732,33400,24000,45000,88232,81109,28339
125,5507,SOCIOLOGY,115433,32510,82923,Social Science,0.718364766,1024,92721,73475,29639,56561,8608,0.084951001,33000,25000,44000,29051,48899,13748
126,1903,MASS MEDIA,52824,24704,28120,Communications & Journalism,0.532333788,590,44679,35769,13078,27521,4410,0.089836827,33000,25000,45000,12855,25297,6429
127,6109,TREATMENT THERAPY PROFESSIONS,48491,13487,35004,Health,0.721865913,224,37861,30020,12346,21735,2409,0.059821207,33000,24000,41000,22215,14616,4468
128,6211,HOSPITALITY MANAGEMENT,43647,15204,28443,Business,0.651659908,546,36728,32160,7494,23106,2393,0.061169193,33000,25000,42000,2325,23341,9063
129,2313,LANGUAGE AND DRAMA EDUCATION,30471,3741,26730,Education,0.877227528,235,26033,21419,7239,15266,1379,0.050306435,33000,24000,40000,17985,6824,2819
130,2601,LINGUISTICS AND COMPARATIVE LANGUAGE AND LITERATURE,16601,4416,12185,Humanities & Liberal Arts,0.733991928,88,11165,8462,4831,5821,1302,0.10443571,33000,25000,40000,4122,5695,2085
131,2399,MISCELLANEOUS EDUCATION,10150,3654,6496,Education,0.64,126,8691,7264,2202,5816,547,0.059211951,33000,30000,45000,5284,2438,657
132,4007,INTERDISCIPLINARY SOCIAL SCIENCES,9916,2337,7579,Social Science,0.76432029,95,7444,5843,2834,4714,757,0.092305816,33000,24000,40000,2630,3906,1470
133,3604,ECOLOGY,9154,3878,5276,Biology & Life Science,0.576360061,86,7585,5603,2741,3912,437,0.054475193,33000,23000,42000,2856,4159,976
134,2309,SECONDARY TEACHER EDUCATION,17125,6820,10305,Education,0.601751825,156,15116,12520,3782,9193,833,0.05222898,32500,25000,38000,10304,3967,1385
135,6100,GENERAL MEDICAL AND HEALTH SERVICES,33599,7574,26025,Health,0.774576624,202,24406,18166,11088,12809,2183,0.082101621,32400,25000,45000,9364,12889,3816
136,4801,PHILOSOPHY AND RELIGIOUS STUDIES,54814,31967,22847,Humanities & Liberal Arts,0.416809574,375,40157,31086,16659,21816,4267,0.096051684,32200,23000,47100,14444,20313,8051
137,2314,ART AND MUSIC EDUCATION,34181,10732,23449,Education,0.6860244,338,30007,23018,9209,16537,1206,0.038637747,32100,25000,40000,20821,8260,2767
138,3301,ENGLISH LANGUAGE AND LITERATURE,194673,58227,136446,Humanities & Liberal Arts,0.70089843,1436,149180,114386,57825,81180,14345,0.08772359,32000,23000,41000,57690,71827,26503
139,2304,ELEMENTARY EDUCATION,170862,13029,157833,Education,0.923745479,1629,149339,123177,37965,86540,7297,0.046585715,32000,23400,38000,108085,36972,11502
140,4101,PHYSICAL FITNESS PARKS RECREATION AND LEISURE,125074,62181,62893,Industrial Arts & Consumer Services,0.502846315,1014,103078,77428,38515,57978,5593,0.051467273,32000,24000,43000,27581,63946,16838
141,3401,LIBERAL ARTS,71369,22339,49030,Humanities & Liberal Arts,0.686992952,569,54844,43401,19187,33438,4657,0.078267592,32000,25000,42000,18565,28558,9030
142,6005,FILM VIDEO AND PHOTOGRAPHIC ARTS,38761,22357,16404,Arts,0.423208896,331,31433,22457,12818,15740,3718,0.10577224,32000,22000,42000,7368,20721,5862
143,5500,GENERAL SOCIAL SCIENCES,12920,5079,7841,Social Science,0.606888545,113,9602,7700,3396,5679,1108,0.103454715,32000,27000,50000,3602,4778,1634
144,1105,PLANT SCIENCE AND AGRONOMY,7416,4897,2519,Agriculture & Natural Resources,0.339670982,110,6594,5798,1246,4522,314,0.045454545,32000,22900,40000,2089,3545,1231
145,2308,SCIENCE AND COMPUTER TEACHER EDUCATION,6483,2049,4434,Education,0.683942619,59,5362,4764,1227,3247,266,0.047263682,32000,28000,39000,4214,1106,591
146,5200,PSYCHOLOGY,393735,86648,307087,Psychology & Social Work,0.779933204,2584,307933,233205,115172,174438,28169,0.083810867,31500,24000,41000,125148,141860,48207
147,6002,MUSIC,60633,29909,30724,Arts,0.506720763,419,47662,29010,24943,21425,3918,0.075959674,31000,22300,42000,13752,28786,9286
148,2306,PHYSICAL AND HEALTH EDUCATION TEACHING,28213,15670,12543,Education,0.444582285,259,23794,19420,7230,13651,1920,0.074667496,31000,24000,40000,12777,9328,2042
149,6006,ART HISTORY AND CRITICISM,21030,3240,17790,Humanities & Liberal Arts,0.845934379,204,17579,13262,6140,9965,1128,0.060298284,31000,23000,40000,5139,9738,3426
150,6000,FINE ARTS,74440,24786,49654,Arts,0.667033853,623,59679,42764,23656,31877,5486,0.084186296,30500,21000,41000,20792,32725,11880
151,2901,FAMILY AND CONSUMER SCIENCES,58001,5166,52835,Industrial Arts & Consumer Services,0.91093257,518,46624,36747,15872,26906,3355,0.067128194,30000,22900,40000,20985,20133,5248
152,5404,SOCIAL WORK,53552,5137,48415,Psychology & Social Work,0.904074544,374,45038,34941,13481,27588,3329,0.06882792,30000,25000,35000,27449,14416,4344
153,1103,ANIMAL SCIENCES,21573,5347,16226,Agriculture & Natural Resources,0.752143884,255,17112,14479,5353,10824,917,0.050862499,30000,22000,40000,5443,9571,2125
154,6003,VISUAL AND PERFORMING ARTS,16250,4133,12117,Arts,0.745661538,132,12870,8447,6253,6322,1465,0.102197419,30000,22000,40000,3849,7635,2840
155,2312,TEACHER EDUCATION: MULTIPLE LEVELS,14443,2734,11709,Education,0.810704147,142,13076,11734,2214,8457,496,0.03654583,30000,24000,37000,10766,1949,722
156,5299,MISCELLANEOUS PSYCHOLOGY,9628,1936,7692,Psychology & Social Work,0.798919817,60,7653,5201,3221,3838,419,0.05190783,30000,20800,40000,2960,3948,1650
157,5403,HUMAN SERVICES AND COMMUNITY ORGANIZATION,9374,885,8489,Psychology & Social Work,0.90558993,89,8294,6455,2405,5061,326,0.037819026,30000,24000,35000,2878,4595,724
158,3402,HUMANITIES,6652,2013,4639,Humanities & Liberal Arts,0.697384245,49,5052,3565,2225,2661,372,0.068584071,30000,20000,49000,1168,3354,1141
159,4901,THEOLOGY AND RELIGIOUS VOCATIONS,30207,18616,11591,Humanities & Liberal Arts,0.383719006,310,24202,18079,8767,13944,1617,0.062628297,29000,22000,38000,9927,12037,3304
160,6007,STUDIO ARTS,16977,4754,12223,Arts,0.719974083,182,13908,10451,5673,7413,1368,0.089552239,29000,19200,38300,3948,8707,3586
161,2201,COSMETOLOGY SERVICES AND CULINARY ARTS,10510,4364,6146,Industrial Arts & Consumer Services,0.584776403,117,8650,7662,2064,5949,510,0.055676856,29000,20000,36000,563,7384,3163
162,1199,MISCELLANEOUS AGRICULTURE,1488,404,1084,Agriculture & Natural Resources,0.728494624,24,1290,1098,335,936,82,0.059766764,29000,23000,42100,483,626,31
163,5502,ANTHROPOLOGY AND ARCHEOLOGY,38844,11376,27468,Humanities & Liberal Arts,0.707136237,247,29633,20147,14515,13232,3395,0.102791571,28000,20000,38000,9805,16693,6866
164,6102,COMMUNICATION DISORDERS SCIENCES AND SERVICES,38279,1225,37054,Health,0.967998119,95,29763,19975,13862,14460,1487,0.047584,28000,20000,40000,19957,9404,5125
165,2307,EARLY CHILDHOOD EDUCATION,37589,1167,36422,Education,0.968953683,342,32551,27569,7001,20748,1360,0.040104981,28000,21000,35000,23515,7705,2868
166,2603,OTHER FOREIGN LANGUAGES,11204,3472,7732,Humanities & Liberal Arts,0.690110675,56,7052,5197,3685,3214,846,0.107115726,27500,22900,38000,2326,3703,1115
167,6001,DRAMA AND THEATER ARTS,43249,14440,28809,Arts,0.666119448,357,36165,25147,15994,16891,3040,0.07754113,27000,19200,35000,6994,25313,11068
168,3302,COMPOSITION AND RHETORIC,18953,7022,11931,Humanities & Liberal Arts,0.629504564,151,15053,10121,6612,7832,1340,0.081742207,27000,20000,35000,4855,8100,3466
169,3609,ZOOLOGY,8409,3050,5359,Biology & Life Science,0.637293376,47,6259,5043,2190,3602,304,0.04632028,26000,20000,39000,2771,2947,743
170,5201,EDUCATIONAL PSYCHOLOGY,2854,522,2332,Psychology & Social Work,0.817098809,7,2125,1848,572,1211,148,0.065112187,25000,24000,34000,1488,615,82
171,5202,CLINICAL PSYCHOLOGY,2838,568,2270,Psychology & Social Work,0.799859056,13,2101,1724,648,1293,368,0.149048198,25000,25000,40000,986,870,622
172,5203,COUNSELING PSYCHOLOGY,4626,931,3695,Psychology & Social Work,0.798746217,21,3777,3154,965,2738,214,0.053620646,23400,19200,26000,2403,1245,308
173,3501,LIBRARY SCIENCE,1098,134,964,Education,0.877959927,2,742,593,237,410,87,0.104945718,22000,20000,22000,288,338,192
1 Rank Major_code Major Total Men Women Major_category ShareWomen Sample_size Employed Full_time Part_time Full_time_year_round Unemployed Unemployment_rate Median P25th P75th College_jobs Non_college_jobs Low_wage_jobs
2 1 2419 PETROLEUM ENGINEERING 2339 2057 282 Engineering 0.120564344 36 1976 1849 270 1207 37 0.018380527 110000 95000 125000 1534 364 193
3 2 2416 MINING AND MINERAL ENGINEERING 756 679 77 Engineering 0.101851852 7 640 556 170 388 85 0.117241379 75000 55000 90000 350 257 50
4 3 2415 METALLURGICAL ENGINEERING 856 725 131 Engineering 0.153037383 3 648 558 133 340 16 0.024096386 73000 50000 105000 456 176 0
5 4 2417 NAVAL ARCHITECTURE AND MARINE ENGINEERING 1258 1123 135 Engineering 0.107313196 16 758 1069 150 692 40 0.050125313 70000 43000 80000 529 102 0
6 5 2405 CHEMICAL ENGINEERING 32260 21239 11021 Engineering 0.341630502 289 25694 23170 5180 16697 1672 0.061097712 65000 50000 75000 18314 4440 972
7 6 2418 NUCLEAR ENGINEERING 2573 2200 373 Engineering 0.144966965 17 1857 2038 264 1449 400 0.177226407 65000 50000 102000 1142 657 244
8 7 6202 ACTUARIAL SCIENCE 3777 832 2110 960 1667 Business 0.535714286 0.441355573 51 2912 2924 296 2482 308 0.095652174 62000 53000 72000 1768 314 259
9 8 5001 ASTRONOMY AND ASTROPHYSICS 1792 2110 832 1667 960 Physical Sciences 0.441355573 0.535714286 10 1526 1085 553 827 33 0.021167415 62000 31500 109000 972 500 220
10 9 2414 MECHANICAL ENGINEERING 91227 12953 80320 2105 10907 Engineering 0.139792801 0.119558903 1029 76442 71298 13101 54639 4650 0.057342278 60000 48000 70000 52844 16384 3253
11 10 2408 ELECTRICAL ENGINEERING 81527 8407 65511 6548 16016 Engineering 0.437846874 0.196450256 631 61928 55450 12695 41413 3895 0.059173845 60000 45000 72000 45829 10874 3170
12 11 2407 COMPUTER ENGINEERING 41542 33258 8284 Engineering 0.199412643 399 32506 30315 5146 23621 2275 0.065409275 60000 45000 75000 23694 5721 980
13 12 2401 AEROSPACE ENGINEERING 15058 65511 12953 16016 2105 Engineering 0.196450256 0.139792801 147 11391 11106 2724 8790 794 0.065162085 60000 42000 70000 8184 2425 372
14 13 2404 BIOMEDICAL ENGINEERING 14955 80320 8407 10907 6548 Engineering 0.119558903 0.437846874 79 10047 9017 2694 5986 1019 0.09208386 60000 36000 70000 6439 2471 789
15 14 5008 MATERIALS SCIENCE 4279 2949 1330 Engineering 0.310820285 22 3307 2751 878 1967 78 0.023042836 60000 39000 65000 2626 391 81
16 15 2409 ENGINEERING MECHANICS PHYSICS AND SCIENCE 4321 3526 795 Engineering 0.183985189 30 3608 2999 811 2004 23 0.006334343 58000 25000 74000 2439 947 263
17 16 2402 BIOLOGICAL ENGINEERING 8925 6062 2863 Engineering 0.320784314 55 6170 5455 1983 3413 589 0.087143069 57100 40000 76000 3603 1595 524
18 17 2412 INDUSTRIAL AND MANUFACTURING ENGINEERING 18968 12453 6515 Engineering 0.343473218 183 15604 14879 2243 11326 699 0.042875544 57000 37900 67000 8306 3235 640
19 18 2400 GENERAL ENGINEERING 61152 45683 15469 Engineering 0.252959838 425 44931 41235 7199 33540 2859 0.059824231 56000 36000 69000 26898 11734 3192
20 19 2403 ARCHITECTURAL ENGINEERING 2825 1835 990 Engineering 0.350442478 26 2575 2277 343 1848 170 0.061930783 54000 38000 65000 1665 649 137
21 20 3201 COURT REPORTING 1148 877 271 Law & Public Policy 0.236062718 14 930 808 223 808 11 0.011689692 54000 50000 54000 402 528 144
22 21 2102 COMPUTER SCIENCE 128319 1837 99743 2524 28576 Computers & Mathematics 0.578766338 0.222695002 1196 102087 91485 18726 70932 6884 0.063172771 53000 39000 70000 68622 25667 5144
23 22 1104 FOOD SCIENCE 4361 99743 28576 Agriculture & Natural Resources 0.222695002 36 3149 2558 1121 1735 338 0.09693146 53000 32000 70000 1183 1274 485
24 23 2502 ELECTRICAL ENGINEERING TECHNOLOGY 11565 2020 8181 973 3384 Engineering 0.325091881 0.292607004 97 8587 7530 1873 5681 824 0.087557114 52000 35000 60000 5126 2686 696
25 24 2413 MATERIALS ENGINEERING AND MATERIALS SCIENCE 2993 8181 2020 3384 973 Engineering 0.292607004 0.325091881 22 2449 1658 1040 1151 70 0.027788805 52000 35000 62000 1911 305 70
26 25 6212 MANAGEMENT INFORMATION SYSTEMS AND STATISTICS 18713 13496 5217 Business 0.278790146 278 16413 15141 2420 13017 1015 0.058239614 51000 38000 60000 6342 5741 708
27 26 2406 CIVIL ENGINEERING 53153 41081 12072 Engineering 0.227117943 565 43041 38302 10080 29196 3270 0.070609574 50000 40000 60000 28526 9356 2899
28 27 5601 CONSTRUCTION SERVICES 18498 2662 16820 1385 1678 Industrial Arts & Consumer Services 0.342228811 0.090712509 295 16318 15690 1751 12313 1042 0.060023041 50000 36000 60000 3275 5351 703
29 28 6204 OPERATIONS LOGISTICS AND E-COMMERCE 11732 488 7921 232 3811 Business 0.322222222 0.32483805 156 10027 9639 1183 7724 504 0.047858703 50000 40000 60000 1466 3629 285
30 29 2499 MISCELLANEOUS ENGINEERING 9133 7398 1735 Engineering 0.189970437 118 7428 6811 1662 5476 597 0.074392523 50000 39000 65000 3445 2426 365
31 30 5402 PUBLIC POLICY 5978 2695 2639 905 3339 Law & Public Policy 0.251388889 0.558548009 55 4547 4163 1306 2776 670 0.128426299 50000 35000 70000 1550 1871 340
32 31 2410 ENVIRONMENTAL ENGINEERING 4047 2639 2662 3339 1385 Engineering 0.558548009 0.342228811 26 2983 2384 930 1951 308 0.093588575 50000 42000 56000 2028 830 260
33 32 2500 ENGINEERING TECHNOLOGIES 3600 16820 2695 1678 905 Engineering 0.090712509 0.251388889 39 2799 2257 689 1723 163 0.055030385 50000 43000 60000 1017 1269 142
34 33 6099 MISCELLANEOUS FINE ARTS 3340 1970 1370 Arts 0.410179641 30 2914 2049 1067 1200 286 0.089375 50000 25000 66000 693 1714 755
35 34 2411 GEOLOGICAL AND GEOPHYSICAL ENGINEERING 720 7921 488 3811 232 Engineering 0.32483805 0.322222222 5 604 524 126 396 49 0.075038285 50000 42800 57000 501 50 49
36 35 6107 NURSING 209394 21773 187621 Health 0.896018988 2554 180903 151191 40818 122817 8497 0.044862724 48000 39000 58000 151643 26146 6193
37 36 6207 FINANCE 174506 89749 115030 49498 59476 Business 0.355469059 0.340824957 2189 145696 137921 21463 108595 9413 0.060686356 47000 35000 64000 24243 48447 9910
38 37 5501 ECONOMICS 139247 115030 89749 59476 49498 Social Science 0.340824957 0.355469059 1322 104117 96567 25325 70740 11452 0.099092317 47000 35000 65000 25582 37057 10653
39 38 6205 BUSINESS ECONOMICS 13302 3477 7575 1154 5727 Business 0.24919024 0.430536761 199 10914 10048 1937 8000 1165 0.096448381 46000 33000 58000 1578 4612 1284
40 39 2503 INDUSTRIAL PRODUCTION TECHNOLOGIES 4631 528 3477 1588 1154 Engineering 0.75047259 0.24919024 73 4428 3988 597 3242 129 0.028308097 46000 35000 65000 1394 2454 480
41 40 5102 NUCLEAR, INDUSTRIAL RADIOLOGY, AND BIOLOGICAL TECHNOLOGIES 2116 7575 528 5727 1588 Physical Sciences 0.430536761 0.75047259 31 1778 1392 579 1115 137 0.07154047 46000 38000 53000 162 1475 124
42 41 6201 ACCOUNTING 198633 27392 94519 9306 104114 Business 0.253583302 0.524152583 2042 165527 151967 27693 123169 12411 0.069749014 45000 34000 56000 11417 39323 10886
43 42 3700 MATHEMATICS 72397 9005 39956 2908 32441 Computers & Mathematics 0.244103081 0.448098678 541 58118 46399 18079 33738 2884 0.047277138 45000 33000 60000 34800 14829 4569
44 43 2100 COMPUTER AND INFORMATION SYSTEMS 36698 515 27392 1247 9306 Computers & Mathematics 0.707718502 0.253583302 425 28459 26348 4332 21130 2934 0.093460326 45000 30000 60000 13344 11783 1672
45 44 5007 PHYSICS 32142 39956 23080 32441 9062 Physical Sciences 0.448098678 0.281936407 142 25302 19428 8721 14389 1282 0.048224496 45000 30000 68000 18674 4576 1823
46 45 6105 MEDICAL TECHNOLOGIES TECHNICIANS 15914 2794 3916 2145 11998 Health 0.434298441 0.75392736 190 13150 11510 2665 9005 505 0.03698279 45000 36000 50000 5546 7176 1002
47 46 2105 INFORMATION SCIENCES 11913 2960 9005 3291 2908 Computers & Mathematics 0.526475764 0.244103081 158 9881 9105 1468 7378 639 0.060741445 45000 32500 58000 4390 4102 608
48 47 3702 STATISTICS AND DECISION SCIENCE 6251 23080 2960 9062 3291 Computers & Mathematics 0.281936407 0.526475764 37 4247 3190 1840 2151 401 0.086273666 45000 26700 60000 2298 1200 343
49 48 3701 APPLIED MATHEMATICS 4939 3916 2794 11998 2145 Computers & Mathematics 0.75392736 0.434298441 45 3854 3465 1176 2593 385 0.090823307 45000 34000 63000 2437 803 357
50 49 3607 PHARMACOLOGY 1762 94519 515 104114 1247 Biology & Life Science 0.524152583 0.707718502 3 1144 657 532 565 107 0.085531575 45000 40000 45000 603 478 93
51 50 5006 OCEANOGRAPHY 2418 752 1666 Physical Sciences 0.688999173 36 1638 1931 379 1595 99 0.056994819 44700 23000 50000 459 996 186
52 51 2501 ENGINEERING AND INDUSTRIAL MANAGEMENT 2906 2400 506 Engineering 0.174122505 29 2125 1992 462 1358 74 0.03365166 44000 30000 50000 482 844 245
53 52 6104 MEDICAL ASSISTING SERVICES 11123 500 803 109 10320 Health 0.178981938 0.927807246 67 9168 5643 4107 4290 407 0.042506527 42000 30000 65000 2091 6948 1270
54 53 4005 MATHEMATICS AND COMPUTER SCIENCE 609 803 500 10320 109 Computers & Mathematics 0.927807246 0.178981938 7 559 584 0 391 0 0 42000 30000 78000 452 67 25
55 54 2101 COMPUTER PROGRAMMING AND DATA PROCESSING 4168 3046 1122 Computers & Mathematics 0.269193858 43 3257 3204 482 2453 419 0.11398259 41300 20000 46000 2024 1033 263
56 55 4006 COGNITIVE SCIENCE AND BIOPSYCHOLOGY 3831 119 1667 699 2164 Biology & Life Science 0.854523227 0.56486557 25 2741 2470 711 1584 223 0.075236167 41000 20000 60000 1369 921 135
57 56 2303 SCHOOL STUDENT COUNSELING 818 1667 119 2164 699 Education 0.56486557 0.854523227 4 730 595 135 545 88 0.107579462 41000 41000 43000 509 221 0
58 57 5505 INTERNATIONAL RELATIONS 28187 10345 17842 Social Science 0.632986838 219 21190 18681 5563 13583 2271 0.096798943 40100 31200 53000 6774 9570 2499
59 58 6200 GENERAL BUSINESS 234590 6053 132238 4346 102352 Business 0.4179248 0.436301633 2380 190183 171385 36241 138299 14946 0.072861468 40000 30000 55000 29334 100831 27320
60 59 1401 ARCHITECTURE 46420 9658 25463 4582 20957 Engineering 0.321769663 0.451464886 362 34158 29223 10206 20026 4366 0.113331949 40000 31000 50000 16178 13724 4221
61 60 6210 INTERNATIONAL BUSINESS 25894 1749 10624 690 15270 Business 0.282902829 0.589711902 260 19660 17563 4890 12823 2092 0.096175064 40000 30000 50000 3383 9482 3046
62 61 6108 PHARMACY PHARMACEUTICAL SCIENCES AND ADMINISTRATION 23551 25463 8697 20957 14854 Health 0.451464886 0.630716318 38 16620 12537 5346 9131 977 0.055520827 40000 20000 90000 11573 4493 1121
63 62 3603 MOLECULAR BIOLOGY 18300 4419 7426 371 10874 Biology & Life Science 0.077453027 0.59420765 90 11581 9441 4590 6183 1067 0.084361164 40000 29000 47000 7225 3145 1168
64 63 6299 MISCELLANEOUS BUSINESS & MEDICAL ADMINISTRATION 17947 7043 10285 1761 7662 Business 0.200022717 0.42692372 244 14826 13364 3366 10637 1150 0.071982974 40000 30000 51000 2236 8937 1758
65 64 1101 AGRICULTURE PRODUCTION AND MANAGEMENT 14240 7426 9658 10874 4582 Agriculture & Natural Resources 0.59420765 0.321769663 273 12323 11119 2196 9093 649 0.050030836 40000 25000 50000 1925 6221 1362
66 65 1100 GENERAL AGRICULTURE 10399 1761 6053 1874 4346 Agriculture & Natural Resources 0.515543329 0.4179248 158 8884 7589 2031 5888 178 0.019642463 40000 30000 50000 2418 4717 839
67 66 2599 MISCELLANEOUS ENGINEERING TECHNOLOGIES 8804 124 7043 0 1761 Engineering 0 0.200022717 125 7502 7001 1240 5825 416 0.05253852 40000 30400 56000 2446 3896 386
68 67 2504 MECHANICAL ENGINEERING RELATED TECHNOLOGIES 4790 894 4419 542 371 Engineering 0.377437326 0.077453027 71 4186 4175 247 3607 250 0.056357078 40000 27000 52000 1861 2121 406
69 68 3605 GENETICS 3635 1075 1761 1939 1874 Biology & Life Science 0.643331121 0.515543329 11 2463 1787 847 1487 87 0.034117647 40000 34000 45000 1675 678 201
70 69 5599 MISCELLANEOUS SOCIAL SCIENCES 3283 1499 1784 Social Science 0.543405422 28 2727 2183 907 1530 215 0.073079538 40000 30000 54000 744 1654 573
71 70 6403 UNITED STATES HISTORY 3079 8697 1756 14854 1323 Humanities & Liberal Arts 0.630716318 0.429684963 22 2787 2103 839 1274 138 0.047179487 40000 30000 42000 801 1591 302
72 71 5205 INDUSTRIAL AND ORGANIZATIONAL PSYCHOLOGY 3014 132238 1075 102352 1939 Psychology & Social Work 0.436301633 0.643331121 24 2343 1644 1095 1409 286 0.108786611 40000 32000 53000 559 1224 272
73 72 1102 AGRICULTURAL ECONOMICS 2439 10624 1749 15270 690 Agriculture & Natural Resources 0.589711902 0.282902829 44 2174 1819 620 1528 182 0.077249576 40000 27000 54000 535 893 94
74 73 5000 PHYSICAL SCIENCES 1436 10285 894 7662 542 Physical Sciences 0.42692372 0.377437326 10 1146 768 437 653 42 0.035353535 40000 30000 55000 530 465 269
75 74 3801 MILITARY TECHNOLOGIES 124 1756 124 1323 0 Industrial Arts & Consumer Services 0.429684963 0 4 0 111 0 111 0 NA 0 40000 40000 40000 0 0 0
76 75 5003 CHEMISTRY 66530 32923 33607 Physical Sciences 0.505140538 353 48535 39509 15066 29910 2769 0.0539724 39000 30000 49900 30382 14718 4288
77 76 5701 ELECTRICAL, MECHANICAL, AND PRECISION TECHNOLOGIES AND PRODUCTION 2435 1869 566 Industrial Arts & Consumer Services 0.232443532 37 2107 2057 287 1752 64 0.029479503 38400 22500 45000 221 1659 81
78 77 6203 BUSINESS MANAGEMENT AND ADMINISTRATION 329927 6383 173809 8849 156118 Business 0.580948004 0.473189524 4212 276234 251540 50357 199897 21502 0.072218341 38000 29000 50000 36720 148395 32395
79 78 6206 MARKETING AND MARKETING RESEARCH 205211 11404 78857 7076 126354 Business 0.382900433 0.615727227 2684 178862 156668 35829 127230 11663 0.061215064 38000 30000 50000 25320 93889 27968
80 79 5506 POLITICAL SCIENCE AND GOVERNMENT 182621 93880 88741 Social Science 0.485929877 1387 133454 117709 43711 83236 15022 0.101174601 38000 28000 50000 36854 66947 19803
81 80 5504 GEOGRAPHY 18480 173809 11404 156118 7076 Social Science 0.473189524 0.382900433 179 14057 11367 5651 8628 1799 0.113458628 38000 30000 50000 5350 6830 1905
82 81 3606 MICROBIOLOGY 15232 78857 6383 126354 8849 Biology & Life Science 0.615727227 0.580948004 62 9685 7453 3379 5080 693 0.066775872 38000 29600 50000 5577 3174 1246
83 82 2106 COMPUTER ADMINISTRATION MANAGEMENT AND SECURITY 8066 6607 1459 Computers & Mathematics 0.180882718 103 6509 6289 1030 4936 721 0.099723375 37500 25000 50000 2354 3244 308
84 83 3601 BIOCHEMICAL SCIENCES 39107 18951 20156 Biology & Life Science 0.515406449 174 25678 20643 9948 13785 2249 0.080531385 37400 29000 50000 15654 8394 3012
85 84 3602 BOTANY 1329 626 703 Biology & Life Science 0.52896915 9 1010 946 169 740 0 0 37000 26000 40000 677 184 56
86 85 2107 COMPUTER NETWORKING AND TELECOMMUNICATIONS 7613 5291 2322 Computers & Mathematics 0.305004597 97 6144 5495 1447 4369 1100 0.151849807 36400 27000 49000 2593 2941 352
87 86 5004 GEOLOGY AND EARTH SCIENCE 10972 5813 5159 Physical Sciences 0.470196865 78 8296 6966 2913 5008 677 0.075448568 36200 28000 47000 4858 2792 959
88 87 6209 HUMAN RESOURCES AND PERSONNEL MANAGEMENT 24497 4435 6184 9093 18313 Business 0.672161443 0.747560926 264 20760 18550 3767 15446 1315 0.059569649 36000 28000 45000 2406 9629 1906
89 88 3202 PRE-LAW AND LEGAL STUDIES 13528 809 4435 1169 9093 Law & Public Policy 0.591001011 0.672161443 92 9762 7851 3595 5370 757 0.071965016 36000 29200 46000 2002 6454 1336
90 89 6199 MISCELLANEOUS HEALTH MEDICAL PROFESSIONS 13386 413 1589 973 11797 Health 0.702020202 0.881293889 81 10076 7514 4145 5868 893 0.08141125 36000 23000 42000 5652 3835 1422
91 90 5401 PUBLIC ADMINISTRATION 5629 2947 2682 Law & Public Policy 0.476461183 46 4158 4148 847 2952 789 0.1594906 36000 23000 60000 919 2313 496
92 91 5005 GEOSCIENCES 1978 1589 809 11797 1169 Physical Sciences 0.881293889 0.591001011 18 1441 1264 354 1011 36 0.024373731 36000 21000 41000 784 591 221
93 92 5206 SOCIAL PSYCHOLOGY 1386 6184 413 18313 973 Psychology & Social Work 0.747560926 0.702020202 8 1080 828 433 529 33 0.029649596 36000 34000 45000 434 593 37
94 93 1301 ENVIRONMENTAL SCIENCE 25965 10787 15178 Biology & Life Science 0.584556133 225 20859 16987 7071 10916 1779 0.078584681 35600 25000 40200 8149 10076 3175
95 94 1901 COMMUNICATIONS 213996 476 70619 209 143377 Communications & Journalism 0.305109489 0.669998505 2394 179633 147335 49889 116251 14602 0.075176976 35000 27000 45000 40763 97964 27440
96 95 5301 CRIMINAL JUSTICE AND FIRE PROTECTION 152824 3156 80231 451 72593 Law & Public Policy 0.125034655 0.47501047 1728 125393 109970 32242 88548 11268 0.082452199 35000 26000 45000 24348 88858 18404
97 96 6004 COMMERCIAL ART AND GRAPHIC DESIGN 103480 8617 32041 5156 71439 Arts 0.374355623 0.690365288 1186 83483 67448 24387 52243 8947 0.096797577 35000 25000 45000 37389 38119 14839
98 97 1902 JOURNALISM 72619 8739 23736 22456 48883 Communications & Journalism 0.719858952 0.673143392 843 61022 51411 15902 39524 4535 0.069176442 35000 26000 42900 23279 26672 8512
99 98 5098 MULTI-DISCIPLINARY OR GENERAL SCIENCE 62052 70619 27015 143377 35037 Physical Sciences 0.669998505 0.564639335 427 46138 37850 13133 28966 2727 0.055806815 35000 24000 50000 17923 22039 5751
100 99 1904 ADVERTISING AND PUBLIC RELATIONS 53162 23736 12862 48883 40300 Communications & Journalism 0.673143392 0.758060269 681 45326 38815 10948 30932 3305 0.067960766 35000 27000 47000 9659 23059 7214
101 100 1501 AREA ETHNIC AND CIVILIZATION STUDIES 31195 12862 8739 40300 22456 Humanities & Liberal Arts 0.758060269 0.719858952 249 24629 18755 9541 13109 1668 0.063429289 35000 24500 44000 8465 11818 3677
102 101 2310 SPECIAL NEEDS EDUCATION 28739 11431 2682 6604 26057 Education 0.366176878 0.906677337 246 24639 21584 5153 16642 1067 0.041507819 35000 32000 42000 20185 3797 1179
103 102 3608 PHYSIOLOGY 22060 2682 8422 26057 13638 Biology & Life Science 0.906677337 0.618223028 99 14643 10732 6541 7588 1088 0.0691628 35000 20000 50000 6587 6894 2237
104 103 5503 CRIMINOLOGY 19879 8422 10031 13638 9848 Social Science 0.618223028 0.495397153 214 16181 13616 4543 10548 1743 0.097243919 35000 25000 45000 3373 10605 1895
105 104 4002 NUTRITION SCIENCES 18909 4944 2563 8719 16346 Health 0.63814682 0.864456079 118 13217 9601 6648 6625 975 0.068700676 35000 26000 45000 6535 5473 2449
106 105 6103 HEALTH AND MEDICAL ADMINISTRATIVE SERVICES 18109 2817 4266 9479 13843 Health 0.770901106 0.764426528 184 15419 13534 3299 10982 1518 0.089626262 35000 27000 42000 2589 8592 1391
107 106 2001 COMMUNICATION TECHNOLOGIES 18035 2563 11431 16346 6604 Computers & Mathematics 0.864456079 0.366176878 208 14779 11981 4690 9085 2006 0.119511469 35000 25000 45000 4545 8794 2495
108 107 5901 TRANSPORTATION SCIENCES AND TECHNOLOGIES 15150 2744 13257 1299 1893 Industrial Arts & Consumer Services 0.321296067 0.124950495 180 12266 11688 2633 9170 962 0.072724524 35000 22000 52000 4575 6147 557
109 108 1303 NATURAL RESOURCES MANAGEMENT 13773 27015 8617 35037 5156 Agriculture & Natural Resources 0.564639335 0.374355623 152 11797 10722 2613 6954 842 0.066619195 35000 25000 42000 4333 5808 1405
110 109 3611 NEUROSCIENCE 13663 80231 4944 72593 8719 Biology & Life Science 0.47501047 0.63814682 53 9087 8027 3078 5482 463 0.048481675 35000 30000 44000 5605 2301 902
111 110 4000 MULTI/INTERDISCIPLINARY STUDIES 12296 10031 2817 9848 9479 Interdisciplinary 0.495397153 0.770901106 128 9821 8032 3173 6234 749 0.070860927 35000 25000 44000 5176 3903 1061
112 111 5002 ATMOSPHERIC SCIENCES AND METEOROLOGY 4043 13257 2744 1893 1299 Physical Sciences 0.124950495 0.321296067 32 3431 2659 1309 2161 78 0.022228555 35000 28000 50000 1808 1317 237
113 112 1302 FORESTRY 3607 32041 3156 71439 451 Agriculture & Natural Resources 0.690365288 0.125034655 48 3007 2473 891 1763 322 0.096725743 35000 28600 48000 1096 1692 327
114 113 1106 SOIL SCIENCE 685 4266 476 13843 209 Agriculture & Natural Resources 0.764426528 0.305109489 4 613 488 185 383 0 0 35000 18500 44000 355 144 0
115 114 2300 GENERAL EDUCATION 143718 26893 116825 Education 0.812876606 919 118241 98408 29558 73531 7195 0.057359929 34000 26000 41000 82007 31112 11443
116 115 6402 HISTORY 141951 280 78253 524 63698 Humanities & Liberal Arts 0.651741294 0.448732309 1058 105646 84681 40657 59218 11176 0.095666912 34000 25000 47000 35336 54569 16839
117 116 2602 FRENCH GERMAN LATIN AND OTHER COMMON FOREIGN LANGUAGE STUDIES 48246 3872 12835 10365 35411 Humanities & Liberal Arts 0.728032591 0.733967583 342 38315 29340 14569 20056 3132 0.075566386 34000 25000 45000 15051 18193 5267
118 117 4001 INTERCULTURAL AND INTERNATIONAL STUDIES 24650 9950 8575 10248 16075 Humanities & Liberal Arts 0.507376968 0.652129817 184 18824 14354 7978 8801 1718 0.083633531 34000 24000 45000 4956 10343 3168
119 118 2311 SOCIAL SCIENCE OR HISTORY TEACHER EDUCATION 20198 12835 9950 35411 10248 Education 0.733967583 0.507376968 157 17700 14002 5168 8871 1012 0.054082941 34000 23050 42000 10928 5561 1806
120 119 6110 COMMUNITY AND PUBLIC HEALTH 19735 8575 4103 16075 15632 Health 0.652129817 0.792095262 130 14512 10099 6377 7460 1833 0.112144387 34000 21000 45000 5225 7385 1854
121 120 2305 MATHEMATICS TEACHER EDUCATION 14237 4103 3872 15632 10365 Education 0.792095262 0.728032591 123 13115 11259 2273 8073 216 0.016202835 34000 30000 40000 10699 1977 786
122 121 2301 EDUCATIONAL ADMINISTRATION AND SUPERVISION 804 78253 280 63698 524 Education 0.448732309 0.651741294 5 703 733 0 504 0 0 34000 29000 35000 346 206 111
123 122 6106 HEALTH AND MEDICAL PREPARATORY PROGRAMS 12740 4747 5521 5959 7219 Health 0.556603774 0.566640502 31 7052 5029 3891 3236 529 0.069779712 33500 23000 40000 3051 3539 1159
124 123 3699 MISCELLANEOUS BIOLOGY 10706 5521 4747 7219 5959 Biology & Life Science 0.566640502 0.556603774 63 7767 6076 2568 4542 483 0.058545455 33500 23000 48000 4253 2722 459
125 124 3600 BIOLOGY 280709 111762 168947 Biology & Life Science 0.601858152 1370 182295 144512 72371 100336 13874 0.070724732 33400 24000 45000 88232 81109 28339
126 125 5507 SOCIOLOGY 115433 24704 32510 28120 82923 Social Science 0.532333788 0.718364766 1024 92721 73475 29639 56561 8608 0.084951001 33000 25000 44000 29051 48899 13748
127 126 1903 MASS MEDIA 52824 3741 24704 26730 28120 Communications & Journalism 0.877227528 0.532333788 590 44679 35769 13078 27521 4410 0.089836827 33000 25000 45000 12855 25297 6429
128 127 6109 TREATMENT THERAPY PROFESSIONS 48491 3654 13487 6496 35004 Health 0.64 0.721865913 224 37861 30020 12346 21735 2409 0.059821207 33000 24000 41000 22215 14616 4468
129 128 6211 HOSPITALITY MANAGEMENT 43647 4416 15204 12185 28443 Business 0.733991928 0.651659908 546 36728 32160 7494 23106 2393 0.061169193 33000 25000 42000 2325 23341 9063
130 129 2313 LANGUAGE AND DRAMA EDUCATION 30471 3878 3741 5276 26730 Education 0.576360061 0.877227528 235 26033 21419 7239 15266 1379 0.050306435 33000 24000 40000 17985 6824 2819
131 130 2601 LINGUISTICS AND COMPARATIVE LANGUAGE AND LITERATURE 16601 2337 4416 7579 12185 Humanities & Liberal Arts 0.76432029 0.733991928 88 11165 8462 4831 5821 1302 0.10443571 33000 25000 40000 4122 5695 2085
132 131 2399 MISCELLANEOUS EDUCATION 10150 32510 3654 82923 6496 Education 0.718364766 0.64 126 8691 7264 2202 5816 547 0.059211951 33000 30000 45000 5284 2438 657
133 132 4007 INTERDISCIPLINARY SOCIAL SCIENCES 9916 13487 2337 35004 7579 Social Science 0.721865913 0.76432029 95 7444 5843 2834 4714 757 0.092305816 33000 24000 40000 2630 3906 1470
134 133 3604 ECOLOGY 9154 15204 3878 28443 5276 Biology & Life Science 0.651659908 0.576360061 86 7585 5603 2741 3912 437 0.054475193 33000 23000 42000 2856 4159 976
135 134 2309 SECONDARY TEACHER EDUCATION 17125 6820 10305 Education 0.601751825 156 15116 12520 3782 9193 833 0.05222898 32500 25000 38000 10304 3967 1385
136 135 6100 GENERAL MEDICAL AND HEALTH SERVICES 33599 7574 26025 Health 0.774576624 202 24406 18166 11088 12809 2183 0.082101621 32400 25000 45000 9364 12889 3816
137 136 4801 PHILOSOPHY AND RELIGIOUS STUDIES 54814 31967 22847 Humanities & Liberal Arts 0.416809574 375 40157 31086 16659 21816 4267 0.096051684 32200 23000 47100 14444 20313 8051
138 137 2314 ART AND MUSIC EDUCATION 34181 10732 23449 Education 0.6860244 338 30007 23018 9209 16537 1206 0.038637747 32100 25000 40000 20821 8260 2767
139 138 3301 ENGLISH LANGUAGE AND LITERATURE 194673 4897 58227 2519 136446 Humanities & Liberal Arts 0.339670982 0.70089843 1436 149180 114386 57825 81180 14345 0.08772359 32000 23000 41000 57690 71827 26503
140 139 2304 ELEMENTARY EDUCATION 170862 13029 157833 Education 0.923745479 1629 149339 123177 37965 86540 7297 0.046585715 32000 23400 38000 108085 36972 11502
141 140 4101 PHYSICAL FITNESS PARKS RECREATION AND LEISURE 125074 2049 62181 4434 62893 Industrial Arts & Consumer Services 0.683942619 0.502846315 1014 103078 77428 38515 57978 5593 0.051467273 32000 24000 43000 27581 63946 16838
142 141 3401 LIBERAL ARTS 71369 58227 22339 136446 49030 Humanities & Liberal Arts 0.70089843 0.686992952 569 54844 43401 19187 33438 4657 0.078267592 32000 25000 42000 18565 28558 9030
143 142 6005 FILM VIDEO AND PHOTOGRAPHIC ARTS 38761 22339 22357 49030 16404 Arts 0.686992952 0.423208896 331 31433 22457 12818 15740 3718 0.10577224 32000 22000 42000 7368 20721 5862
144 143 5500 GENERAL SOCIAL SCIENCES 12920 62181 5079 62893 7841 Social Science 0.502846315 0.606888545 113 9602 7700 3396 5679 1108 0.103454715 32000 27000 50000 3602 4778 1634
145 144 1105 PLANT SCIENCE AND AGRONOMY 7416 5079 4897 7841 2519 Agriculture & Natural Resources 0.606888545 0.339670982 110 6594 5798 1246 4522 314 0.045454545 32000 22900 40000 2089 3545 1231
146 145 2308 SCIENCE AND COMPUTER TEACHER EDUCATION 6483 22357 2049 16404 4434 Education 0.423208896 0.683942619 59 5362 4764 1227 3247 266 0.047263682 32000 28000 39000 4214 1106 591
147 146 5200 PSYCHOLOGY 393735 86648 307087 Psychology & Social Work 0.779933204 2584 307933 233205 115172 174438 28169 0.083810867 31500 24000 41000 125148 141860 48207
148 147 6002 MUSIC 60633 15670 29909 12543 30724 Arts 0.444582285 0.506720763 419 47662 29010 24943 21425 3918 0.075959674 31000 22300 42000 13752 28786 9286
149 148 2306 PHYSICAL AND HEALTH EDUCATION TEACHING 28213 29909 15670 30724 12543 Education 0.506720763 0.444582285 259 23794 19420 7230 13651 1920 0.074667496 31000 24000 40000 12777 9328 2042
150 149 6006 ART HISTORY AND CRITICISM 21030 3240 17790 Humanities & Liberal Arts 0.845934379 204 17579 13262 6140 9965 1128 0.060298284 31000 23000 40000 5139 9738 3426
151 150 6000 FINE ARTS 74440 24786 49654 Arts 0.667033853 623 59679 42764 23656 31877 5486 0.084186296 30500 21000 41000 20792 32725 11880
152 151 2901 FAMILY AND CONSUMER SCIENCES 58001 5347 5166 16226 52835 Industrial Arts & Consumer Services 0.752143884 0.91093257 518 46624 36747 15872 26906 3355 0.067128194 30000 22900 40000 20985 20133 5248
153 152 5404 SOCIAL WORK 53552 2734 5137 11709 48415 Psychology & Social Work 0.810704147 0.904074544 374 45038 34941 13481 27588 3329 0.06882792 30000 25000 35000 27449 14416 4344
154 153 1103 ANIMAL SCIENCES 21573 5166 5347 52835 16226 Agriculture & Natural Resources 0.91093257 0.752143884 255 17112 14479 5353 10824 917 0.050862499 30000 22000 40000 5443 9571 2125
155 154 6003 VISUAL AND PERFORMING ARTS 16250 2013 4133 4639 12117 Arts 0.697384245 0.745661538 132 12870 8447 6253 6322 1465 0.102197419 30000 22000 40000 3849 7635 2840
156 155 2312 TEACHER EDUCATION: MULTIPLE LEVELS 14443 1936 2734 7692 11709 Education 0.798919817 0.810704147 142 13076 11734 2214 8457 496 0.03654583 30000 24000 37000 10766 1949 722
157 156 5299 MISCELLANEOUS PSYCHOLOGY 9628 885 1936 8489 7692 Psychology & Social Work 0.90558993 0.798919817 60 7653 5201 3221 3838 419 0.05190783 30000 20800 40000 2960 3948 1650
158 157 5403 HUMAN SERVICES AND COMMUNITY ORGANIZATION 9374 5137 885 48415 8489 Psychology & Social Work 0.904074544 0.90558993 89 8294 6455 2405 5061 326 0.037819026 30000 24000 35000 2878 4595 724
159 158 3402 HUMANITIES 6652 4133 2013 12117 4639 Humanities & Liberal Arts 0.745661538 0.697384245 49 5052 3565 2225 2661 372 0.068584071 30000 20000 49000 1168 3354 1141
160 159 4901 THEOLOGY AND RELIGIOUS VOCATIONS 30207 404 18616 1084 11591 Humanities & Liberal Arts 0.728494624 0.383719006 310 24202 18079 8767 13944 1617 0.062628297 29000 22000 38000 9927 12037 3304
161 160 6007 STUDIO ARTS 16977 4364 4754 6146 12223 Arts 0.584776403 0.719974083 182 13908 10451 5673 7413 1368 0.089552239 29000 19200 38300 3948 8707 3586
162 161 2201 COSMETOLOGY SERVICES AND CULINARY ARTS 10510 18616 4364 11591 6146 Industrial Arts & Consumer Services 0.383719006 0.584776403 117 8650 7662 2064 5949 510 0.055676856 29000 20000 36000 563 7384 3163
163 162 1199 MISCELLANEOUS AGRICULTURE 1488 4754 404 12223 1084 Agriculture & Natural Resources 0.719974083 0.728494624 24 1290 1098 335 936 82 0.059766764 29000 23000 42100 483 626 31
164 163 5502 ANTHROPOLOGY AND ARCHEOLOGY 38844 1167 11376 36422 27468 Humanities & Liberal Arts 0.968953683 0.707136237 247 29633 20147 14515 13232 3395 0.102791571 28000 20000 38000 9805 16693 6866
165 164 6102 COMMUNICATION DISORDERS SCIENCES AND SERVICES 38279 11376 1225 27468 37054 Health 0.707136237 0.967998119 95 29763 19975 13862 14460 1487 0.047584 28000 20000 40000 19957 9404 5125
166 165 2307 EARLY CHILDHOOD EDUCATION 37589 1225 1167 37054 36422 Education 0.967998119 0.968953683 342 32551 27569 7001 20748 1360 0.040104981 28000 21000 35000 23515 7705 2868
167 166 2603 OTHER FOREIGN LANGUAGES 11204 3472 7732 Humanities & Liberal Arts 0.690110675 56 7052 5197 3685 3214 846 0.107115726 27500 22900 38000 2326 3703 1115
168 167 6001 DRAMA AND THEATER ARTS 43249 7022 14440 11931 28809 Arts 0.629504564 0.666119448 357 36165 25147 15994 16891 3040 0.07754113 27000 19200 35000 6994 25313 11068
169 168 3302 COMPOSITION AND RHETORIC 18953 14440 7022 28809 11931 Humanities & Liberal Arts 0.666119448 0.629504564 151 15053 10121 6612 7832 1340 0.081742207 27000 20000 35000 4855 8100 3466
170 169 3609 ZOOLOGY 8409 3050 5359 Biology & Life Science 0.637293376 47 6259 5043 2190 3602 304 0.04632028 26000 20000 39000 2771 2947 743
171 170 5201 EDUCATIONAL PSYCHOLOGY 2854 522 2332 Psychology & Social Work 0.817098809 7 2125 1848 572 1211 148 0.065112187 25000 24000 34000 1488 615 82
172 171 5202 CLINICAL PSYCHOLOGY 2838 568 2270 Psychology & Social Work 0.799859056 13 2101 1724 648 1293 368 0.149048198 25000 25000 40000 986 870 622
173 172 5203 COUNSELING PSYCHOLOGY 4626 931 3695 Psychology & Social Work 0.798746217 21 3777 3154 965 2738 214 0.053620646 23400 19200 26000 2403 1245 308
174 173 3501 LIBRARY SCIENCE 1098 134 964 Education 0.877959927 2 742 593 237 410 87 0.104945718 22000 20000 22000 288 338 192