Chapter 7 The Major Similarity Scales

Major similarity scales are directly analogous to occupation similarity scales. Instead of measuring interest similarity to people who are employed in different occupations, major similarity scales measure interest similarity to people who are pursuing different courses of study.

Major similarity scales are constructed using exactly the same approach as occupation similarity scales. Specifically, this means:

• Elastic net penalized regression was used to create raw scores, comparing the GRS to each major sample.
• Standard scores are computed such that the mean of the major sample on its scale is equal to 50. In practice this means that most people will score lower than 50 on a given major scale.

7.1 Reliability

Test-retest reliability estimates, sample sizes, and descriptive statistics for each of the major similarity scales are presented in Table 7.1.

Table 7.1: Major scales: Basic information

Major	Model N	d	Retest short	Retest long	GRS min	GRS max	GRS mean	GRS sd	Number of non-zero items
Agriculture, Agriculture Operations, and Related Sciences	4,451	2.71	0.71	0.72	-18	73	25.74	8.89	176
Architecture and Related Services	3,021	2.64	0.73	0.71	-26	73	20.72	11.12	208
Area, Ethnic, Cultural, Gender, and Group Studies	1,429	2.41	0.69	0.71	-19	75	27.44	9.35	212
Biological and Biomedical Sciences	26,010	2.91	0.82	0.79	-30	85	21.13	9.92	206
Business, Management, Marketing, and Related Support Services	94,550	2.10	0.78	0.75	-26	83	28.40	10.54	221
Communication, Journalism, and Related Programs	13,184	2.56	0.70	0.78	-26	74	26.33	9.13	208
Communications Technologies/Technicians and Support Services	2,203	2.56	0.67	0.73	-20	73	26.27	9.26	198
Computer and Information Sciences and Support Services	10,928	2.80	0.89	0.82	-19	76	21.97	10.02	226
Education	27,566	2.45	0.81	0.68	-16	77	25.88	9.82	210
Engineering	15,718	2.53	0.80	0.74	-25	78	24.06	10.32	213
Engineering Technologies and Engineering-Related Fields	496	2.11	0.88	0.86	-8	76	28.52	10.19	86
English Language and Literature/Letters	5,921	2.88	0.85	0.77	-28	67	20.67	10.19	222
Family and Consumer Sciences/Human Sciences	3,677	2.41	0.76	0.75	-13	75	26.74	9.64	197
Foreign Languages, Literatures, and Linguistics	2,971	2.56	0.77	0.68	-26	73	23.18	10.50	179
Health Professions and Related Programs	44,432	2.44	0.80	0.78	-15	87	26.93	9.23	215
History	7,254	2.39	0.78	0.70	-17	81	27.25	9.47	218
Homeland Security, Law Enforcement, Firefighting and Related Protective Services	3,906	3.00	0.77	0.81	-23	88	20.71	9.77	188
Legal Professions and Studies	7,014	2.80	0.76	0.76	-25	75	21.49	10.21	220
Library Science	380	1.86	0.72	0.70	-15	78	31.72	9.82	149
Mathematics and Statistics	7,825	2.25	0.85	0.62	-18	78	28.56	9.49	202
Military Science, Leadership and Operational Art	339	3.17	0.81	0.83	-20	66	17.95	10.10	164
Multi/Interdisciplinary Studies	1,298	2.34	0.75	0.67	-8	69	30.66	8.24	170
Natural Resources and Conservation	2,479	2.88	0.82	0.78	-19	74	21.75	9.81	185
Parks, Recreation, Leisure, and Fitness Studies	3,358	2.76	0.82	0.77	-20	77	23.73	9.52	212
Personal and Culinary Services	1,077	2.56	0.71	0.84	-28	67	20.73	11.46	165
Philosophy and Religious Studies	2,917	2.30	0.82	0.67	-14	77	28.85	9.19	174
Physical Sciences	7,120	2.70	0.84	0.77	-17	74	25.34	9.07	211
Psychology	65,833	2.40	0.83	0.68	-30	80	20.97	13.31	205
Public Administration and Social Service Professions	5,320	2.16	0.75	0.67	-14	77	28.30	10.07	206
Social Sciences	29,483	2.07	0.76	0.64	-17	81	29.42	9.95	217
Theology and Religious Vocations	3,109	2.69	0.90	0.81	-21	73	21.27	10.68	207
Transportation and Materials Moving	578	2.34	0.70	0.75	-21	75	23.54	11.32	96
Visual and Performing Arts	10,066	2.85	0.79	0.66	-23	71	22.47	9.62	193

7.2 Validity

7.2.1 Correlations with GOTs

Correlations between major similarity scales and GOTs are presented in Table 7.2.

Table 7.2: Major scales: Correlations with GOTs

Major	Realistic	Investigative	Artistic	Social	Enterprising	Conventional
Agriculture, Agriculture Operations, and Related Sciences	0.10	0.13	-0.05	-0.11	-0.01	-0.08
Architecture and Related Services	0.25	0.13	0.20	-0.09	0.09	0.03
Area, Ethnic, Cultural, Gender, and Group Studies	-0.13	-0.09	0.08	0.06	-0.02	-0.13
Biological and Biomedical Sciences	0.02	0.39	-0.02	-0.07	-0.09	-0.05
Business, Management, Marketing, and Related Support Services	-0.09	-0.19	-0.13	-0.09	0.26	0.12
Communication, Journalism, and Related Programs	-0.25	-0.28	0.06	-0.02	0.11	-0.21
Communications Technologies/Technicians and Support Services	-0.15	-0.21	0.08	-0.11	0.05	-0.13
Computer and Information Sciences and Support Services	0.19	0.12	-0.04	-0.16	0.02	0.31
Education	-0.18	-0.14	0.08	0.36	-0.03	-0.16
Engineering	0.24	0.17	-0.13	-0.23	-0.03	0.10
Engineering Technologies and Engineering-Related Fields	0.42	0.08	-0.31	-0.47	-0.13	0.16
English Language and Literature/Letters	-0.13	-0.06	0.29	0.07	0.01	-0.12
Family and Consumer Sciences/Human Sciences	-0.35	-0.25	-0.11	0.20	-0.11	-0.25
Foreign Languages, Literatures, and Linguistics	-0.18	-0.08	0.12	0.01	-0.07	-0.16
Health Professions and Related Programs	-0.18	0.03	-0.08	0.05	-0.13	-0.16
History	-0.09	-0.13	0.02	-0.04	-0.05	-0.18
Homeland Security, Law Enforcement, Firefighting and Related Protective Services	0.11	0.05	-0.13	-0.08	-0.05	0.03
Legal Professions and Studies	0.04	0.06	0.06	0.04	0.15	0.12
Library Science	-0.31	-0.21	-0.14	-0.23	-0.24	-0.21
Mathematics and Statistics	-0.10	-0.01	-0.09	-0.01	-0.05	0.04
Military Science, Leadership and Operational Art	0.37	0.12	-0.13	-0.18	0.00	0.11
Multi/Interdisciplinary Studies	-0.14	-0.04	0.09	0.01	0.00	-0.15
Natural Resources and Conservation	0.19	0.30	0.07	-0.06	-0.04	-0.07
Parks, Recreation, Leisure, and Fitness Studies	0.05	-0.03	-0.10	-0.04	-0.01	-0.09
Personal and Culinary Services	0.09	0.03	0.20	0.01	0.08	-0.02
Philosophy and Religious Studies	-0.06	-0.05	0.15	0.04	-0.02	-0.17
Physical Sciences	0.05	0.31	-0.08	-0.16	-0.12	-0.02
Psychology	-0.20	-0.01	0.19	0.34	0.02	-0.20
Public Administration and Social Service Professions	-0.24	-0.21	-0.04	0.21	-0.03	-0.17
Social Sciences	-0.19	-0.13	-0.02	0.04	0.02	-0.12
Theology and Religious Vocations	0.02	0.00	0.17	0.26	0.01	-0.04
Transportation and Materials Moving	0.33	0.07	-0.14	-0.27	-0.04	0.01
Visual and Performing Arts	-0.12	-0.11	0.29	-0.10	-0.05	-0.18

7.2.2 Correlations with BISs

Correlations between major similarity scales and BISs are presented in Table 7.3.

Table 7.3: Major scales: Top 10 positive correlations with each BIS

BIS	Major similarity scale	r
Mechanics and Construction	Engineering Technologies and Engineering-Related Fields	0.49
Mechanics and Construction	Architecture and Related Services	0.41
Mechanics and Construction	Engineering	0.36
Mechanics and Construction	Transportation and Materials Moving	0.30
Mechanics and Construction	Military Science, Leadership and Operational Art	0.28
Mechanics and Construction	Computer and Information Sciences and Support Services	0.20
Mechanics and Construction	Natural Resources and Conservation	0.18
Mechanics and Construction	Physical Sciences	0.14
Mechanics and Construction	Personal and Culinary Services	0.10
Mechanics and Construction	Agriculture, Agriculture Operations, and Related Sciences	0.08
Computer Hardware and Electronics	Computer and Information Sciences and Support Services	0.49
Computer Hardware and Electronics	Engineering Technologies and Engineering-Related Fields	0.48
Computer Hardware and Electronics	Military Science, Leadership and Operational Art	0.27
Computer Hardware and Electronics	Engineering	0.26
Computer Hardware and Electronics	Transportation and Materials Moving	0.19
Computer Hardware and Electronics	Architecture and Related Services	0.10
Computer Hardware and Electronics	Physical Sciences	0.06
Computer Hardware and Electronics	Homeland Security, Law Enforcement, Firefighting and Related Protective Services	0.03
Computer Hardware and Electronics	Legal Professions and Studies	0.02
Computer Hardware and Electronics	Natural Resources and Conservation	-0.01
Military	Military Science, Leadership and Operational Art	0.75
Military	Transportation and Materials Moving	0.28
Military	Homeland Security, Law Enforcement, Firefighting and Related Protective Services	0.27
Military	Engineering Technologies and Engineering-Related Fields	0.19
Military	Legal Professions and Studies	0.15
Military	Computer and Information Sciences and Support Services	0.11
Military	Engineering	0.10
Military	Parks, Recreation, Leisure, and Fitness Studies	0.07
Military	Natural Resources and Conservation	0.04
Military	Architecture and Related Services	0.03
Protective Services	Homeland Security, Law Enforcement, Firefighting and Related Protective Services	0.53
Protective Services	Military Science, Leadership and Operational Art	0.47
Protective Services	Transportation and Materials Moving	0.31
Protective Services	Legal Professions and Studies	0.28
Protective Services	Parks, Recreation, Leisure, and Fitness Studies	0.18
Protective Services	Natural Resources and Conservation	0.17
Protective Services	Engineering Technologies and Engineering-Related Fields	0.17
Protective Services	Engineering	0.15
Protective Services	Agriculture, Agriculture Operations, and Related Sciences	0.14
Protective Services	Architecture and Related Services	0.14
Nature and Agriculture	Natural Resources and Conservation	0.41
Nature and Agriculture	Agriculture, Agriculture Operations, and Related Sciences	0.38
Nature and Agriculture	Architecture and Related Services	0.17
Nature and Agriculture	Personal and Culinary Services	0.15
Nature and Agriculture	Military Science, Leadership and Operational Art	0.13
Nature and Agriculture	Theology and Religious Vocations	0.11
Nature and Agriculture	Transportation and Materials Moving	0.10
Nature and Agriculture	Parks, Recreation, Leisure, and Fitness Studies	0.08
Nature and Agriculture	Engineering Technologies and Engineering-Related Fields	0.07
Nature and Agriculture	Biological and Biomedical Sciences	0.06
Athletics	Parks, Recreation, Leisure, and Fitness Studies	0.47
Athletics	Military Science, Leadership and Operational Art	0.25
Athletics	Education	0.18
Athletics	Homeland Security, Law Enforcement, Firefighting and Related Protective Services	0.15
Athletics	Transportation and Materials Moving	0.15
Athletics	Architecture and Related Services	0.14
Athletics	Business, Management, Marketing, and Related Support Services	0.12
Athletics	Natural Resources and Conservation	0.11
Athletics	Legal Professions and Studies	0.11
Athletics	Agriculture, Agriculture Operations, and Related Sciences	0.10
Science	Biological and Biomedical Sciences	0.40
Science	Physical Sciences	0.38
Science	Natural Resources and Conservation	0.27
Science	Engineering	0.24
Science	Engineering Technologies and Engineering-Related Fields	0.20
Science	Architecture and Related Services	0.19
Science	Computer and Information Sciences and Support Services	0.16
Science	Military Science, Leadership and Operational Art	0.16
Science	Transportation and Materials Moving	0.15
Science	Agriculture, Agriculture Operations, and Related Sciences	0.14
Research	Natural Resources and Conservation	0.10
Research	Computer and Information Sciences and Support Services	0.10
Research	Physical Sciences	0.08
Research	Engineering	0.06
Research	Legal Professions and Studies	0.04
Research	Biological and Biomedical Sciences	0.04
Research	Mathematics and Statistics	0.03
Research	Architecture and Related Services	0.02
Research	Engineering Technologies and Engineering-Related Fields	0.01
Research	Military Science, Leadership and Operational Art	0.00
Medical Science	Biological and Biomedical Sciences	0.38
Medical Science	Physical Sciences	0.21
Medical Science	Health Professions and Related Programs	0.20
Medical Science	Military Science, Leadership and Operational Art	0.19
Medical Science	Legal Professions and Studies	0.14
Medical Science	Homeland Security, Law Enforcement, Firefighting and Related Protective Services	0.13
Medical Science	Agriculture, Agriculture Operations, and Related Sciences	0.11
Medical Science	Natural Resources and Conservation	0.11
Medical Science	Engineering	0.10
Medical Science	Computer and Information Sciences and Support Services	0.08
Mathematics	Engineering	0.35
Mathematics	Mathematics and Statistics	0.35
Mathematics	Physical Sciences	0.27
Mathematics	Engineering Technologies and Engineering-Related Fields	0.23
Mathematics	Computer and Information Sciences and Support Services	0.22
Mathematics	Architecture and Related Services	0.20
Mathematics	Biological and Biomedical Sciences	0.13
Mathematics	Transportation and Materials Moving	0.10
Mathematics	Military Science, Leadership and Operational Art	0.08
Mathematics	Natural Resources and Conservation	0.07
Visual Arts and Design	Architecture and Related Services	0.37
Visual Arts and Design	Visual and Performing Arts	0.34
Visual Arts and Design	Personal and Culinary Services	0.18
Visual Arts and Design	English Language and Literature/Letters	0.18
Visual Arts and Design	Psychology	0.14
Visual Arts and Design	Natural Resources and Conservation	0.12
Visual Arts and Design	Communications Technologies/Technicians and Support Services	0.11
Visual Arts and Design	Theology and Religious Vocations	0.11
Visual Arts and Design	Philosophy and Religious Studies	0.10
Visual Arts and Design	Foreign Languages, Literatures, and Linguistics	0.08
Performing Arts	Visual and Performing Arts	0.26
Performing Arts	Psychology	0.21
Performing Arts	English Language and Literature/Letters	0.20
Performing Arts	Theology and Religious Vocations	0.19
Performing Arts	Personal and Culinary Services	0.17
Performing Arts	Philosophy and Religious Studies	0.14
Performing Arts	Architecture and Related Services	0.11
Performing Arts	Education	0.11
Performing Arts	Foreign Languages, Literatures, and Linguistics	0.11
Performing Arts	Legal Professions and Studies	0.08
Writing and Mass Communication	English Language and Literature/Letters	0.48
Writing and Mass Communication	Philosophy and Religious Studies	0.20
Writing and Mass Communication	Theology and Religious Vocations	0.16
Writing and Mass Communication	Psychology	0.14
Writing and Mass Communication	Communication, Journalism, and Related Programs	0.12
Writing and Mass Communication	Communications Technologies/Technicians and Support Services	0.10
Writing and Mass Communication	Legal Professions and Studies	0.09
Writing and Mass Communication	Multi/Interdisciplinary Studies	0.08
Writing and Mass Communication	Visual and Performing Arts	0.08
Writing and Mass Communication	History	0.07
Culinary Arts	Personal and Culinary Services	0.58
Culinary Arts	Psychology	0.09
Culinary Arts	Architecture and Related Services	0.04
Culinary Arts	Education	0.04
Culinary Arts	Theology and Religious Vocations	0.04
Culinary Arts	Natural Resources and Conservation	0.03
Culinary Arts	Agriculture, Agriculture Operations, and Related Sciences	0.02
Culinary Arts	Foreign Languages, Literatures, and Linguistics	0.01
Culinary Arts	English Language and Literature/Letters	0.01
Culinary Arts	Visual and Performing Arts	0.01
Counseling and Helping	Psychology	0.54
Counseling and Helping	Public Administration and Social Service Professions	0.34
Counseling and Helping	Theology and Religious Vocations	0.31
Counseling and Helping	Education	0.23
Counseling and Helping	Family and Consumer Sciences/Human Sciences	0.20
Counseling and Helping	Philosophy and Religious Studies	0.17
Counseling and Helping	Social Sciences	0.14
Counseling and Helping	Area, Ethnic, Cultural, Gender, and Group Studies	0.13
Counseling and Helping	Health Professions and Related Programs	0.13
Counseling and Helping	English Language and Literature/Letters	0.11
Teaching and Education	Education	0.49
Teaching and Education	Family and Consumer Sciences/Human Sciences	0.24
Teaching and Education	Theology and Religious Vocations	0.19
Teaching and Education	Psychology	0.18
Teaching and Education	Public Administration and Social Service Professions	0.11
Teaching and Education	English Language and Literature/Letters	0.09
Teaching and Education	Foreign Languages, Literatures, and Linguistics	0.06
Teaching and Education	Personal and Culinary Services	0.05
Teaching and Education	Area, Ethnic, Cultural, Gender, and Group Studies	0.04
Teaching and Education	Legal Professions and Studies	0.02
Human Resources and Training	Psychology	0.09
Human Resources and Training	Public Administration and Social Service Professions	0.03
Human Resources and Training	Business, Management, Marketing, and Related Support Services	0.03
Human Resources and Training	Education	0.00
Human Resources and Training	Theology and Religious Vocations	-0.01
Human Resources and Training	Legal Professions and Studies	-0.02
Human Resources and Training	Area, Ethnic, Cultural, Gender, and Group Studies	-0.05
Human Resources and Training	Social Sciences	-0.05
Human Resources and Training	Communication, Journalism, and Related Programs	-0.06
Human Resources and Training	Multi/Interdisciplinary Studies	-0.07
Social Sciences	Psychology	0.32
Social Sciences	Area, Ethnic, Cultural, Gender, and Group Studies	0.31
Social Sciences	Multi/Interdisciplinary Studies	0.28
Social Sciences	Theology and Religious Vocations	0.23
Social Sciences	Social Sciences	0.21
Social Sciences	Philosophy and Religious Studies	0.17
Social Sciences	Natural Resources and Conservation	0.16
Social Sciences	Public Administration and Social Service Professions	0.16
Social Sciences	Foreign Languages, Literatures, and Linguistics	0.15
Social Sciences	Legal Professions and Studies	0.14
Religion and Spirituality	Theology and Religious Vocations	0.74
Religion and Spirituality	Philosophy and Religious Studies	0.23
Religion and Spirituality	Education	0.07
Religion and Spirituality	Psychology	0.05
Religion and Spirituality	English Language and Literature/Letters	0.04
Religion and Spirituality	Legal Professions and Studies	0.03
Religion and Spirituality	Military Science, Leadership and Operational Art	0.03
Religion and Spirituality	Family and Consumer Sciences/Human Sciences	0.00
Religion and Spirituality	Public Administration and Social Service Professions	-0.01
Religion and Spirituality	Area, Ethnic, Cultural, Gender, and Group Studies	-0.02
Healthcare Services	Health Professions and Related Programs	0.37
Healthcare Services	Biological and Biomedical Sciences	0.29
Healthcare Services	Parks, Recreation, Leisure, and Fitness Studies	0.29
Healthcare Services	Family and Consumer Sciences/Human Sciences	0.15
Healthcare Services	Military Science, Leadership and Operational Art	0.14
Healthcare Services	Psychology	0.14
Healthcare Services	Personal and Culinary Services	0.13
Healthcare Services	Theology and Religious Vocations	0.13
Healthcare Services	Agriculture, Agriculture Operations, and Related Sciences	0.12
Healthcare Services	Homeland Security, Law Enforcement, Firefighting and Related Protective Services	0.12
Marketing and Advertising	Business, Management, Marketing, and Related Support Services	0.26
Marketing and Advertising	Communication, Journalism, and Related Programs	0.19
Marketing and Advertising	Legal Professions and Studies	0.12
Marketing and Advertising	Communications Technologies/Technicians and Support Services	0.11
Marketing and Advertising	Architecture and Related Services	0.09
Marketing and Advertising	Psychology	0.07
Marketing and Advertising	Social Sciences	0.06
Marketing and Advertising	English Language and Literature/Letters	0.05
Marketing and Advertising	Multi/Interdisciplinary Studies	0.05
Marketing and Advertising	Personal and Culinary Services	0.03
Sales	Business, Management, Marketing, and Related Support Services	0.21
Sales	Legal Professions and Studies	0.17
Sales	Military Science, Leadership and Operational Art	0.17
Sales	Architecture and Related Services	0.11
Sales	Computer and Information Sciences and Support Services	0.11
Sales	Personal and Culinary Services	0.10
Sales	Parks, Recreation, Leisure, and Fitness Studies	0.09
Sales	Homeland Security, Law Enforcement, Firefighting and Related Protective Services	0.09
Sales	Transportation and Materials Moving	0.09
Sales	Agriculture, Agriculture Operations, and Related Sciences	0.07
Management	Business, Management, Marketing, and Related Support Services	0.14
Management	Legal Professions and Studies	0.07
Management	Personal and Culinary Services	0.03
Management	Military Science, Leadership and Operational Art	0.00
Management	Theology and Religious Vocations	0.00
Management	Psychology	0.00
Management	Public Administration and Social Service Professions	0.00
Management	Computer and Information Sciences and Support Services	-0.01
Management	Education	-0.02
Management	Parks, Recreation, Leisure, and Fitness Studies	-0.04
Entrepreneurship	Business, Management, Marketing, and Related Support Services	0.33
Entrepreneurship	Architecture and Related Services	0.16
Entrepreneurship	Personal and Culinary Services	0.13
Entrepreneurship	Legal Professions and Studies	0.13
Entrepreneurship	Social Sciences	0.10
Entrepreneurship	Computer and Information Sciences and Support Services	0.09
Entrepreneurship	Agriculture, Agriculture Operations, and Related Sciences	0.08
Entrepreneurship	Engineering	0.08
Entrepreneurship	Communication, Journalism, and Related Programs	0.07
Entrepreneurship	Psychology	0.07
Politics and Public Speaking	Legal Professions and Studies	0.34
Politics and Public Speaking	Philosophy and Religious Studies	0.17
Politics and Public Speaking	Military Science, Leadership and Operational Art	0.15
Politics and Public Speaking	Theology and Religious Vocations	0.10
Politics and Public Speaking	Multi/Interdisciplinary Studies	0.09
Politics and Public Speaking	History	0.09
Politics and Public Speaking	English Language and Literature/Letters	0.07
Politics and Public Speaking	Social Sciences	0.07
Politics and Public Speaking	Natural Resources and Conservation	0.03
Politics and Public Speaking	Homeland Security, Law Enforcement, Firefighting and Related Protective Services	0.03
Law	Legal Professions and Studies	0.62
Law	Homeland Security, Law Enforcement, Firefighting and Related Protective Services	0.22
Law	Philosophy and Religious Studies	0.10
Law	Military Science, Leadership and Operational Art	0.08
Law	Social Sciences	0.06
Law	English Language and Literature/Letters	0.05
Law	Psychology	0.03
Law	Theology and Religious Vocations	0.02
Law	History	0.02
Law	Multi/Interdisciplinary Studies	0.00
Office Management	Public Administration and Social Service Professions	0.21
Office Management	Family and Consumer Sciences/Human Sciences	0.20
Office Management	Education	0.19
Office Management	Theology and Religious Vocations	0.18
Office Management	Business, Management, Marketing, and Related Support Services	0.17
Office Management	Health Professions and Related Programs	0.15
Office Management	Psychology	0.14
Office Management	Legal Professions and Studies	0.13
Office Management	Area, Ethnic, Cultural, Gender, and Group Studies	0.12
Office Management	Communication, Journalism, and Related Programs	0.12
Taxes and Accounting	Computer and Information Sciences and Support Services	0.23
Taxes and Accounting	Engineering Technologies and Engineering-Related Fields	0.22
Taxes and Accounting	Mathematics and Statistics	0.22
Taxes and Accounting	Engineering	0.21
Taxes and Accounting	Business, Management, Marketing, and Related Support Services	0.19
Taxes and Accounting	Architecture and Related Services	0.11
Taxes and Accounting	Legal Professions and Studies	0.11
Taxes and Accounting	Physical Sciences	0.11
Taxes and Accounting	Military Science, Leadership and Operational Art	0.07
Taxes and Accounting	Transportation and Materials Moving	0.05
Programming and Information Systems	Computer and Information Sciences and Support Services	0.63
Programming and Information Systems	Engineering Technologies and Engineering-Related Fields	0.32
Programming and Information Systems	Engineering	0.21
Programming and Information Systems	Military Science, Leadership and Operational Art	0.15
Programming and Information Systems	Transportation and Materials Moving	0.10
Programming and Information Systems	Architecture and Related Services	0.09
Programming and Information Systems	Physical Sciences	0.07
Programming and Information Systems	Legal Professions and Studies	0.05
Programming and Information Systems	Mathematics and Statistics	0.02
Programming and Information Systems	Biological and Biomedical Sciences	0.01
Finance and Investing	Computer and Information Sciences and Support Services	0.14
Finance and Investing	Legal Professions and Studies	0.14
Finance and Investing	Business, Management, Marketing, and Related Support Services	0.13
Finance and Investing	Military Science, Leadership and Operational Art	0.12
Finance and Investing	Engineering Technologies and Engineering-Related Fields	0.08
Finance and Investing	Engineering	0.07
Finance and Investing	Architecture and Related Services	0.05
Finance and Investing	Transportation and Materials Moving	0.04
Finance and Investing	Mathematics and Statistics	0.00
Finance and Investing	Homeland Security, Law Enforcement, Firefighting and Related Protective Services	-0.01

7.2.3 Correlations between major similarity and occupation similarity

Correlations between major similarity scales and occupation similarity scores are presented in Table 7.4.

Table 7.4: Major similarity and occupation similarity scale correlations

	Agriculture, Agriculture Operations, and Related Sciences	Natural Resources and Conservation	Architecture and Related Services	Area, Ethnic, Cultural, Gender, and Group Studies	Communication, Journalism, and Related Programs	Communications Technologies/Technicians and Support Services	Computer and Information Sciences and Support Services	Personal and Culinary Services	Education	Engineering	Engineering Technologies and Engineering-Related Fields	Foreign Languages, Literatures, and Linguistics	Family and Consumer Sciences/Human Sciences	Legal Professions and Studies	English Language and Literature/Letters	Library Science	Biological and Biomedical Sciences	Mathematics and Statistics	Military Science, Leadership and Operational Art	Multi/Interdisciplinary Studies	Parks, Recreation, Leisure, and Fitness Studies	Philosophy and Religious Studies	Theology and Religious Vocations	Physical Sciences	Psychology	Homeland Security, Law Enforcement, Firefighting and Related Protective Services	Public Administration and Social Service Professions	Social Sciences	Transportation and Materials Moving	Visual and Performing Arts	Health Professions and Related Programs	Business, Management, Marketing, and Related Support Services	History
Chief Executives	0.10	0.08	0.16	0.09	0.20	0.11	-0.06	-0.01	0.05	0.09	-0.04	0.06	-0.06	0.15	0.10	-0.04	-0.02	0.15	-0.14	0.23	0.01	0.25	0.06	0.02	0.12	-0.08	0.10	0.27	0.03	0.04	-0.03	0.38	0.17
General and Operations Managers	0.17	0.12	0.21	0.15	0.23	0.17	0.06	0.08	0.14	0.20	0.12	0.14	0.08	0.10	0.07	0.10	0.06	0.26	-0.16	0.28	0.10	0.20	0.02	0.11	0.19	-0.03	0.22	0.33	0.08	0.09	0.14	0.51	0.18
Marketing Managers	0.07	0.08	0.18	0.19	0.42	0.33	-0.09	0.06	0.17	-0.01	-0.21	0.19	0.08	0.04	0.23	0.09	-0.02	0.17	-0.40	0.29	0.00	0.22	-0.04	-0.01	0.25	-0.20	0.18	0.31	-0.13	0.24	0.03	0.40	0.20
Sales Managers	0.23	0.10	0.24	0.18	0.41	0.30	0.07	0.16	0.23	0.18	0.03	0.16	0.20	0.24	0.12	0.16	0.10	0.27	-0.02	0.26	0.24	0.20	0.03	0.12	0.22	0.12	0.26	0.37	0.13	0.16	0.18	0.64	0.25
Public Relations Managers	0.09	0.11	0.17	0.35	0.58	0.44	-0.12	0.08	0.29	-0.05	-0.28	0.32	0.20	0.18	0.39	0.20	-0.03	0.20	-0.31	0.46	0.06	0.39	0.18	-0.03	0.35	-0.06	0.36	0.45	-0.09	0.31	0.12	0.40	0.38
Administrative Services Managers	0.16	0.05	0.12	0.30	0.35	0.24	0.04	0.11	0.35	0.06	-0.10	0.30	0.38	0.11	0.20	0.33	0.11	0.34	-0.33	0.37	0.10	0.23	0.14	0.08	0.40	0.00	0.46	0.44	-0.10	0.21	0.36	0.55	0.24
Computer and Information Systems Managers	-0.03	0.05	0.13	-0.05	-0.07	0.08	0.44	0.00	-0.02	0.18	0.28	0.00	-0.14	-0.04	-0.06	0.00	-0.01	0.08	-0.04	0.04	-0.06	0.01	-0.01	0.07	-0.03	-0.06	-0.07	-0.01	0.12	0.01	-0.04	0.09	-0.01
Financial Managers	0.11	0.05	0.17	0.09	0.14	0.08	0.13	0.04	0.15	0.21	0.09	0.12	0.07	0.15	0.04	0.14	0.07	0.41	-0.22	0.20	0.07	0.16	0.01	0.15	0.12	-0.02	0.17	0.33	0.03	0.03	0.11	0.55	0.14
Purchasing Managers	0.14	0.03	0.20	0.05	0.20	0.13	0.03	0.09	0.13	0.17	0.11	0.07	0.07	0.16	0.03	0.05	0.02	0.21	-0.10	0.15	0.13	0.13	0.00	0.07	0.12	-0.01	0.16	0.25	0.07	0.05	0.11	0.48	0.15
Transportation, Storage, and Distribution Managers	0.26	0.21	0.19	0.11	0.14	0.15	0.20	0.09	0.10	0.36	0.47	0.08	0.07	0.05	-0.05	0.17	0.08	0.23	0.18	0.20	0.25	0.11	0.04	0.19	0.10	0.21	0.21	0.27	0.32	0.02	0.20	0.50	0.22
Human Resources Managers	-0.01	0.01	-0.04	0.25	0.28	0.13	-0.19	0.00	0.27	-0.15	-0.34	0.22	0.25	0.06	0.18	0.11	-0.07	0.17	-0.39	0.30	-0.03	0.23	0.11	-0.09	0.41	-0.13	0.38	0.35	-0.22	0.05	0.14	0.30	0.19
Training and Development Managers	0.04	0.03	0.06	0.24	0.36	0.22	-0.16	0.02	0.28	-0.09	-0.28	0.23	0.21	0.00	0.21	0.14	-0.05	0.18	-0.40	0.31	0.02	0.23	0.07	-0.06	0.40	-0.16	0.33	0.36	-0.16	0.16	0.13	0.36	0.20
Construction Managers	0.27	0.28	0.50	0.10	0.10	0.11	0.11	0.11	0.08	0.39	0.38	0.07	0.00	0.10	0.01	0.05	0.12	0.22	0.16	0.19	0.28	0.19	0.06	0.22	0.05	0.14	0.07	0.19	0.32	0.09	0.11	0.35	0.20
Education and Childcare Administrators, Preschool and Daycare	0.17	0.03	0.11	0.30	0.33	0.23	-0.03	0.17	0.72	0.02	-0.22	0.33	0.70	0.13	0.26	0.36	0.17	0.34	-0.22	0.28	0.20	0.24	0.27	0.14	0.47	0.10	0.53	0.38	-0.12	0.30	0.42	0.31	0.28
Education Administrators, Kindergarten through Secondary	0.02	0.02	0.03	0.28	0.26	0.13	-0.18	0.03	0.62	-0.12	-0.38	0.26	0.36	0.03	0.24	0.12	-0.02	0.24	-0.37	0.29	0.03	0.27	0.30	-0.02	0.43	-0.12	0.39	0.32	-0.22	0.14	0.19	0.16	0.27
Education Administrators, Postsecondary	0.00	0.06	0.06	0.35	0.30	0.17	-0.16	0.03	0.45	-0.12	-0.34	0.32	0.26	0.01	0.27	0.16	-0.03	0.23	-0.48	0.37	-0.04	0.31	0.22	-0.04	0.44	-0.19	0.37	0.36	-0.22	0.17	0.14	0.18	0.29
Food Service Managers	0.39	0.18	0.30	0.34	0.46	0.40	0.22	0.45	0.46	0.36	0.25	0.36	0.52	0.28	0.17	0.46	0.28	0.44	0.03	0.36	0.40	0.26	0.11	0.31	0.39	0.35	0.50	0.49	0.21	0.36	0.52	0.73	0.35
Medical and Health Services Managers	0.18	0.13	0.11	0.21	0.16	0.09	-0.04	0.07	0.21	0.06	-0.12	0.18	0.26	0.06	0.16	0.17	0.31	0.18	-0.20	0.28	0.15	0.19	0.17	0.17	0.38	0.00	0.32	0.27	-0.05	0.12	0.48	0.24	0.12
Property, Real Estate, and Community Association Managers	0.28	0.21	0.29	0.30	0.36	0.24	0.06	0.08	0.30	0.20	0.08	0.26	0.26	0.25	0.18	0.26	0.16	0.35	-0.19	0.39	0.21	0.32	0.13	0.17	0.40	0.10	0.41	0.49	0.09	0.18	0.33	0.62	0.34
Social and Community Service Managers	0.25	0.21	0.19	0.53	0.48	0.36	0.05	0.18	0.52	0.12	-0.13	0.43	0.52	0.27	0.36	0.36	0.22	0.40	-0.21	0.55	0.22	0.46	0.38	0.17	0.60	0.19	0.71	0.61	-0.02	0.31	0.47	0.41	0.42
Agents and Business Managers of Artists, Performers, and Athletes	0.41	0.15	0.28	0.33	0.51	0.49	0.40	0.24	0.35	0.47	0.38	0.27	0.43	0.41	0.18	0.47	0.31	0.46	0.35	0.33	0.49	0.24	0.14	0.35	0.21	0.49	0.43	0.47	0.38	0.31	0.45	0.79	0.37
Wholesale and Retail Buyers, Except Farm Products	0.51	0.27	0.41	0.43	0.60	0.58	0.35	0.27	0.44	0.51	0.34	0.39	0.55	0.36	0.29	0.58	0.44	0.54	0.13	0.46	0.52	0.36	0.14	0.45	0.37	0.45	0.52	0.59	0.32	0.48	0.60	0.83	0.46
Purchasing Agents, Except Wholesale, Retail, and Farm Products	0.31	0.21	0.23	0.29	0.38	0.31	0.11	0.14	0.26	0.25	0.17	0.28	0.28	0.13	0.16	0.35	0.18	0.39	-0.18	0.36	0.22	0.21	0.03	0.20	0.26	0.09	0.34	0.45	0.09	0.22	0.31	0.64	0.32
Claims Adjusters, Examiners, and Investigators	0.30	0.17	0.22	0.36	0.41	0.30	0.12	0.18	0.45	0.22	0.06	0.34	0.48	0.33	0.25	0.45	0.27	0.48	-0.12	0.41	0.30	0.32	0.20	0.26	0.45	0.27	0.53	0.54	0.08	0.24	0.51	0.62	0.37
Human Resources Specialists	0.18	0.14	0.14	0.34	0.42	0.30	0.00	0.14	0.34	0.07	-0.13	0.31	0.40	0.13	0.22	0.25	0.12	0.31	-0.24	0.38	0.19	0.25	0.10	0.10	0.46	0.04	0.46	0.44	-0.03	0.21	0.34	0.47	0.27
Logisticians	0.25	0.24	0.25	0.29	0.29	0.27	0.22	0.09	0.24	0.39	0.32	0.31	0.20	0.15	0.13	0.35	0.23	0.45	0.01	0.40	0.25	0.26	0.07	0.35	0.30	0.21	0.34	0.47	0.26	0.14	0.35	0.58	0.35
Management Analysts	0.16	0.16	0.18	0.22	0.27	0.24	0.18	0.02	0.15	0.23	0.08	0.23	0.08	0.06	0.16	0.18	0.11	0.35	-0.15	0.35	0.09	0.23	0.03	0.16	0.18	-0.04	0.20	0.39	0.06	0.15	0.15	0.51	0.24
Meeting, Convention, and Event Planners	0.16	0.12	0.22	0.33	0.55	0.42	-0.09	0.16	0.33	0.00	-0.21	0.35	0.35	0.04	0.27	0.34	0.04	0.29	-0.38	0.42	0.13	0.26	0.05	0.04	0.39	-0.08	0.40	0.45	-0.10	0.37	0.25	0.51	0.32
Fundraisers	0.22	0.24	0.20	0.47	0.49	0.38	-0.04	0.18	0.37	0.05	-0.26	0.45	0.34	0.13	0.40	0.29	0.17	0.37	-0.43	0.53	0.11	0.41	0.19	0.12	0.49	-0.06	0.46	0.53	-0.15	0.40	0.31	0.44	0.36
Compensation, Benefits, and Job Analysis Specialists	0.11	0.09	0.10	0.27	0.27	0.19	0.00	0.07	0.28	0.03	-0.09	0.25	0.29	0.10	0.15	0.24	0.04	0.26	-0.28	0.29	0.09	0.16	0.01	0.04	0.34	0.02	0.37	0.37	-0.06	0.16	0.24	0.38	0.24
Training and Development Specialists	0.04	0.03	0.07	0.23	0.33	0.23	-0.13	0.09	0.30	-0.06	-0.22	0.24	0.23	-0.03	0.20	0.15	-0.04	0.18	-0.44	0.29	0.00	0.23	0.12	-0.04	0.40	-0.15	0.34	0.32	-0.16	0.18	0.17	0.31	0.17
Market Research Analysts and Marketing Specialists	0.29	0.27	0.28	0.35	0.49	0.46	0.21	0.15	0.26	0.32	0.07	0.33	0.25	0.11	0.27	0.24	0.26	0.46	-0.21	0.44	0.22	0.30	0.07	0.28	0.34	0.01	0.33	0.49	0.05	0.33	0.29	0.60	0.31
Accountants and Auditors	0.14	0.04	0.15	0.10	0.09	0.06	0.18	0.06	0.19	0.21	0.16	0.13	0.15	0.12	0.04	0.23	0.13	0.42	-0.16	0.14	0.09	0.08	0.03	0.17	0.12	0.06	0.19	0.26	0.04	0.04	0.20	0.49	0.11
Appraisers and Assessors of Real Estate	0.44	0.28	0.39	0.36	0.52	0.45	0.27	0.19	0.27	0.45	0.32	0.33	0.37	0.42	0.26	0.46	0.31	0.50	0.13	0.45	0.42	0.42	0.15	0.40	0.35	0.43	0.48	0.59	0.33	0.32	0.46	0.80	0.43
Budget Analysts	0.11	0.07	0.14	0.15	0.12	0.10	0.17	0.03	0.17	0.18	0.11	0.16	0.12	0.03	0.05	0.17	0.06	0.42	-0.24	0.21	0.02	0.10	0.02	0.11	0.12	-0.07	0.20	0.31	-0.04	0.06	0.13	0.49	0.11
Credit Analysts	0.13	0.05	0.19	0.21	0.28	0.21	0.19	0.08	0.24	0.26	0.13	0.22	0.20	0.23	0.11	0.26	0.13	0.47	-0.10	0.31	0.18	0.21	0.00	0.23	0.25	0.14	0.34	0.47	0.12	0.12	0.27	0.63	0.25
Financial and Investment Analysts	0.20	0.16	0.23	0.17	0.19	0.16	0.18	0.09	0.17	0.29	0.15	0.21	0.13	0.14	0.06	0.21	0.18	0.50	-0.15	0.30	0.16	0.20	0.00	0.26	0.18	0.05	0.23	0.43	0.10	0.11	0.22	0.60	0.21
Personal Financial Advisors	0.23	0.14	0.27	0.19	0.28	0.21	0.17	0.17	0.24	0.28	0.13	0.19	0.17	0.24	0.11	0.19	0.17	0.43	0.00	0.29	0.23	0.25	0.11	0.23	0.25	0.16	0.26	0.42	0.18	0.15	0.23	0.60	0.26
Insurance Underwriters	0.21	0.10	0.21	0.23	0.33	0.26	0.14	0.14	0.32	0.20	0.08	0.27	0.30	0.19	0.18	0.37	0.14	0.47	-0.21	0.32	0.21	0.24	0.07	0.21	0.31	0.11	0.36	0.46	0.07	0.17	0.32	0.61	0.30
Financial Risk Specialists	0.20	0.14	0.17	0.32	0.31	0.25	0.18	0.17	0.29	0.22	0.04	0.30	0.28	0.23	0.20	0.32	0.22	0.42	-0.23	0.41	0.09	0.28	0.10	0.24	0.43	0.14	0.42	0.49	-0.01	0.23	0.37	0.52	0.26
Financial Examiners	0.17	0.08	0.26	0.20	0.33	0.25	0.18	0.08	0.22	0.30	0.17	0.21	0.21	0.29	0.09	0.29	0.14	0.48	-0.07	0.30	0.23	0.23	-0.04	0.24	0.24	0.18	0.32	0.49	0.16	0.17	0.27	0.68	0.27
Loan Officers	0.27	0.12	0.20	0.24	0.42	0.29	0.07	0.12	0.30	0.19	0.03	0.25	0.34	0.31	0.16	0.31	0.17	0.44	-0.12	0.34	0.26	0.27	0.09	0.19	0.36	0.21	0.43	0.53	0.10	0.17	0.34	0.71	0.30
Tax Preparers	0.12	0.04	0.14	0.13	0.09	0.07	0.17	0.08	0.19	0.17	0.13	0.13	0.14	0.23	0.08	0.21	0.10	0.38	-0.13	0.15	0.09	0.10	0.06	0.15	0.11	0.11	0.20	0.25	0.02	0.05	0.17	0.44	0.11
Fraud Examiners, Investigators and Analysts	0.27	0.16	0.20	0.31	0.34	0.34	0.30	0.22	0.30	0.29	0.16	0.29	0.31	0.26	0.23	0.38	0.27	0.39	-0.05	0.36	0.15	0.23	0.09	0.29	0.38	0.28	0.40	0.44	0.06	0.32	0.41	0.51	0.27
Computer Systems Analysts	0.02	0.11	0.18	0.03	-0.03	0.18	0.61	0.03	0.02	0.31	0.40	0.09	-0.12	-0.07	0.02	0.11	0.08	0.23	-0.10	0.10	-0.05	0.07	-0.01	0.19	0.00	-0.04	-0.05	0.05	0.13	0.13	0.01	0.13	0.04
Computer and Information Research Scientists	0.11	0.16	0.25	0.09	-0.03	0.19	0.73	0.01	-0.01	0.52	0.56	0.13	-0.12	0.12	0.07	0.19	0.26	0.36	0.14	0.19	-0.01	0.20	0.09	0.42	0.00	0.15	-0.03	0.13	0.31	0.17	0.08	0.16	0.12
Computer User Support Specialists	0.02	0.08	0.15	0.05	-0.01	0.21	0.67	0.05	0.04	0.33	0.46	0.08	-0.06	0.00	0.02	0.14	0.08	0.18	0.04	0.08	0.00	0.06	0.02	0.19	0.01	0.07	0.00	0.04	0.20	0.12	0.06	0.12	0.05
Database Administrators	0.07	0.13	0.20	0.08	-0.04	0.18	0.71	0.06	0.01	0.40	0.50	0.12	-0.05	-0.02	0.02	0.21	0.17	0.29	0.04	0.12	0.02	0.07	0.01	0.28	0.01	0.08	0.00	0.08	0.20	0.15	0.11	0.18	0.06
Network and Computer Systems Administrators	-0.01	0.06	0.14	-0.08	-0.12	0.09	0.64	0.01	-0.12	0.30	0.47	-0.02	-0.21	0.01	-0.06	0.01	0.05	0.09	0.14	-0.01	-0.06	0.01	-0.01	0.16	-0.09	0.06	-0.13	-0.06	0.23	0.03	-0.05	0.03	-0.03
Computer Programmers	0.06	0.11	0.23	0.04	-0.05	0.21	0.78	0.06	0.00	0.43	0.55	0.10	-0.10	0.02	0.04	0.16	0.19	0.27	0.11	0.07	0.02	0.08	0.01	0.30	-0.06	0.10	-0.08	0.01	0.24	0.17	0.05	0.08	0.06
Software Developers	0.06	0.13	0.25	-0.03	-0.11	0.13	0.72	0.06	-0.04	0.45	0.54	0.04	-0.18	0.01	0.00	0.04	0.17	0.26	0.11	0.04	0.00	0.06	-0.01	0.31	-0.09	0.04	-0.14	-0.02	0.25	0.11	-0.01	0.09	0.01
Information Technology Project Managers	0.05	0.14	0.16	0.08	0.03	0.16	0.46	0.05	0.04	0.28	0.31	0.12	-0.06	-0.04	0.01	0.09	0.11	0.24	-0.16	0.19	-0.02	0.05	-0.09	0.18	0.09	-0.06	0.04	0.16	0.09	0.07	0.09	0.24	0.07
Architects, Except Landscape and Naval	0.28	0.34	0.85	0.23	0.15	0.23	0.22	0.22	0.12	0.47	0.41	0.22	0.08	0.06	0.11	0.17	0.22	0.28	0.10	0.28	0.25	0.19	0.03	0.31	0.04	0.10	0.08	0.18	0.36	0.40	0.18	0.30	0.21
Aerospace Engineers	0.14	0.26	0.34	-0.03	-0.14	-0.04	0.27	0.04	-0.05	0.53	0.47	0.03	-0.22	-0.02	-0.07	-0.02	0.23	0.34	0.18	0.11	0.03	0.13	-0.01	0.45	-0.06	0.01	-0.13	0.07	0.38	0.02	0.01	0.12	0.06
Civil Engineers	0.25	0.35	0.53	0.10	-0.02	0.04	0.21	0.09	0.11	0.63	0.53	0.10	-0.02	0.01	-0.06	0.07	0.23	0.45	0.13	0.19	0.21	0.14	0.06	0.44	0.00	0.07	0.03	0.17	0.36	0.08	0.13	0.29	0.15
Electrical Engineers	0.18	0.22	0.39	0.06	0.00	0.13	0.38	0.11	0.09	0.61	0.63	0.10	-0.05	0.04	0.00	0.08	0.20	0.39	0.17	0.13	0.17	0.14	0.05	0.40	0.01	0.10	0.01	0.12	0.36	0.11	0.11	0.24	0.10
Mechanical Engineers	0.21	0.24	0.41	-0.02	-0.11	0.01	0.31	0.09	-0.04	0.63	0.61	-0.01	-0.16	0.00	-0.12	-0.04	0.23	0.32	0.27	0.04	0.16	0.07	-0.03	0.43	-0.11	0.11	-0.13	0.02	0.41	0.06	0.03	0.17	0.03
Biochemists and Biophysicists	0.25	0.38	0.18	0.09	-0.15	-0.06	0.21	0.09	0.01	0.35	0.20	0.15	-0.04	0.01	0.07	0.09	0.62	0.23	-0.02	0.17	0.02	0.11	0.02	0.56	0.15	0.05	-0.04	0.07	0.09	0.07	0.28	-0.06	0.03
Biologists	0.28	0.41	0.17	0.05	-0.11	-0.05	0.12	0.08	0.02	0.22	0.10	0.12	-0.03	0.00	0.09	0.09	0.66	0.11	-0.08	0.13	0.05	0.09	0.01	0.41	0.16	0.02	-0.06	0.03	0.05	0.08	0.25	-0.08	0.03
Medical Scientists, Except Epidemiologists	0.27	0.37	0.15	0.09	-0.11	-0.06	0.06	0.09	0.06	0.25	0.04	0.16	0.06	-0.01	0.08	0.13	0.65	0.19	-0.11	0.19	0.10	0.11	0.01	0.49	0.25	0.02	0.01	0.10	0.02	0.06	0.38	-0.08	0.05
Chemists	0.25	0.33	0.20	0.04	-0.13	-0.05	0.18	0.14	0.03	0.43	0.30	0.09	-0.02	0.02	0.00	0.10	0.51	0.27	0.02	0.09	0.05	0.08	0.01	0.65	0.09	0.10	-0.05	0.05	0.13	0.06	0.25	0.01	0.02
Environmental Scientists and Specialists, Including Health	0.38	0.64	0.28	0.22	0.03	0.06	0.06	0.09	0.15	0.30	0.15	0.22	0.08	0.00	0.13	0.18	0.48	0.26	-0.15	0.31	0.13	0.24	0.09	0.45	0.19	0.01	0.11	0.24	0.09	0.15	0.28	0.09	0.20
Clinical and Counseling Psychologists	0.05	0.10	0.05	0.25	0.22	0.14	-0.07	0.02	0.30	-0.03	-0.32	0.27	0.30	0.08	0.26	0.14	0.20	0.18	-0.26	0.31	0.06	0.36	0.25	0.10	0.86	0.02	0.41	0.32	-0.13	0.18	0.36	0.07	0.16
Biological Technicians	0.40	0.49	0.15	0.19	-0.03	0.03	0.12	0.11	0.08	0.31	0.20	0.25	0.12	-0.04	0.10	0.28	0.68	0.23	-0.05	0.25	0.12	0.09	-0.03	0.52	0.22	0.11	0.09	0.16	0.10	0.15	0.41	-0.01	0.13
Social Science Research Assistants	0.20	0.34	0.09	0.43	0.23	0.21	0.07	0.09	0.28	0.09	-0.19	0.44	0.31	0.09	0.34	0.35	0.41	0.36	-0.33	0.50	0.06	0.38	0.16	0.31	0.65	0.07	0.44	0.48	-0.11	0.27	0.43	0.10	0.31
Substance Abuse and Behavioral Disorder Counselors	0.13	0.11	0.05	0.34	0.27	0.18	-0.05	0.08	0.39	-0.01	-0.24	0.28	0.46	0.20	0.26	0.20	0.19	0.22	-0.12	0.34	0.13	0.40	0.36	0.09	0.82	0.24	0.61	0.43	-0.05	0.20	0.44	0.14	0.23
Educational, Guidance, and Career Counselors and Advisors	0.08	0.08	0.03	0.39	0.34	0.20	-0.17	0.07	0.52	-0.13	-0.41	0.36	0.49	0.04	0.30	0.26	0.10	0.27	-0.43	0.38	0.07	0.32	0.30	0.01	0.66	-0.03	0.57	0.43	-0.23	0.22	0.36	0.19	0.26
Mental Health Counselors	0.08	0.10	0.03	0.36	0.29	0.18	-0.14	0.05	0.44	-0.09	-0.37	0.34	0.47	0.10	0.29	0.22	0.19	0.24	-0.32	0.38	0.10	0.39	0.32	0.07	0.86	0.07	0.57	0.42	-0.17	0.23	0.43	0.11	0.23
Rehabilitation Counselors	0.12	0.11	0.05	0.39	0.30	0.21	-0.08	0.10	0.53	-0.05	-0.29	0.35	0.55	0.07	0.28	0.31	0.16	0.28	-0.30	0.37	0.14	0.30	0.32	0.06	0.70	0.09	0.64	0.43	-0.14	0.22	0.46	0.16	0.25
Child, Family, and School Social Workers	0.18	0.09	0.04	0.43	0.43	0.30	-0.10	0.15	0.62	-0.03	-0.29	0.41	0.74	0.17	0.33	0.42	0.22	0.33	-0.21	0.40	0.26	0.38	0.36	0.12	0.74	0.24	0.74	0.51	-0.10	0.31	0.57	0.25	0.33
Mental Health and Substance Abuse Social Workers	0.07	0.07	-0.02	0.40	0.30	0.18	-0.15	0.04	0.48	-0.10	-0.38	0.35	0.54	0.12	0.30	0.26	0.16	0.25	-0.28	0.38	0.11	0.39	0.36	0.06	0.80	0.12	0.65	0.45	-0.18	0.22	0.45	0.09	0.25
Health Education Specialists	0.40	0.34	0.17	0.49	0.41	0.30	0.03	0.20	0.53	0.19	-0.11	0.44	0.55	0.13	0.29	0.35	0.42	0.43	-0.27	0.51	0.34	0.37	0.32	0.32	0.55	0.10	0.56	0.52	-0.02	0.30	0.59	0.35	0.33
Probation Officers and Correctional Treatment Specialists	0.19	0.12	0.02	0.32	0.28	0.18	0.01	0.06	0.41	0.06	-0.07	0.26	0.44	0.49	0.16	0.29	0.16	0.27	0.19	0.34	0.28	0.32	0.27	0.11	0.53	0.63	0.62	0.51	0.14	0.10	0.42	0.27	0.38
Social and Human Service Assistants	0.28	0.19	0.17	0.57	0.51	0.42	0.13	0.17	0.58	0.17	-0.08	0.48	0.70	0.25	0.38	0.51	0.30	0.47	-0.17	0.54	0.28	0.48	0.40	0.25	0.70	0.30	0.82	0.65	0.02	0.40	0.62	0.43	0.41
Clergy	0.01	-0.02	0.00	0.16	0.14	0.07	-0.09	0.01	0.26	-0.10	-0.24	0.14	0.17	0.06	0.20	-0.04	-0.01	0.01	-0.09	0.18	0.04	0.43	0.83	-0.06	0.25	-0.04	0.21	0.10	-0.08	0.06	0.11	-0.02	0.14
Directors, Religious Activities and Education	0.02	-0.01	0.02	0.21	0.20	0.12	-0.13	0.04	0.36	-0.11	-0.28	0.19	0.29	-0.03	0.22	0.01	-0.01	0.06	-0.20	0.21	0.07	0.41	0.82	-0.06	0.33	-0.10	0.29	0.13	-0.14	0.15	0.17	-0.01	0.15
Lawyers	0.07	0.12	0.15	0.19	0.20	0.11	-0.07	0.07	0.13	0.03	-0.17	0.21	0.03	0.60	0.36	0.11	0.10	0.12	-0.02	0.31	0.00	0.41	0.18	0.10	0.23	0.19	0.22	0.34	0.00	0.11	0.08	0.13	0.37
Judges, Magistrate Judges, and Magistrates	0.22	0.21	0.20	0.44	0.45	0.34	0.13	0.14	0.37	0.15	-0.08	0.41	0.38	0.64	0.42	0.43	0.24	0.38	-0.14	0.52	0.14	0.47	0.23	0.23	0.47	0.34	0.55	0.60	-0.01	0.31	0.40	0.46	0.47
Business Teachers, Postsecondary	0.02	-0.01	-0.03	0.23	0.31	0.16	-0.13	-0.07	0.33	-0.08	-0.26	0.22	0.19	0.09	0.21	0.13	-0.04	0.21	-0.36	0.30	-0.02	0.24	0.16	-0.04	0.33	-0.13	0.30	0.33	-0.17	0.05	0.10	0.33	0.22
Psychology Teachers, Postsecondary	0.01	0.13	0.04	0.16	0.11	0.09	-0.03	-0.04	0.24	0.01	-0.24	0.23	0.15	0.03	0.26	0.16	0.21	0.22	-0.30	0.25	-0.05	0.30	0.17	0.18	0.70	-0.05	0.24	0.25	-0.15	0.14	0.23	-0.03	0.12
Education Teachers, Postsecondary	0.14	0.06	0.07	0.41	0.35	0.26	-0.07	0.07	0.76	0.01	-0.23	0.38	0.55	0.10	0.30	0.33	0.13	0.33	-0.25	0.37	0.20	0.33	0.31	0.12	0.55	0.07	0.53	0.41	-0.11	0.27	0.39	0.23	0.36
Art, Drama, and Music Teachers, Postsecondary	0.10	0.15	0.22	0.37	0.27	0.30	-0.02	0.17	0.45	0.00	-0.23	0.41	0.30	-0.03	0.40	0.28	0.16	0.21	-0.34	0.37	-0.05	0.37	0.31	0.14	0.43	-0.09	0.29	0.26	-0.17	0.58	0.23	0.02	0.29
English Language and Literature Teachers, Postsecondary	-0.01	0.14	0.06	0.37	0.26	0.22	-0.12	0.05	0.31	-0.17	-0.42	0.41	0.11	0.07	0.61	0.19	0.04	0.07	-0.39	0.38	-0.11	0.42	0.30	-0.02	0.39	-0.16	0.21	0.23	-0.26	0.29	0.06	-0.08	0.31
Career/Technical Education Teachers, Postsecondary	-0.02	0.00	-0.02	0.29	0.32	0.19	-0.21	0.01	0.41	-0.19	-0.39	0.28	0.34	-0.07	0.24	0.15	-0.08	0.15	-0.47	0.30	-0.03	0.22	0.22	-0.13	0.46	-0.19	0.40	0.31	-0.26	0.16	0.16	0.19	0.18
Preschool Teachers, Except Special Education	0.29	0.17	0.17	0.44	0.42	0.34	0.04	0.24	0.76	0.10	-0.17	0.44	0.83	0.18	0.34	0.46	0.31	0.35	-0.16	0.39	0.30	0.31	0.34	0.23	0.54	0.20	0.59	0.43	-0.10	0.41	0.55	0.29	0.33
Kindergarten Teachers, Except Special Education	0.13	0.03	0.01	0.32	0.32	0.24	-0.13	0.16	0.73	-0.11	-0.34	0.37	0.71	-0.02	0.28	0.37	0.13	0.23	-0.28	0.26	0.20	0.19	0.27	0.06	0.43	0.04	0.46	0.28	-0.19	0.30	0.41	0.11	0.25
Elementary School Teachers, Except Special Education	0.17	0.11	0.11	0.33	0.30	0.23	-0.03	0.11	0.75	0.01	-0.25	0.37	0.60	0.08	0.29	0.30	0.20	0.32	-0.25	0.31	0.23	0.24	0.27	0.14	0.47	0.06	0.43	0.32	-0.14	0.26	0.38	0.18	0.27
Middle School Teachers, Except Special and Career/Technical Education	0.10	0.08	0.03	0.30	0.27	0.17	-0.13	0.07	0.73	-0.07	-0.35	0.34	0.52	-0.01	0.28	0.25	0.13	0.32	-0.37	0.29	0.15	0.28	0.32	0.10	0.51	-0.05	0.44	0.32	-0.19	0.20	0.34	0.13	0.32
Career/Technical Education Teachers, Middle School	0.01	-0.05	0.01	0.23	0.27	0.19	-0.05	0.03	0.61	-0.07	-0.23	0.23	0.39	-0.04	0.16	0.13	-0.06	0.22	-0.34	0.22	0.05	0.21	0.31	-0.05	0.44	-0.09	0.40	0.27	-0.16	0.15	0.19	0.19	0.23
Secondary School Teachers, Except Special and Career/Technical Education	0.10	0.12	0.09	0.26	0.23	0.15	-0.06	0.06	0.63	0.00	-0.27	0.29	0.33	0.07	0.29	0.16	0.11	0.32	-0.24	0.26	0.14	0.30	0.30	0.13	0.40	0.00	0.34	0.31	-0.10	0.17	0.24	0.12	0.40
Career/Technical Education Teachers, Secondary School	0.05	0.03	0.02	0.29	0.29	0.18	-0.08	0.05	0.47	-0.07	-0.30	0.24	0.36	0.04	0.20	0.09	-0.01	0.19	-0.30	0.28	0.07	0.18	0.21	-0.05	0.46	-0.03	0.42	0.30	-0.18	0.14	0.22	0.21	0.17
Special Education Teachers, Elementary School	0.17	0.09	0.04	0.34	0.28	0.20	-0.16	0.14	0.69	-0.06	-0.30	0.35	0.71	-0.04	0.26	0.36	0.18	0.24	-0.23	0.26	0.25	0.20	0.27	0.08	0.53	0.07	0.51	0.29	-0.15	0.27	0.46	0.09	0.22
Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors	0.09	0.13	0.09	0.41	0.29	0.21	-0.09	0.04	0.54	-0.05	-0.28	0.47	0.35	0.04	0.37	0.24	0.09	0.29	-0.47	0.43	0.00	0.40	0.34	0.06	0.52	-0.09	0.42	0.38	-0.19	0.25	0.26	0.15	0.31
Self-Enrichment Teachers	0.25	0.23	0.25	0.47	0.43	0.34	0.03	0.14	0.62	0.14	-0.09	0.42	0.45	0.13	0.32	0.32	0.20	0.39	-0.24	0.47	0.26	0.41	0.35	0.20	0.50	0.08	0.50	0.47	0.02	0.31	0.40	0.35	0.40
Tutors	0.33	0.29	0.23	0.58	0.49	0.45	0.21	0.17	0.68	0.34	-0.02	0.66	0.67	0.18	0.47	0.63	0.49	0.64	-0.21	0.62	0.28	0.51	0.26	0.50	0.63	0.22	0.63	0.62	0.05	0.50	0.64	0.40	0.48
Librarians and Media Collections Specialists	0.25	0.25	0.20	0.53	0.51	0.55	0.32	0.21	0.50	0.18	-0.01	0.60	0.48	0.16	0.59	0.65	0.32	0.42	-0.30	0.57	0.12	0.49	0.32	0.29	0.50	0.11	0.49	0.51	-0.02	0.58	0.45	0.34	0.51
Library Technicians	0.29	0.31	0.29	0.59	0.49	0.52	0.33	0.23	0.50	0.26	0.01	0.58	0.48	0.23	0.56	0.64	0.36	0.48	-0.17	0.61	0.19	0.51	0.31	0.34	0.53	0.19	0.53	0.57	0.00	0.57	0.50	0.37	0.55
Instructional Coordinators	0.12	0.14	0.15	0.40	0.38	0.32	-0.01	0.10	0.57	0.02	-0.19	0.40	0.40	0.01	0.34	0.29	0.09	0.32	-0.40	0.42	0.10	0.36	0.27	0.08	0.53	-0.06	0.46	0.41	-0.12	0.32	0.31	0.26	0.34
Teaching Assistants, Preschool, Elementary, Middle, and Secondary School, Except Special Education	0.28	0.17	0.15	0.47	0.44	0.38	0.09	0.21	0.81	0.12	-0.17	0.50	0.80	0.14	0.39	0.54	0.32	0.45	-0.21	0.44	0.34	0.36	0.34	0.27	0.58	0.19	0.63	0.48	-0.06	0.42	0.59	0.31	0.40
Teaching Assistants, Postsecondary	0.18	0.17	0.13	0.49	0.42	0.33	0.03	0.16	0.67	0.07	-0.24	0.50	0.52	0.13	0.41	0.35	0.20	0.42	-0.32	0.50	0.15	0.44	0.33	0.19	0.62	0.04	0.58	0.51	-0.08	0.32	0.40	0.28	0.43
Art Directors	0.20	0.21	0.40	0.30	0.36	0.45	0.09	0.21	0.20	0.11	0.04	0.21	0.18	0.01	0.30	0.20	0.13	0.07	-0.13	0.30	0.12	0.25	0.11	0.09	0.21	-0.01	0.17	0.19	0.02	0.64	0.18	0.18	0.23
Craft Artists	0.29	0.26	0.45	0.37	0.36	0.42	0.03	0.35	0.35	0.13	-0.02	0.38	0.35	-0.03	0.38	0.38	0.23	0.19	-0.18	0.33	0.20	0.32	0.23	0.19	0.36	0.03	0.26	0.24	0.03	0.74	0.32	0.16	0.27
Fine Artists, Including Painters, Sculptors, and Illustrators	0.26	0.21	0.45	0.31	0.36	0.44	0.08	0.31	0.31	0.12	0.00	0.31	0.31	0.00	0.35	0.34	0.18	0.15	-0.10	0.29	0.21	0.33	0.23	0.14	0.30	0.03	0.22	0.21	0.03	0.74	0.26	0.17	0.24
Fashion Designers	0.28	0.10	0.38	0.33	0.47	0.49	0.04	0.34	0.35	0.16	0.03	0.36	0.45	0.06	0.31	0.47	0.22	0.27	-0.17	0.30	0.24	0.24	0.08	0.22	0.27	0.09	0.28	0.29	0.04	0.69	0.34	0.36	0.24
Graphic Designers	0.16	0.17	0.46	0.21	0.31	0.48	0.27	0.19	0.16	0.19	0.13	0.21	0.10	-0.04	0.21	0.17	0.14	0.15	-0.15	0.22	0.10	0.15	0.05	0.14	0.17	-0.04	0.06	0.12	0.04	0.61	0.13	0.18	0.12
Interior Designers	0.20	0.16	0.53	0.25	0.39	0.39	-0.04	0.21	0.24	0.10	-0.07	0.28	0.35	0.02	0.27	0.28	0.14	0.15	-0.25	0.28	0.19	0.18	0.09	0.09	0.28	-0.02	0.23	0.22	-0.04	0.54	0.27	0.29	0.18
Actors	0.12	0.07	0.16	0.21	0.40	0.38	0.03	0.17	0.24	0.05	-0.10	0.27	0.21	0.14	0.32	0.23	0.14	0.13	-0.08	0.23	0.13	0.30	0.15	0.12	0.32	0.09	0.22	0.23	0.02	0.52	0.21	0.16	0.24
Media Programming Directors	0.18	0.16	0.12	0.42	0.37	0.27	-0.03	0.11	0.52	0.06	-0.17	0.36	0.41	0.08	0.26	0.26	0.14	0.33	-0.32	0.47	0.12	0.34	0.29	0.12	0.48	-0.01	0.48	0.46	-0.13	0.26	0.34	0.32	0.34
Athletes and Sports Competitors	0.34	0.22	0.29	0.16	0.39	0.35	0.16	0.15	0.30	0.35	0.28	0.11	0.26	0.19	0.03	0.21	0.20	0.33	0.30	0.20	0.68	0.19	0.07	0.28	0.18	0.33	0.25	0.34	0.34	0.20	0.33	0.52	0.30
Coaches and Scouts	0.32	0.21	0.24	0.25	0.43	0.32	-0.03	0.17	0.49	0.23	0.06	0.24	0.47	0.17	0.13	0.29	0.28	0.34	0.17	0.27	0.73	0.24	0.12	0.29	0.33	0.30	0.38	0.39	0.23	0.24	0.48	0.44	0.36
Umpires, Referees, and Other Sports Officials	0.37	0.24	0.30	0.20	0.44	0.41	0.26	0.17	0.36	0.46	0.39	0.19	0.37	0.23	0.02	0.34	0.32	0.43	0.35	0.23	0.74	0.19	0.05	0.41	0.20	0.45	0.33	0.40	0.44	0.21	0.46	0.57	0.36
Dancers	0.21	0.14	0.24	0.33	0.39	0.36	0.03	0.26	0.35	0.09	-0.10	0.38	0.44	0.14	0.33	0.28	0.28	0.26	-0.14	0.32	0.30	0.23	0.19	0.25	0.40	0.08	0.32	0.29	-0.04	0.55	0.40	0.27	0.17
Musicians and Singers	0.22	0.17	0.29	0.30	0.36	0.40	0.17	0.30	0.30	0.21	0.07	0.37	0.26	0.10	0.36	0.31	0.22	0.28	-0.07	0.31	0.19	0.43	0.34	0.27	0.33	0.08	0.27	0.29	0.10	0.56	0.29	0.22	0.30
News Analysts, Reporters, and Journalists	0.13	0.20	0.12	0.34	0.61	0.54	0.01	0.12	0.24	0.00	-0.23	0.35	0.15	0.21	0.59	0.33	0.08	0.18	-0.20	0.43	0.07	0.44	0.21	0.09	0.28	0.03	0.29	0.40	-0.04	0.37	0.13	0.19	0.44
Public Relations Specialists	0.10	0.14	0.15	0.38	0.66	0.55	-0.05	0.12	0.28	-0.07	-0.32	0.37	0.25	0.14	0.49	0.27	0.03	0.18	-0.34	0.48	0.07	0.38	0.18	0.00	0.39	-0.07	0.39	0.44	-0.13	0.42	0.18	0.33	0.39
Editors	0.01	0.12	0.15	0.29	0.41	0.40	-0.01	0.09	0.21	-0.09	-0.30	0.34	0.08	0.08	0.63	0.29	0.06	0.11	-0.43	0.35	-0.11	0.38	0.17	0.03	0.33	-0.18	0.17	0.26	-0.22	0.41	0.07	0.05	0.32
Court Reporters and Simultaneous Captioners	0.23	0.15	0.14	0.36	0.46	0.33	0.10	0.06	0.30	0.19	-0.01	0.38	0.34	0.70	0.35	0.44	0.21	0.37	-0.03	0.45	0.19	0.44	0.00	0.22	0.37	0.42	0.50	0.61	0.11	0.25	0.37	0.51	0.49
Photographers	0.33	0.31	0.42	0.38	0.53	0.61	0.22	0.31	0.41	0.25	0.08	0.39	0.39	0.13	0.35	0.39	0.27	0.31	-0.07	0.40	0.30	0.37	0.18	0.28	0.41	0.19	0.38	0.40	0.17	0.69	0.39	0.36	0.36
Film and Video Editors	0.25	0.30	0.36	0.40	0.54	0.69	0.37	0.16	0.31	0.33	0.22	0.38	0.21	0.17	0.42	0.37	0.19	0.32	0.00	0.43	0.23	0.46	0.24	0.28	0.32	0.18	0.31	0.40	0.21	0.69	0.26	0.34	0.43
Pharmacists	0.27	0.12	0.19	0.07	0.06	0.08	0.21	0.14	0.17	0.37	0.25	0.19	0.27	0.09	0.01	0.31	0.62	0.37	-0.04	0.14	0.21	0.06	0.00	0.58	0.24	0.13	0.16	0.19	0.14	0.11	0.57	0.25	0.04
Physical Therapists	0.45	0.34	0.26	0.25	0.26	0.22	0.00	0.19	0.33	0.27	0.11	0.29	0.46	0.05	0.10	0.34	0.57	0.29	0.08	0.30	0.70	0.20	0.16	0.42	0.38	0.24	0.34	0.31	0.24	0.24	0.71	0.27	0.24
Registered Nurses	0.29	0.21	0.17	0.22	0.13	0.14	0.09	0.14	0.24	0.15	0.01	0.24	0.33	0.14	0.19	0.23	0.49	0.16	0.02	0.26	0.33	0.20	0.27	0.29	0.30	0.19	0.25	0.19	0.08	0.19	0.60	0.13	0.13
Medical and Clinical Laboratory Technologists	0.35	0.29	0.12	0.19	0.07	0.13	0.18	0.18	0.17	0.27	0.14	0.21	0.33	0.15	0.15	0.31	0.60	0.23	-0.03	0.25	0.24	0.14	0.09	0.47	0.28	0.21	0.22	0.22	0.01	0.20	0.58	0.14	0.12
Medical and Clinical Laboratory Technicians	0.40	0.30	0.19	0.24	0.13	0.17	0.17	0.23	0.26	0.33	0.18	0.28	0.36	0.14	0.16	0.36	0.68	0.26	0.08	0.26	0.37	0.14	0.11	0.52	0.34	0.30	0.26	0.24	0.17	0.24	0.69	0.17	0.17
Radiologic Technologists and Technicians	0.33	0.22	0.16	0.26	0.19	0.18	0.17	0.11	0.31	0.29	0.19	0.28	0.41	0.09	0.11	0.40	0.53	0.33	0.04	0.31	0.36	0.14	0.16	0.42	0.37	0.24	0.37	0.30	0.19	0.18	0.69	0.31	0.19
Emergency Medical Technicians	0.29	0.25	0.08	0.06	-0.03	-0.02	0.09	0.05	0.06	0.24	0.21	0.06	0.13	0.12	-0.02	0.09	0.45	0.09	0.38	0.12	0.41	0.09	0.05	0.32	0.16	0.40	0.15	0.13	0.35	-0.05	0.50	0.04	0.11
Pharmacy Technicians	0.33	0.19	0.18	0.25	0.25	0.24	0.26	0.20	0.35	0.39	0.21	0.32	0.48	0.17	0.16	0.48	0.62	0.46	0.00	0.28	0.32	0.15	0.09	0.59	0.41	0.27	0.39	0.35	0.15	0.24	0.74	0.37	0.19
Veterinary Technologists and Technicians	0.61	0.49	0.21	0.29	0.25	0.26	0.07	0.25	0.24	0.25	0.10	0.33	0.37	0.12	0.26	0.39	0.66	0.21	0.02	0.33	0.38	0.24	0.07	0.42	0.36	0.30	0.27	0.28	0.13	0.35	0.64	0.22	0.24
Licensed Practical and Licensed Vocational Nurses	0.34	0.17	0.10	0.26	0.15	0.16	0.10	0.17	0.30	0.18	0.06	0.22	0.48	0.16	0.15	0.30	0.51	0.18	0.13	0.26	0.42	0.16	0.27	0.31	0.35	0.30	0.36	0.23	0.10	0.20	0.71	0.17	0.14
Home Health Aides	0.34	0.16	0.13	0.35	0.29	0.27	0.12	0.25	0.49	0.16	-0.01	0.34	0.69	0.15	0.25	0.46	0.46	0.32	-0.02	0.30	0.38	0.23	0.32	0.30	0.50	0.29	0.55	0.35	0.06	0.32	0.74	0.24	0.20
Personal Care Aides	0.40	0.23	0.18	0.45	0.41	0.39	0.17	0.31	0.59	0.22	0.03	0.45	0.82	0.18	0.32	0.62	0.48	0.41	-0.05	0.42	0.43	0.32	0.32	0.36	0.58	0.34	0.67	0.48	0.08	0.43	0.78	0.36	0.31
Nursing Assistants	0.43	0.24	0.15	0.36	0.28	0.27	0.20	0.22	0.40	0.30	0.12	0.34	0.65	0.25	0.24	0.46	0.63	0.31	0.18	0.35	0.48	0.23	0.28	0.43	0.43	0.44	0.50	0.35	0.18	0.29	0.84	0.28	0.22
Orderlies	0.43	0.24	0.24	0.40	0.35	0.34	0.24	0.27	0.44	0.32	0.13	0.36	0.66	0.30	0.29	0.49	0.59	0.37	0.16	0.39	0.50	0.30	0.32	0.44	0.44	0.43	0.54	0.41	0.21	0.34	0.83	0.37	0.27
Psychiatric Aides	0.16	0.14	0.05	0.38	0.31	0.22	-0.02	0.13	0.44	0.01	-0.26	0.34	0.54	0.18	0.30	0.31	0.33	0.27	-0.15	0.38	0.22	0.40	0.33	0.19	0.87	0.24	0.62	0.46	-0.07	0.26	0.59	0.14	0.25
Physical Therapist Aides	0.47	0.34	0.30	0.30	0.44	0.42	0.21	0.24	0.43	0.36	0.16	0.32	0.54	0.15	0.24	0.42	0.59	0.36	0.14	0.35	0.74	0.30	0.20	0.44	0.54	0.37	0.44	0.41	0.26	0.37	0.76	0.44	0.30
Massage Therapists	0.37	0.32	0.21	0.30	0.23	0.20	-0.10	0.31	0.34	0.07	-0.12	0.34	0.46	-0.05	0.26	0.31	0.39	0.20	-0.21	0.31	0.38	0.28	0.27	0.24	0.52	0.05	0.34	0.27	0.01	0.38	0.55	0.18	0.17
Dental Assistants	0.35	0.23	0.26	0.32	0.36	0.33	0.22	0.26	0.43	0.29	0.14	0.37	0.56	0.21	0.25	0.47	0.51	0.37	0.04	0.33	0.39	0.21	0.19	0.41	0.41	0.29	0.44	0.37	0.20	0.36	0.67	0.36	0.27
Medical Assistants	0.34	0.16	0.12	0.33	0.28	0.25	0.16	0.19	0.39	0.23	0.07	0.35	0.60	0.18	0.20	0.44	0.58	0.31	0.06	0.33	0.43	0.18	0.24	0.39	0.47	0.35	0.49	0.34	0.11	0.26	0.82	0.29	0.19
Medical Transcriptionists	0.35	0.22	0.13	0.37	0.34	0.30	0.18	0.15	0.37	0.22	0.06	0.40	0.53	0.19	0.30	0.50	0.51	0.36	-0.10	0.41	0.27	0.26	0.23	0.37	0.48	0.26	0.51	0.42	0.04	0.29	0.70	0.36	0.29
Pharmacy Aides	0.36	0.23	0.16	0.29	0.27	0.26	0.27	0.18	0.32	0.40	0.27	0.34	0.50	0.18	0.18	0.55	0.67	0.44	0.01	0.34	0.35	0.21	0.10	0.60	0.42	0.31	0.43	0.40	0.18	0.24	0.77	0.40	0.25
Veterinary Assistants and Laboratory Animal Caretakers	0.57	0.42	0.18	0.27	0.24	0.27	0.14	0.26	0.32	0.30	0.20	0.35	0.47	0.07	0.21	0.53	0.69	0.30	0.04	0.30	0.39	0.18	0.07	0.51	0.34	0.31	0.31	0.28	0.19	0.35	0.69	0.22	0.25
Correctional Officers and Jailers	0.21	0.15	0.04	0.23	0.17	0.13	0.10	0.10	0.38	0.14	0.11	0.19	0.37	0.40	0.12	0.24	0.19	0.20	0.38	0.23	0.32	0.27	0.28	0.16	0.39	0.70	0.50	0.35	0.27	0.09	0.42	0.17	0.31
Detectives and Criminal Investigators	0.22	0.15	0.06	0.15	0.18	0.13	0.09	0.06	0.20	0.20	0.19	0.13	0.19	0.51	0.06	0.20	0.15	0.19	0.48	0.20	0.30	0.22	0.11	0.19	0.21	0.80	0.34	0.34	0.32	0.05	0.29	0.24	0.32
Police and Sheriff’s Patrol Officers	0.23	0.21	0.09	0.09	0.10	0.06	0.07	0.07	0.18	0.19	0.23	0.07	0.12	0.42	0.02	0.10	0.16	0.11	0.59	0.16	0.32	0.19	0.13	0.16	0.17	0.72	0.27	0.26	0.42	-0.01	0.25	0.19	0.30
Security Guards	0.32	0.27	0.23	0.30	0.30	0.33	0.35	0.20	0.34	0.39	0.37	0.26	0.32	0.34	0.18	0.35	0.30	0.34	0.44	0.33	0.45	0.32	0.25	0.34	0.31	0.67	0.42	0.40	0.45	0.27	0.43	0.42	0.38
Lifeguards, Ski Patrol, and Other Recreational Protective Service Workers	0.48	0.39	0.41	0.35	0.50	0.50	0.31	0.22	0.41	0.55	0.40	0.35	0.51	0.26	0.21	0.54	0.57	0.51	0.35	0.42	0.70	0.36	0.07	0.57	0.39	0.52	0.47	0.53	0.50	0.45	0.68	0.57	0.47
Chefs and Head Cooks	0.48	0.35	0.43	0.30	0.37	0.42	0.31	0.76	0.31	0.46	0.43	0.31	0.34	0.17	0.19	0.43	0.37	0.36	0.22	0.31	0.48	0.26	0.04	0.42	0.26	0.37	0.30	0.38	0.44	0.44	0.46	0.51	0.36
First-Line Supervisors of Food Preparation and Serving Workers	0.46	0.27	0.30	0.43	0.54	0.47	0.27	0.36	0.51	0.42	0.26	0.42	0.61	0.28	0.24	0.60	0.43	0.55	0.02	0.45	0.45	0.31	0.07	0.42	0.49	0.41	0.60	0.61	0.25	0.40	0.65	0.76	0.42
Cooks, Fast Food	0.48	0.27	0.40	0.42	0.52	0.58	0.49	0.45	0.54	0.58	0.45	0.43	0.63	0.35	0.30	0.71	0.51	0.56	0.33	0.39	0.55	0.37	0.20	0.56	0.37	0.60	0.54	0.52	0.45	0.54	0.66	0.60	0.47
Cooks, Institution and Cafeteria	0.47	0.28	0.28	0.40	0.48	0.45	0.22	0.59	0.51	0.38	0.25	0.42	0.67	0.11	0.31	0.62	0.42	0.47	-0.08	0.39	0.44	0.34	0.22	0.42	0.42	0.28	0.54	0.48	0.17	0.47	0.63	0.55	0.37
Cooks, Restaurant	0.51	0.36	0.46	0.35	0.44	0.49	0.40	0.65	0.40	0.57	0.54	0.34	0.42	0.26	0.21	0.54	0.42	0.46	0.29	0.34	0.54	0.33	0.07	0.51	0.29	0.48	0.39	0.46	0.52	0.45	0.53	0.57	0.46
Cooks, Short Order	0.50	0.33	0.43	0.40	0.56	0.59	0.42	0.49	0.44	0.52	0.44	0.42	0.52	0.30	0.32	0.69	0.46	0.49	0.27	0.40	0.57	0.40	0.10	0.50	0.36	0.51	0.45	0.52	0.46	0.55	0.60	0.58	0.51
Food Preparation Workers	0.53	0.34	0.41	0.43	0.55	0.59	0.41	0.40	0.49	0.55	0.44	0.44	0.64	0.26	0.29	0.73	0.54	0.56	0.22	0.43	0.59	0.38	0.13	0.56	0.45	0.53	0.54	0.55	0.42	0.57	0.71	0.64	0.46
Bartenders	0.43	0.34	0.33	0.40	0.58	0.45	0.04	0.33	0.46	0.26	0.01	0.41	0.49	0.29	0.30	0.46	0.39	0.45	-0.10	0.46	0.46	0.35	-0.06	0.35	0.56	0.29	0.52	0.60	0.18	0.43	0.57	0.61	0.43
Fast Food and Counter Workers	0.59	0.43	0.50	0.60	0.70	0.70	0.46	0.45	0.64	0.62	0.34	0.59	0.72	0.43	0.48	0.76	0.63	0.68	0.20	0.61	0.61	0.55	0.28	0.66	0.56	0.58	0.68	0.71	0.39	0.68	0.78	0.73	0.61
Baristas	0.45	0.33	0.32	0.53	0.67	0.61	0.19	0.33	0.54	0.33	0.04	0.56	0.70	0.26	0.45	0.69	0.50	0.52	-0.13	0.57	0.40	0.46	0.12	0.45	0.63	0.34	0.64	0.65	0.14	0.63	0.71	0.59	0.47
Waiters and Waitresses	0.55	0.42	0.46	0.57	0.74	0.65	0.33	0.35	0.61	0.52	0.20	0.57	0.70	0.44	0.44	0.68	0.58	0.66	0.09	0.61	0.59	0.51	0.18	0.58	0.62	0.51	0.69	0.74	0.32	0.61	0.75	0.76	0.56
Food Servers, Nonrestaurant	0.53	0.33	0.37	0.50	0.64	0.63	0.33	0.36	0.57	0.49	0.30	0.51	0.75	0.32	0.36	0.74	0.56	0.57	0.18	0.50	0.62	0.41	0.17	0.54	0.50	0.54	0.63	0.61	0.35	0.59	0.78	0.65	0.49
Dining Room and Cafeteria Attendants and Bartender Helpers	0.51	0.32	0.45	0.46	0.64	0.64	0.41	0.33	0.49	0.56	0.43	0.44	0.62	0.35	0.33	0.72	0.50	0.59	0.25	0.46	0.61	0.41	0.12	0.54	0.42	0.54	0.57	0.62	0.46	0.56	0.66	0.72	0.51
Dishwashers	0.48	0.35	0.44	0.39	0.50	0.58	0.45	0.36	0.47	0.56	0.50	0.40	0.52	0.26	0.30	0.69	0.47	0.51	0.34	0.39	0.59	0.39	0.17	0.54	0.30	0.53	0.43	0.47	0.51	0.55	0.59	0.53	0.51
Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop	0.52	0.36	0.44	0.55	0.73	0.69	0.33	0.37	0.59	0.49	0.17	0.56	0.74	0.44	0.46	0.71	0.59	0.61	0.13	0.58	0.59	0.48	0.20	0.58	0.59	0.53	0.66	0.69	0.26	0.66	0.77	0.69	0.53
Janitors and Cleaners, Except Maids and Housekeeping Cleaners	0.53	0.41	0.46	0.47	0.50	0.57	0.51	0.34	0.52	0.61	0.54	0.44	0.55	0.29	0.34	0.67	0.50	0.55	0.31	0.47	0.57	0.47	0.34	0.55	0.41	0.56	0.55	0.55	0.49	0.53	0.65	0.58	0.55
Maids and Housekeeping Cleaners	0.51	0.31	0.33	0.47	0.51	0.50	0.23	0.40	0.53	0.33	0.19	0.47	0.73	0.24	0.37	0.66	0.46	0.44	0.05	0.44	0.48	0.40	0.34	0.40	0.53	0.42	0.61	0.51	0.20	0.54	0.73	0.53	0.41
Landscaping and Groundskeeping Workers	0.50	0.44	0.49	0.17	0.21	0.26	0.26	0.22	0.17	0.52	0.56	0.12	0.14	0.18	0.02	0.22	0.32	0.30	0.41	0.19	0.54	0.20	0.09	0.38	0.06	0.41	0.16	0.25	0.54	0.21	0.31	0.41	0.31
First-Line Supervisors of Personal Service Workers	0.39	0.26	0.21	0.51	0.55	0.45	0.15	0.19	0.56	0.29	0.07	0.44	0.67	0.29	0.28	0.53	0.34	0.46	0.03	0.54	0.42	0.43	0.31	0.31	0.62	0.43	0.74	0.64	0.19	0.36	0.64	0.61	0.46
Animal Caretakers	0.56	0.51	0.25	0.37	0.38	0.40	0.15	0.29	0.39	0.29	0.12	0.39	0.55	0.12	0.32	0.53	0.52	0.32	0.02	0.37	0.42	0.31	0.06	0.40	0.46	0.34	0.42	0.41	0.18	0.48	0.60	0.33	0.34
Hairdressers, Hairstylists, and Cosmetologists	0.32	0.12	0.20	0.37	0.45	0.37	-0.03	0.31	0.46	0.09	-0.08	0.39	0.65	0.12	0.26	0.51	0.31	0.31	-0.25	0.34	0.29	0.23	0.16	0.22	0.52	0.17	0.52	0.41	-0.04	0.48	0.59	0.44	0.24
Skincare Specialists	0.39	0.23	0.24	0.39	0.50	0.48	0.12	0.32	0.39	0.12	-0.08	0.41	0.57	0.19	0.37	0.45	0.40	0.28	-0.21	0.40	0.38	0.27	0.17	0.28	0.47	0.22	0.43	0.40	-0.04	0.49	0.58	0.43	0.26
Concierges	0.35	0.20	0.29	0.48	0.69	0.62	0.26	0.35	0.45	0.32	0.11	0.49	0.55	0.27	0.38	0.57	0.29	0.46	-0.07	0.52	0.35	0.38	0.05	0.31	0.48	0.27	0.56	0.62	0.17	0.55	0.50	0.70	0.48
Childcare Workers	0.45	0.29	0.32	0.52	0.63	0.53	0.18	0.34	0.72	0.31	-0.02	0.52	0.89	0.33	0.44	0.61	0.49	0.52	-0.01	0.52	0.51	0.46	0.35	0.42	0.61	0.38	0.70	0.62	0.11	0.56	0.72	0.54	0.47
Nannies	0.32	0.19	0.17	0.42	0.50	0.37	-0.06	0.25	0.61	0.09	-0.21	0.44	0.81	0.15	0.37	0.50	0.35	0.37	-0.22	0.42	0.36	0.34	0.25	0.25	0.57	0.17	0.59	0.48	-0.08	0.42	0.62	0.36	0.34
Exercise Trainers and Group Fitness Instructors	0.38	0.30	0.22	0.28	0.44	0.35	-0.01	0.24	0.43	0.23	0.05	0.30	0.51	0.13	0.20	0.32	0.36	0.32	0.09	0.34	0.72	0.32	0.15	0.32	0.47	0.28	0.41	0.42	0.19	0.32	0.59	0.43	0.32
Recreation Workers	0.48	0.34	0.33	0.42	0.61	0.51	0.16	0.22	0.58	0.42	0.20	0.42	0.66	0.23	0.29	0.58	0.47	0.54	0.10	0.47	0.73	0.42	0.21	0.47	0.52	0.40	0.59	0.60	0.32	0.39	0.72	0.67	0.50
Residential Advisors	0.24	0.14	0.12	0.50	0.54	0.39	0.02	0.21	0.67	0.07	-0.22	0.49	0.74	0.23	0.38	0.45	0.30	0.42	-0.10	0.52	0.36	0.47	0.45	0.21	0.71	0.25	0.75	0.60	0.02	0.39	0.62	0.42	0.43
First-Line Supervisors of Retail Sales Workers	0.29	0.12	0.23	0.35	0.56	0.46	0.14	0.25	0.48	0.23	0.07	0.37	0.54	0.20	0.26	0.50	0.27	0.44	-0.15	0.37	0.34	0.25	0.08	0.27	0.44	0.22	0.50	0.50	0.10	0.38	0.50	0.68	0.37
First-Line Supervisors of Non-Retail Sales Workers	0.34	0.20	0.26	0.36	0.58	0.46	0.13	0.24	0.41	0.26	0.11	0.33	0.47	0.21	0.24	0.45	0.24	0.41	-0.11	0.41	0.34	0.29	0.07	0.25	0.43	0.19	0.51	0.55	0.17	0.35	0.47	0.73	0.40
Cashiers	0.56	0.37	0.45	0.58	0.69	0.69	0.47	0.38	0.63	0.58	0.32	0.57	0.72	0.43	0.46	0.78	0.61	0.66	0.18	0.58	0.56	0.49	0.23	0.62	0.55	0.58	0.68	0.69	0.35	0.64	0.77	0.74	0.60
Gambling Change Persons and Booth Cashiers	0.38	0.21	0.37	0.38	0.53	0.62	0.54	0.32	0.46	0.53	0.46	0.42	0.55	0.29	0.28	0.64	0.45	0.52	0.26	0.39	0.46	0.29	0.04	0.50	0.37	0.52	0.48	0.49	0.38	0.59	0.59	0.58	0.44
Counter and Rental Clerks	0.47	0.28	0.35	0.46	0.63	0.61	0.35	0.31	0.55	0.47	0.31	0.49	0.67	0.29	0.35	0.75	0.47	0.59	0.08	0.48	0.50	0.41	0.13	0.49	0.51	0.46	0.61	0.62	0.33	0.55	0.68	0.68	0.52
Parts Salespersons	0.48	0.25	0.38	0.27	0.41	0.44	0.39	0.30	0.34	0.58	0.62	0.25	0.43	0.21	0.05	0.50	0.38	0.42	0.34	0.25	0.55	0.17	0.03	0.45	0.21	0.49	0.36	0.38	0.54	0.34	0.51	0.66	0.33
Retail Salespersons	0.53	0.37	0.45	0.55	0.73	0.70	0.40	0.36	0.58	0.52	0.28	0.53	0.66	0.40	0.44	0.70	0.54	0.61	0.12	0.57	0.55	0.49	0.22	0.55	0.56	0.51	0.64	0.69	0.32	0.63	0.70	0.77	0.59
Advertising Sales Agents	0.26	0.12	0.22	0.30	0.63	0.49	0.01	0.17	0.27	0.08	-0.13	0.27	0.32	0.22	0.29	0.27	0.13	0.22	-0.11	0.36	0.27	0.29	0.10	0.09	0.35	0.09	0.36	0.42	0.06	0.35	0.28	0.61	0.30
Insurance Sales Agents	0.22	0.13	0.24	0.17	0.27	0.20	0.16	0.15	0.21	0.21	0.12	0.13	0.16	0.25	0.13	0.17	0.15	0.32	0.03	0.22	0.23	0.20	0.09	0.18	0.19	0.16	0.22	0.31	0.15	0.14	0.21	0.47	0.21
Securities, Commodities, and Financial Services Sales Agents	0.34	0.18	0.27	0.31	0.44	0.38	0.30	0.21	0.33	0.37	0.21	0.29	0.34	0.30	0.19	0.36	0.30	0.48	0.05	0.39	0.35	0.30	0.11	0.33	0.35	0.27	0.40	0.51	0.23	0.27	0.41	0.70	0.34
Sales Representatives of Services, Except Advertising, Insurance, Financial Services, and Travel	0.49	0.33	0.34	0.47	0.63	0.58	0.32	0.26	0.46	0.44	0.23	0.46	0.55	0.31	0.34	0.56	0.44	0.52	0.04	0.54	0.47	0.44	0.20	0.43	0.52	0.39	0.58	0.63	0.27	0.46	0.61	0.77	0.48
Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products	0.30	0.18	0.30	0.17	0.40	0.35	0.13	0.19	0.19	0.28	0.18	0.18	0.18	0.20	0.12	0.19	0.20	0.24	0.07	0.26	0.32	0.23	0.04	0.22	0.22	0.17	0.23	0.32	0.29	0.22	0.25	0.54	0.26
Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products	0.41	0.27	0.36	0.29	0.50	0.44	0.14	0.25	0.29	0.31	0.17	0.28	0.33	0.21	0.22	0.33	0.27	0.35	0.01	0.38	0.40	0.31	0.12	0.27	0.32	0.21	0.35	0.45	0.26	0.33	0.37	0.67	0.35
Demonstrators and Product Promoters	0.34	0.22	0.31	0.44	0.67	0.60	0.15	0.30	0.48	0.22	0.01	0.43	0.52	0.25	0.38	0.51	0.29	0.36	-0.06	0.47	0.35	0.37	0.13	0.27	0.50	0.26	0.52	0.53	0.16	0.55	0.48	0.61	0.44
Models	0.35	0.18	0.30	0.38	0.65	0.54	0.12	0.29	0.47	0.26	0.03	0.41	0.55	0.30	0.32	0.55	0.38	0.42	-0.01	0.39	0.49	0.33	0.09	0.35	0.42	0.31	0.47	0.52	0.20	0.47	0.55	0.58	0.44
Real Estate Brokers	0.25	0.14	0.28	0.17	0.32	0.26	0.08	0.05	0.21	0.13	0.00	0.19	0.19	0.21	0.21	0.23	0.11	0.20	-0.05	0.27	0.19	0.27	0.11	0.15	0.30	0.10	0.25	0.34	0.08	0.20	0.22	0.45	0.30
Real Estate Sales Agents	0.25	0.10	0.23	0.23	0.46	0.32	-0.07	0.17	0.23	0.02	-0.14	0.23	0.32	0.19	0.22	0.23	0.10	0.19	-0.22	0.30	0.21	0.24	0.08	0.04	0.35	0.06	0.33	0.39	-0.01	0.26	0.27	0.55	0.25
Sales Engineers	0.20	0.16	0.31	0.07	0.25	0.27	0.20	0.13	0.12	0.35	0.31	0.09	0.03	0.08	0.06	0.10	0.10	0.23	0.08	0.17	0.21	0.16	0.02	0.23	0.05	0.05	0.06	0.19	0.29	0.15	0.07	0.44	0.17
Telemarketers	0.31	0.13	0.18	0.46	0.72	0.60	0.22	0.22	0.50	0.25	0.03	0.46	0.58	0.36	0.42	0.60	0.31	0.44	-0.09	0.49	0.36	0.50	0.25	0.31	0.54	0.28	0.60	0.62	0.15	0.44	0.54	0.68	0.48
First-Line Supervisors of Office and Administrative Support Workers	0.27	0.17	0.18	0.40	0.41	0.34	0.16	0.16	0.42	0.17	0.05	0.39	0.43	0.16	0.28	0.42	0.21	0.38	-0.19	0.45	0.17	0.30	0.22	0.19	0.44	0.15	0.52	0.49	0.01	0.32	0.44	0.53	0.35
Switchboard Operators, Including Answering Service	0.28	0.13	0.20	0.50	0.56	0.47	0.20	0.21	0.52	0.23	0.02	0.49	0.67	0.23	0.34	0.60	0.32	0.49	-0.16	0.49	0.30	0.32	0.18	0.29	0.53	0.25	0.65	0.57	0.04	0.43	0.62	0.59	0.37
Telephone Operators	0.34	0.15	0.25	0.47	0.63	0.57	0.34	0.22	0.56	0.32	0.12	0.50	0.67	0.32	0.38	0.70	0.40	0.54	-0.08	0.50	0.36	0.39	0.20	0.38	0.55	0.36	0.65	0.61	0.15	0.52	0.67	0.65	0.45
Bill and Account Collectors	0.24	0.08	0.14	0.39	0.39	0.34	0.25	0.17	0.43	0.20	0.08	0.37	0.57	0.25	0.25	0.54	0.30	0.44	-0.18	0.37	0.22	0.24	0.14	0.26	0.47	0.29	0.55	0.47	-0.06	0.34	0.57	0.53	0.25
Bookkeeping, Accounting, and Auditing Clerks	0.25	0.11	0.17	0.28	0.25	0.23	0.18	0.15	0.34	0.21	0.11	0.31	0.41	0.08	0.18	0.47	0.24	0.47	-0.28	0.29	0.14	0.17	0.11	0.24	0.33	0.09	0.39	0.38	-0.04	0.26	0.42	0.52	0.21
Payroll and Timekeeping Clerks	0.15	0.00	0.08	0.27	0.31	0.27	0.21	0.12	0.43	0.14	0.06	0.29	0.51	0.10	0.18	0.42	0.18	0.39	-0.18	0.26	0.20	0.15	0.23	0.17	0.36	0.12	0.46	0.34	-0.06	0.26	0.46	0.48	0.18
Tellers	0.28	0.11	0.16	0.38	0.48	0.41	0.16	0.16	0.49	0.21	0.03	0.44	0.59	0.11	0.29	0.56	0.30	0.52	-0.22	0.40	0.26	0.27	0.16	0.27	0.50	0.18	0.57	0.51	0.02	0.38	0.58	0.58	0.30
Customer Service Representatives	0.19	0.08	0.11	0.35	0.41	0.32	0.14	0.18	0.47	0.12	-0.03	0.37	0.51	0.11	0.26	0.45	0.20	0.41	-0.25	0.36	0.19	0.24	0.21	0.18	0.49	0.11	0.54	0.45	-0.05	0.29	0.48	0.50	0.27
File Clerks	0.29	0.16	0.24	0.52	0.58	0.56	0.36	0.24	0.56	0.33	0.12	0.54	0.65	0.33	0.43	0.72	0.41	0.55	-0.10	0.52	0.31	0.43	0.24	0.43	0.51	0.33	0.62	0.59	0.12	0.54	0.63	0.53	0.48
Hotel, Motel, and Resort Desk Clerks	0.37	0.25	0.30	0.45	0.56	0.50	0.28	0.32	0.47	0.30	0.10	0.47	0.57	0.28	0.34	0.60	0.41	0.49	-0.02	0.49	0.36	0.33	0.13	0.35	0.47	0.31	0.55	0.55	0.18	0.48	0.58	0.61	0.39
Human Resources Assistants, Except Payroll and Timekeeping	0.14	0.07	0.05	0.38	0.43	0.32	0.01	0.15	0.43	-0.02	-0.21	0.38	0.52	0.07	0.26	0.39	0.11	0.31	-0.32	0.39	0.14	0.25	0.18	0.06	0.52	0.04	0.55	0.46	-0.13	0.27	0.41	0.43	0.27
Receptionists and Information Clerks	0.27	0.13	0.14	0.45	0.53	0.44	0.09	0.23	0.56	0.13	-0.11	0.48	0.67	0.15	0.37	0.58	0.30	0.44	-0.26	0.45	0.27	0.31	0.23	0.26	0.56	0.18	0.62	0.52	-0.05	0.44	0.60	0.46	0.36
Shipping, Receiving, and Inventory Clerks	0.35	0.24	0.23	0.29	0.30	0.37	0.39	0.19	0.30	0.42	0.45	0.30	0.36	0.03	0.15	0.54	0.33	0.41	0.02	0.29	0.33	0.20	0.10	0.38	0.31	0.24	0.39	0.37	0.27	0.30	0.49	0.51	0.28
Executive Secretaries and Executive Administrative Assistants	0.21	0.13	0.17	0.40	0.44	0.37	0.13	0.19	0.44	0.08	-0.10	0.42	0.47	0.12	0.33	0.43	0.18	0.37	-0.31	0.43	0.13	0.31	0.26	0.15	0.48	0.07	0.52	0.46	-0.08	0.38	0.42	0.45	0.32
Medical Secretaries and Administrative Assistants	0.26	0.13	0.09	0.37	0.36	0.30	0.08	0.19	0.45	0.09	-0.10	0.41	0.62	0.10	0.29	0.52	0.39	0.36	-0.21	0.36	0.22	0.22	0.24	0.26	0.53	0.20	0.55	0.40	-0.08	0.33	0.66	0.33	0.23
Secretaries and Administrative Assistants, Except Legal, Medical, and Executive	0.20	0.07	0.09	0.41	0.49	0.40	0.06	0.19	0.51	0.04	-0.18	0.44	0.61	0.12	0.35	0.54	0.21	0.36	-0.30	0.40	0.18	0.30	0.26	0.17	0.51	0.12	0.57	0.45	-0.11	0.41	0.50	0.40	0.32
Data Entry Keyers	0.27	0.17	0.17	0.44	0.45	0.42	0.29	0.18	0.45	0.24	0.08	0.44	0.55	0.16	0.32	0.59	0.31	0.50	-0.22	0.43	0.25	0.30	0.18	0.29	0.48	0.21	0.55	0.52	-0.01	0.39	0.54	0.53	0.34
Insurance Claims and Policy Processing Clerks	0.27	0.14	0.12	0.33	0.35	0.32	0.21	0.19	0.39	0.18	0.09	0.34	0.52	0.13	0.22	0.50	0.27	0.41	-0.19	0.32	0.23	0.17	0.13	0.24	0.41	0.21	0.50	0.42	0.00	0.28	0.53	0.46	0.24
Office Clerks, General	0.24	0.13	0.16	0.46	0.52	0.45	0.20	0.20	0.53	0.19	0.00	0.48	0.62	0.17	0.35	0.60	0.28	0.49	-0.23	0.46	0.25	0.33	0.22	0.27	0.52	0.19	0.61	0.55	0.00	0.42	0.56	0.54	0.39
Farmworkers and Laborers, Crop, Nursery, and Greenhouse	0.74	0.52	0.35	0.25	0.24	0.24	0.07	0.26	0.24	0.38	0.41	0.20	0.31	0.08	0.08	0.37	0.34	0.28	0.18	0.24	0.45	0.24	0.12	0.32	0.12	0.33	0.25	0.29	0.36	0.25	0.37	0.37	0.30
Farmworkers, Farm, Ranch, and Aquacultural Animals	0.78	0.51	0.29	0.29	0.35	0.37	0.19	0.28	0.32	0.38	0.29	0.27	0.35	0.23	0.27	0.36	0.45	0.27	0.28	0.29	0.51	0.33	0.29	0.35	0.22	0.42	0.30	0.31	0.30	0.35	0.45	0.36	0.36
First-Line Supervisors of Construction Trades and Extraction Workers	0.32	0.29	0.47	0.02	0.02	0.03	0.12	0.15	0.03	0.44	0.55	-0.05	-0.05	0.10	-0.12	0.00	0.14	0.16	0.31	0.07	0.30	0.10	0.01	0.22	-0.03	0.23	0.03	0.12	0.46	0.01	0.11	0.34	0.15
Carpenters	0.39	0.37	0.52	0.06	0.02	0.10	0.25	0.16	0.00	0.54	0.70	0.03	0.01	0.06	-0.10	0.14	0.28	0.18	0.50	0.09	0.42	0.12	0.06	0.34	-0.06	0.38	0.01	0.09	0.57	0.13	0.22	0.27	0.16
Construction Laborers	0.48	0.39	0.49	0.17	0.20	0.27	0.32	0.23	0.13	0.60	0.73	0.11	0.12	0.21	0.01	0.28	0.30	0.31	0.50	0.17	0.54	0.22	0.07	0.40	0.02	0.49	0.15	0.25	0.62	0.22	0.29	0.45	0.32
Electricians	0.29	0.27	0.39	0.00	-0.05	0.04	0.32	0.08	-0.01	0.59	0.80	-0.03	-0.07	0.10	-0.16	0.04	0.19	0.21	0.47	0.04	0.29	0.07	-0.01	0.33	-0.08	0.33	0.01	0.08	0.58	0.01	0.13	0.26	0.13
Painters, Construction and Maintenance	0.46	0.38	0.51	0.22	0.22	0.27	0.26	0.26	0.28	0.52	0.59	0.17	0.29	0.14	0.04	0.30	0.32	0.32	0.34	0.21	0.57	0.23	0.18	0.35	0.16	0.42	0.27	0.28	0.52	0.24	0.41	0.44	0.31
First-Line Supervisors of Mechanics, Installers, and Repairers	0.31	0.28	0.32	0.03	-0.04	0.06	0.32	0.10	0.00	0.57	0.79	-0.02	-0.05	0.01	-0.12	0.09	0.17	0.20	0.38	0.05	0.25	0.06	-0.02	0.31	-0.08	0.26	0.03	0.08	0.52	-0.01	0.13	0.29	0.11
Telecommunications Equipment Installers and Repairers, Except Line Installers	0.18	0.13	0.25	-0.06	-0.05	0.15	0.60	0.09	-0.03	0.52	0.80	-0.09	-0.09	0.08	-0.14	0.13	0.14	0.21	0.37	-0.02	0.21	0.04	0.00	0.29	-0.09	0.29	-0.01	0.04	0.47	0.05	0.12	0.22	0.10
Aircraft Mechanics and Service Technicians	0.29	0.28	0.31	0.03	-0.05	0.07	0.39	0.05	-0.01	0.62	0.84	0.01	-0.06	0.03	-0.12	0.14	0.23	0.21	0.52	0.06	0.27	0.06	-0.01	0.37	-0.09	0.32	0.01	0.07	0.65	0.03	0.16	0.22	0.15
Automotive Body and Related Repairers	0.39	0.24	0.41	0.12	0.19	0.29	0.36	0.25	0.07	0.55	0.73	0.06	0.08	0.14	-0.01	0.26	0.22	0.19	0.46	0.08	0.42	0.14	0.00	0.31	-0.03	0.40	0.09	0.15	0.59	0.26	0.22	0.39	0.22
Automotive Service Technicians and Mechanics	0.29	0.23	0.32	0.09	0.07	0.16	0.34	0.19	0.01	0.54	0.73	0.02	-0.02	0.11	-0.06	0.13	0.15	0.17	0.45	0.06	0.29	0.09	-0.04	0.29	-0.07	0.35	0.06	0.11	0.58	0.13	0.13	0.28	0.15
Maintenance and Repair Workers, General	0.40	0.33	0.45	0.11	0.13	0.25	0.37	0.24	0.09	0.60	0.79	0.08	0.06	0.09	0.00	0.23	0.26	0.22	0.50	0.10	0.46	0.18	0.09	0.37	-0.01	0.40	0.08	0.13	0.61	0.22	0.25	0.30	0.25
Helpers–Installation, Maintenance, and Repair Workers	0.48	0.32	0.42	0.20	0.30	0.40	0.43	0.24	0.23	0.63	0.76	0.17	0.24	0.12	0.05	0.42	0.33	0.37	0.47	0.19	0.56	0.21	0.06	0.44	0.09	0.49	0.23	0.30	0.64	0.31	0.38	0.51	0.33
First-Line Supervisors of Production and Operating Workers	0.31	0.23	0.27	0.09	0.08	0.12	0.27	0.15	0.14	0.46	0.57	0.06	0.08	0.10	-0.09	0.13	0.19	0.28	0.22	0.13	0.27	0.09	0.04	0.28	0.05	0.23	0.17	0.21	0.37	0.02	0.23	0.45	0.17
Team Assemblers	0.42	0.22	0.32	0.29	0.33	0.39	0.38	0.33	0.40	0.48	0.57	0.27	0.52	0.13	0.11	0.51	0.30	0.39	0.29	0.21	0.50	0.15	0.15	0.37	0.19	0.43	0.41	0.32	0.41	0.35	0.52	0.52	0.29
Machinists	0.44	0.29	0.42	0.26	0.25	0.33	0.47	0.26	0.28	0.62	0.67	0.19	0.27	0.22	0.14	0.38	0.38	0.40	0.34	0.25	0.42	0.27	0.17	0.46	0.22	0.39	0.30	0.31	0.49	0.31	0.43	0.50	0.30
Inspectors, Testers, Sorters, Samplers, and Weighers	0.38	0.28	0.33	0.24	0.18	0.29	0.50	0.22	0.33	0.59	0.62	0.23	0.30	0.14	0.08	0.42	0.42	0.49	0.19	0.24	0.35	0.13	0.06	0.51	0.18	0.37	0.30	0.31	0.37	0.25	0.48	0.47	0.24
Packaging and Filling Machine Operators and Tenders	0.45	0.28	0.34	0.29	0.28	0.36	0.45	0.29	0.33	0.57	0.64	0.28	0.40	0.23	0.11	0.46	0.39	0.42	0.37	0.24	0.50	0.16	0.08	0.44	0.21	0.54	0.38	0.35	0.49	0.28	0.53	0.52	0.29
Tire Builders	0.45	0.29	0.36	0.35	0.39	0.47	0.47	0.31	0.42	0.57	0.61	0.32	0.48	0.22	0.19	0.58	0.40	0.50	0.23	0.31	0.48	0.26	0.19	0.47	0.30	0.46	0.46	0.43	0.38	0.39	0.57	0.59	0.38
First-Line Supervisors of Material-Moving Machine and Vehicle Operators	0.36	0.26	0.31	0.15	0.21	0.20	0.27	0.18	0.22	0.46	0.50	0.07	0.15	0.19	-0.02	0.18	0.23	0.33	0.36	0.19	0.45	0.13	0.02	0.30	0.14	0.36	0.26	0.32	0.46	0.07	0.32	0.59	0.26
Driver/Sales Workers	0.46	0.33	0.41	0.33	0.39	0.45	0.53	0.26	0.30	0.59	0.66	0.28	0.30	0.28	0.15	0.50	0.34	0.44	0.40	0.34	0.54	0.31	0.11	0.43	0.23	0.53	0.38	0.45	0.63	0.33	0.46	0.63	0.45
Heavy and Tractor-Trailer Truck Drivers	0.42	0.28	0.32	0.14	0.11	0.21	0.42	0.22	0.12	0.53	0.74	0.07	0.12	0.16	-0.04	0.24	0.18	0.25	0.47	0.13	0.35	0.17	0.13	0.30	0.02	0.43	0.18	0.21	0.58	0.14	0.25	0.40	0.24
Light Truck Drivers	0.49	0.40	0.48	0.36	0.39	0.47	0.52	0.29	0.32	0.62	0.64	0.32	0.33	0.30	0.19	0.47	0.41	0.46	0.34	0.38	0.54	0.33	0.08	0.47	0.31	0.53	0.40	0.47	0.58	0.42	0.50	0.61	0.43
Bus Drivers, School	0.29	0.14	0.17	0.37	0.34	0.37	0.30	0.17	0.51	0.32	0.26	0.38	0.63	0.19	0.21	0.54	0.38	0.45	-0.02	0.34	0.34	0.29	0.29	0.35	0.47	0.39	0.59	0.44	0.23	0.33	0.65	0.39	0.31
Bus Drivers, Transit and Intercity	0.41	0.27	0.30	0.38	0.38	0.36	0.27	0.25	0.51	0.41	0.34	0.33	0.53	0.27	0.25	0.48	0.38	0.43	0.11	0.37	0.38	0.36	0.35	0.38	0.47	0.46	0.56	0.47	0.33	0.33	0.60	0.47	0.41
Taxi Drivers	0.40	0.30	0.44	0.35	0.34	0.43	0.55	0.25	0.29	0.58	0.55	0.30	0.30	0.25	0.20	0.38	0.39	0.45	0.22	0.38	0.36	0.32	0.18	0.44	0.28	0.37	0.37	0.41	0.50	0.37	0.45	0.59	0.31
Laborers and Freight, Stock, and Material Movers, Hand	0.49	0.41	0.44	0.27	0.30	0.39	0.53	0.23	0.24	0.68	0.73	0.24	0.23	0.24	0.11	0.46	0.44	0.48	0.42	0.31	0.54	0.30	0.05	0.53	0.23	0.52	0.31	0.42	0.60	0.31	0.47	0.60	0.39
Packers and Packagers, Hand	0.46	0.34	0.45	0.39	0.42	0.51	0.57	0.27	0.37	0.68	0.69	0.34	0.39	0.28	0.18	0.54	0.46	0.53	0.40	0.37	0.57	0.30	0.08	0.55	0.29	0.56	0.42	0.48	0.58	0.41	0.55	0.63	0.44
Tank Car, Truck, and Ship Loaders	0.43	0.33	0.40	0.28	0.38	0.39	0.38	0.21	0.27	0.59	0.61	0.23	0.21	0.27	0.11	0.41	0.30	0.44	0.40	0.31	0.54	0.30	0.05	0.43	0.19	0.50	0.31	0.44	0.55	0.25	0.36	0.61	0.45
Infantry	0.25	0.22	0.14	0.02	0.00	0.03	0.21	0.08	0.02	0.31	0.44	-0.02	0.01	0.20	-0.06	0.08	0.19	0.07	0.79	0.07	0.34	0.05	0.06	0.22	-0.04	0.56	0.08	0.10	0.52	-0.01	0.18	0.16	0.19

7.2.4 Group differences

7.2.4.1 Gender

Gender differences on major simlarity scales are presented in Table 7.5.

Table 7.5: Occupation scales: Gender differences

Major	Female mean	Female SD	Male mean	Male SD	d
Agriculture, Agriculture Operations, and Related Sciences	25.38	9.16	26.10	8.61	-0.08
Architecture and Related Services	19.11	11.31	22.33	10.68	-0.29
Area, Ethnic, Cultural, Gender, and Group Studies	28.15	9.86	26.73	8.75	0.15
Biological and Biomedical Sciences	21.26	10.50	20.99	9.31	0.03
Business, Management, Marketing, and Related Support Services	27.68	10.79	29.12	10.25	-0.14
Communication, Journalism, and Related Programs	26.80	9.58	25.85	8.63	0.10
Communications Technologies/Technicians and Support Services	26.10	9.58	26.43	8.93	-0.04
Computer and Information Sciences and Support Services	20.16	9.67	23.77	10.04	-0.37
Education	26.88	10.56	24.88	8.92	0.20
Engineering	21.56	9.78	26.55	10.24	-0.50
Engineering Technologies and Engineering-Related Fields	24.57	8.70	32.47	10.03	-0.84
English Language and Literature/Letters	21.47	10.57	19.88	9.73	0.16
Family and Consumer Sciences/Human Sciences	28.98	10.58	24.51	8.00	0.48
Foreign Languages, Literatures, and Linguistics	24.38	10.96	21.98	9.87	0.23
Health Professions and Related Programs	28.02	10.22	25.84	7.98	0.24
History	26.53	9.74	27.97	9.13	-0.15
Homeland Security, Law Enforcement, Firefighting and Related Protective Services	19.75	10.00	21.68	9.44	-0.20
Legal Professions and Studies	21.42	10.52	21.56	9.88	-0.01
Library Science	32.35	10.42	31.09	9.15	0.13
Mathematics and Statistics	28.42	9.93	28.70	9.02	-0.03
Military Science, Leadership and Operational Art	14.98	9.61	20.92	9.70	-0.62
Multi/Interdisciplinary Studies	31.03	8.74	30.29	7.69	0.09
Natural Resources and Conservation	20.89	10.13	22.61	9.39	-0.18
Parks, Recreation, Leisure, and Fitness Studies	22.81	9.72	24.64	9.23	-0.19
Personal and Culinary Services	20.77	11.76	20.69	11.14	0.01
Philosophy and Religious Studies	28.30	9.44	29.40	8.89	-0.12
Physical Sciences	24.49	9.20	26.20	8.87	-0.19
Psychology	23.12	14.29	18.83	11.86	0.33
Public Administration and Social Service Professions	29.58	10.96	27.01	8.92	0.26
Social Sciences	29.78	10.47	29.06	9.39	0.07
Theology and Religious Vocations	21.41	10.54	21.13	10.82	0.03
Transportation and Materials Moving	19.51	10.28	27.57	10.86	-0.76
Visual and Performing Arts	23.11	9.90	21.82	9.29	0.13