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This project focused on observing trends in data

Browse Source 
on women in STEM, and the correlation between median income, major,
and percentage of women in said major.

The data itself was not surprising, but what was surprising was how helpful
I found this analysis to be. I can easily see a number of potential uses for this
in the classroom to collect information, and I will be exploring them at a later point in time.
This commit is contained in:
Justin Toombs
2023-08-15 23:23:44 -04:00
parent 7fee8584d3
commit 708f5f8acd
6 changed files with 959 additions and 215 deletions
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Rank,Major_code,Major,Major_category,Total,Men,Women,ShareWomen,Median
1,2419,PETROLEUM ENGINEERING,Engineering,2339,2057,282,0.120564344,110000
2,2416,MINING AND MINERAL ENGINEERING,Engineering,756,679,77,0.101851852,75000
3,2415,METALLURGICAL ENGINEERING,Engineering,856,725,131,0.153037383,73000
4,2417,NAVAL ARCHITECTURE AND MARINE ENGINEERING,Engineering,1258,1123,135,0.107313196,70000
5,2418,NUCLEAR ENGINEERING,Engineering,2573,2200,373,0.144966965,65000
6,2405,CHEMICAL ENGINEERING,Engineering,32260,21239,11021,0.341630502,65000
7,5001,ASTRONOMY AND ASTROPHYSICS,Physical Sciences,1792,832,960,0.535714286,62000
8,2414,MECHANICAL ENGINEERING,Engineering,91227,80320,10907,0.119558903,60000
9,2401,AEROSPACE ENGINEERING,Engineering,15058,12953,2105,0.139792801,60000
10,2408,ELECTRICAL ENGINEERING,Engineering,81527,65511,16016,0.196450256,60000
11,2407,COMPUTER ENGINEERING,Engineering,41542,33258,8284,0.199412643,60000
12,5008,MATERIALS SCIENCE,Engineering,4279,2949,1330,0.310820285,60000
13,2404,BIOMEDICAL ENGINEERING,Engineering,14955,8407,6548,0.437846874,60000
14,2409,ENGINEERING MECHANICS PHYSICS AND SCIENCE,Engineering,4321,3526,795,0.183985189,58000
15,2402,BIOLOGICAL ENGINEERING,Engineering,8925,6062,2863,0.320784314,57100
16,2412,INDUSTRIAL AND MANUFACTURING ENGINEERING,Engineering,18968,12453,6515,0.343473218,57000
17,2400,GENERAL ENGINEERING,Engineering,61152,45683,15469,0.252959838,56000
18,2403,ARCHITECTURAL ENGINEERING,Engineering,2825,1835,990,0.350442478,54000
19,2102,COMPUTER SCIENCE,Computers & Mathematics,128319,99743,28576,0.222695002,53000
20,2502,ELECTRICAL ENGINEERING TECHNOLOGY,Engineering,11565,8181,3384,0.292607004,52000
21,2413,MATERIALS ENGINEERING AND MATERIALS SCIENCE,Engineering,2993,2020,973,0.325091881,52000
22,2499,MISCELLANEOUS ENGINEERING,Engineering,9133,7398,1735,0.189970437,50000
23,2406,CIVIL ENGINEERING,Engineering,53153,41081,12072,0.227117943,50000
24,2500,ENGINEERING TECHNOLOGIES,Engineering,3600,2695,905,0.251388889,50000
25,2411,GEOLOGICAL AND GEOPHYSICAL ENGINEERING,Engineering,720,488,232,0.322222222,50000
26,2410,ENVIRONMENTAL ENGINEERING,Engineering,4047,2662,1385,0.342228811,50000
27,6107,NURSING,Health,209394,21773,187621,0.896018988,48000
28,2503,INDUSTRIAL PRODUCTION TECHNOLOGIES,Engineering,4631,3477,1154,0.24919024,46000
29,5102,"NUCLEAR, INDUSTRIAL RADIOLOGY, AND BIOLOGICAL TECHNOLOGIES",Physical Sciences,2116,528,1588,0.75047259,46000
30,2105,INFORMATION SCIENCES,Computers & Mathematics,11913,9005,2908,0.244103081,45000
31,2100,COMPUTER AND INFORMATION SYSTEMS,Computers & Mathematics,36698,27392,9306,0.253583302,45000
32,5007,PHYSICS,Physical Sciences,32142,23080,9062,0.281936407,45000
33,3701,APPLIED MATHEMATICS,Computers & Mathematics,4939,2794,2145,0.434298441,45000
34,3700,MATHEMATICS,Computers & Mathematics,72397,39956,32441,0.448098678,45000
35,3702,STATISTICS AND DECISION SCIENCE,Computers & Mathematics,6251,2960,3291,0.526475764,45000
36,3607,PHARMACOLOGY,Biology & Life Science,1762,515,1247,0.707718502,45000
37,6105,MEDICAL TECHNOLOGIES TECHNICIANS,Health,15914,3916,11998,0.75392736,45000
38,5006,OCEANOGRAPHY,Physical Sciences,2418,752,1666,0.688999173,44700
39,2501,ENGINEERING AND INDUSTRIAL MANAGEMENT,Engineering,2906,2400,506,0.174122505,44000
40,4005,MATHEMATICS AND COMPUTER SCIENCE,Computers & Mathematics,609,500,109,0.178981938,42000
41,6104,MEDICAL ASSISTING SERVICES,Health,11123,803,10320,0.927807246,42000
42,2101,COMPUTER PROGRAMMING AND DATA PROCESSING,Computers & Mathematics,4168,3046,1122,0.269193858,41300
43,4006,COGNITIVE SCIENCE AND BIOPSYCHOLOGY,Biology & Life Science,3831,1667,2164,0.56486557,41000
44,2504,MECHANICAL ENGINEERING RELATED TECHNOLOGIES,Engineering,4790,4419,371,0.077453027,40000
45,2599,MISCELLANEOUS ENGINEERING TECHNOLOGIES,Engineering,8804,7043,1761,0.200022717,40000
46,5000,PHYSICAL SCIENCES,Physical Sciences,1436,894,542,0.377437326,40000
47,1401,ARCHITECTURE,Engineering,46420,25463,20957,0.451464886,40000
48,3605,GENETICS,Biology & Life Science,3635,1761,1874,0.515543329,40000
49,3603,MOLECULAR BIOLOGY,Biology & Life Science,18300,7426,10874,0.59420765,40000
50,6108,PHARMACY PHARMACEUTICAL SCIENCES AND ADMINISTRATION,Health,23551,8697,14854,0.630716318,40000
51,5003,CHEMISTRY,Physical Sciences,66530,32923,33607,0.505140538,39000
52,3606,MICROBIOLOGY,Biology & Life Science,15232,6383,8849,0.580948004,38000
53,2106,COMPUTER ADMINISTRATION MANAGEMENT AND SECURITY,Computers & Mathematics,8066,6607,1459,0.180882718,37500
54,3601,BIOCHEMICAL SCIENCES,Biology & Life Science,39107,18951,20156,0.515406449,37400
55,3602,BOTANY,Biology & Life Science,1329,626,703,0.52896915,37000
56,2107,COMPUTER NETWORKING AND TELECOMMUNICATIONS,Computers & Mathematics,7613,5291,2322,0.305004597,36400
57,5004,GEOLOGY AND EARTH SCIENCE,Physical Sciences,10972,5813,5159,0.470196865,36200
58,5005,GEOSCIENCES,Physical Sciences,1978,809,1169,0.591001011,36000
59,6199,MISCELLANEOUS HEALTH MEDICAL PROFESSIONS,Health,13386,1589,11797,0.881293889,36000
60,1301,ENVIRONMENTAL SCIENCE,Biology & Life Science,25965,10787,15178,0.584556133,35600
61,5002,ATMOSPHERIC SCIENCES AND METEOROLOGY,Physical Sciences,4043,2744,1299,0.321296067,35000
62,2001,COMMUNICATION TECHNOLOGIES,Computers & Mathematics,18035,11431,6604,0.366176878,35000
63,5098,MULTI-DISCIPLINARY OR GENERAL SCIENCE,Physical Sciences,62052,27015,35037,0.564639335,35000
64,3608,PHYSIOLOGY,Biology & Life Science,22060,8422,13638,0.618223028,35000
65,3611,NEUROSCIENCE,Biology & Life Science,13663,4944,8719,0.63814682,35000
66,6103,HEALTH AND MEDICAL ADMINISTRATIVE SERVICES,Health,18109,4266,13843,0.764426528,35000
67,4002,NUTRITION SCIENCES,Health,18909,2563,16346,0.864456079,35000
68,6110,COMMUNITY AND PUBLIC HEALTH,Health,19735,4103,15632,0.792095262,34000
69,3699,MISCELLANEOUS BIOLOGY,Biology & Life Science,10706,4747,5959,0.556603774,33500
70,6106,HEALTH AND MEDICAL PREPARATORY PROGRAMS,Health,12740,5521,7219,0.566640502,33500
71,3600,BIOLOGY,Biology & Life Science,280709,111762,168947,0.601858152,33400
72,3604,ECOLOGY,Biology & Life Science,9154,3878,5276,0.576360061,33000
73,6109,TREATMENT THERAPY PROFESSIONS,Health,48491,13487,35004,0.721865913,33000
74,6100,GENERAL MEDICAL AND HEALTH SERVICES,Health,33599,7574,26025,0.774576624,32400
75,6102,COMMUNICATION DISORDERS SCIENCES AND SERVICES,Health,38279,1225,37054,0.967998119,28000
76,3609,ZOOLOGY,Biology & Life Science,8409,3050,5359,0.637293376,26000
1 Rank Major_code Major Major_category Total Men Women ShareWomen Median
2 1 2419 PETROLEUM ENGINEERING Engineering 2339 2057 282 0.120564344 110000
3 2 2416 MINING AND MINERAL ENGINEERING Engineering 756 679 77 0.101851852 75000
4 3 2415 METALLURGICAL ENGINEERING Engineering 856 725 131 0.153037383 73000
5 4 2417 NAVAL ARCHITECTURE AND MARINE ENGINEERING Engineering 1258 1123 135 0.107313196 70000
6 5 2418 NUCLEAR ENGINEERING Engineering 2573 2200 373 0.144966965 65000
7 6 2405 CHEMICAL ENGINEERING Engineering 32260 21239 11021 0.341630502 65000
8 7 5001 ASTRONOMY AND ASTROPHYSICS Physical Sciences 1792 832 960 0.535714286 62000
9 8 2414 MECHANICAL ENGINEERING Engineering 91227 80320 10907 0.119558903 60000
10 9 2401 AEROSPACE ENGINEERING Engineering 15058 12953 2105 0.139792801 60000
11 10 2408 ELECTRICAL ENGINEERING Engineering 81527 65511 16016 0.196450256 60000
12 11 2407 COMPUTER ENGINEERING Engineering 41542 33258 8284 0.199412643 60000
13 12 5008 MATERIALS SCIENCE Engineering 4279 2949 1330 0.310820285 60000
14 13 2404 BIOMEDICAL ENGINEERING Engineering 14955 8407 6548 0.437846874 60000
15 14 2409 ENGINEERING MECHANICS PHYSICS AND SCIENCE Engineering 4321 3526 795 0.183985189 58000
16 15 2402 BIOLOGICAL ENGINEERING Engineering 8925 6062 2863 0.320784314 57100
17 16 2412 INDUSTRIAL AND MANUFACTURING ENGINEERING Engineering 18968 12453 6515 0.343473218 57000
18 17 2400 GENERAL ENGINEERING Engineering 61152 45683 15469 0.252959838 56000
19 18 2403 ARCHITECTURAL ENGINEERING Engineering 2825 1835 990 0.350442478 54000
20 19 2102 COMPUTER SCIENCE Computers & Mathematics 128319 99743 28576 0.222695002 53000
21 20 2502 ELECTRICAL ENGINEERING TECHNOLOGY Engineering 11565 8181 3384 0.292607004 52000
22 21 2413 MATERIALS ENGINEERING AND MATERIALS SCIENCE Engineering 2993 2020 973 0.325091881 52000
23 22 2499 MISCELLANEOUS ENGINEERING Engineering 9133 7398 1735 0.189970437 50000
24 23 2406 CIVIL ENGINEERING Engineering 53153 41081 12072 0.227117943 50000
25 24 2500 ENGINEERING TECHNOLOGIES Engineering 3600 2695 905 0.251388889 50000
26 25 2411 GEOLOGICAL AND GEOPHYSICAL ENGINEERING Engineering 720 488 232 0.322222222 50000
27 26 2410 ENVIRONMENTAL ENGINEERING Engineering 4047 2662 1385 0.342228811 50000
28 27 6107 NURSING Health 209394 21773 187621 0.896018988 48000
29 28 2503 INDUSTRIAL PRODUCTION TECHNOLOGIES Engineering 4631 3477 1154 0.24919024 46000
30 29 5102 NUCLEAR, INDUSTRIAL RADIOLOGY, AND BIOLOGICAL TECHNOLOGIES Physical Sciences 2116 528 1588 0.75047259 46000
31 30 2105 INFORMATION SCIENCES Computers & Mathematics 11913 9005 2908 0.244103081 45000
32 31 2100 COMPUTER AND INFORMATION SYSTEMS Computers & Mathematics 36698 27392 9306 0.253583302 45000
33 32 5007 PHYSICS Physical Sciences 32142 23080 9062 0.281936407 45000
34 33 3701 APPLIED MATHEMATICS Computers & Mathematics 4939 2794 2145 0.434298441 45000
35 34 3700 MATHEMATICS Computers & Mathematics 72397 39956 32441 0.448098678 45000
36 35 3702 STATISTICS AND DECISION SCIENCE Computers & Mathematics 6251 2960 3291 0.526475764 45000
37 36 3607 PHARMACOLOGY Biology & Life Science 1762 515 1247 0.707718502 45000
38 37 6105 MEDICAL TECHNOLOGIES TECHNICIANS Health 15914 3916 11998 0.75392736 45000
39 38 5006 OCEANOGRAPHY Physical Sciences 2418 752 1666 0.688999173 44700
40 39 2501 ENGINEERING AND INDUSTRIAL MANAGEMENT Engineering 2906 2400 506 0.174122505 44000
41 40 4005 MATHEMATICS AND COMPUTER SCIENCE Computers & Mathematics 609 500 109 0.178981938 42000
42 41 6104 MEDICAL ASSISTING SERVICES Health 11123 803 10320 0.927807246 42000
43 42 2101 COMPUTER PROGRAMMING AND DATA PROCESSING Computers & Mathematics 4168 3046 1122 0.269193858 41300
44 43 4006 COGNITIVE SCIENCE AND BIOPSYCHOLOGY Biology & Life Science 3831 1667 2164 0.56486557 41000
45 44 2504 MECHANICAL ENGINEERING RELATED TECHNOLOGIES Engineering 4790 4419 371 0.077453027 40000
46 45 2599 MISCELLANEOUS ENGINEERING TECHNOLOGIES Engineering 8804 7043 1761 0.200022717 40000
47 46 5000 PHYSICAL SCIENCES Physical Sciences 1436 894 542 0.377437326 40000
48 47 1401 ARCHITECTURE Engineering 46420 25463 20957 0.451464886 40000
49 48 3605 GENETICS Biology & Life Science 3635 1761 1874 0.515543329 40000
50 49 3603 MOLECULAR BIOLOGY Biology & Life Science 18300 7426 10874 0.59420765 40000
51 50 6108 PHARMACY PHARMACEUTICAL SCIENCES AND ADMINISTRATION Health 23551 8697 14854 0.630716318 40000
52 51 5003 CHEMISTRY Physical Sciences 66530 32923 33607 0.505140538 39000
53 52 3606 MICROBIOLOGY Biology & Life Science 15232 6383 8849 0.580948004 38000
54 53 2106 COMPUTER ADMINISTRATION MANAGEMENT AND SECURITY Computers & Mathematics 8066 6607 1459 0.180882718 37500
55 54 3601 BIOCHEMICAL SCIENCES Biology & Life Science 39107 18951 20156 0.515406449 37400
56 55 3602 BOTANY Biology & Life Science 1329 626 703 0.52896915 37000
57 56 2107 COMPUTER NETWORKING AND TELECOMMUNICATIONS Computers & Mathematics 7613 5291 2322 0.305004597 36400
58 57 5004 GEOLOGY AND EARTH SCIENCE Physical Sciences 10972 5813 5159 0.470196865 36200
59 58 5005 GEOSCIENCES Physical Sciences 1978 809 1169 0.591001011 36000
60 59 6199 MISCELLANEOUS HEALTH MEDICAL PROFESSIONS Health 13386 1589 11797 0.881293889 36000
61 60 1301 ENVIRONMENTAL SCIENCE Biology & Life Science 25965 10787 15178 0.584556133 35600
62 61 5002 ATMOSPHERIC SCIENCES AND METEOROLOGY Physical Sciences 4043 2744 1299 0.321296067 35000
63 62 2001 COMMUNICATION TECHNOLOGIES Computers & Mathematics 18035 11431 6604 0.366176878 35000
64 63 5098 MULTI-DISCIPLINARY OR GENERAL SCIENCE Physical Sciences 62052 27015 35037 0.564639335 35000
65 64 3608 PHYSIOLOGY Biology & Life Science 22060 8422 13638 0.618223028 35000
66 65 3611 NEUROSCIENCE Biology & Life Science 13663 4944 8719 0.63814682 35000
67 66 6103 HEALTH AND MEDICAL ADMINISTRATIVE SERVICES Health 18109 4266 13843 0.764426528 35000
68 67 4002 NUTRITION SCIENCES Health 18909 2563 16346 0.864456079 35000
69 68 6110 COMMUNITY AND PUBLIC HEALTH Health 19735 4103 15632 0.792095262 34000
70 69 3699 MISCELLANEOUS BIOLOGY Biology & Life Science 10706 4747 5959 0.556603774 33500
71 70 6106 HEALTH AND MEDICAL PREPARATORY PROGRAMS Health 12740 5521 7219 0.566640502 33500
72 71 3600 BIOLOGY Biology & Life Science 280709 111762 168947 0.601858152 33400
73 72 3604 ECOLOGY Biology & Life Science 9154 3878 5276 0.576360061 33000
74 73 6109 TREATMENT THERAPY PROFESSIONS Health 48491 13487 35004 0.721865913 33000
75 74 6100 GENERAL MEDICAL AND HEALTH SERVICES Health 33599 7574 26025 0.774576624 32400
76 75 6102 COMMUNICATION DISORDERS SCIENCES AND SERVICES Health 38279 1225 37054 0.967998119 28000
77 76 3609 ZOOLOGY Biology & Life Science 8409 3050 5359 0.637293376 26000