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| setwd('C:/Users/dwald/OneDrive/ZenBook backup/DWD/COVID-19 Labor Market') | |
| library(readxl) | |
| library(data.table) | |
| library(magrittr) | |
| library(seasonal) | |
| # Crosswalks based on 2018-occupation-code-list-and-crosswalk.xlsx | |
| # https://www.bls.gov/emp/documentation/crosswalks.htm | |
| # SOC-Census OCC code crosswalk | |
| dt_occ <- fread('occ.txt') | |
| # BLS 2018 employment for weighting | |
| # https://www.bls.gov/emp/ind-occ-matrix/occupation.XLSX | |
| dt_ep <- read_excel('occupation.XLSX', | |
| skip = 2, | |
| sheet = 'Table 1.7') %>% | |
| data.table() %>% | |
| .[`...3` == 'Line item', | |
| .(soccode = `...2`, | |
| employment = `2018`)] %>% | |
| dt_occ[., on = 'soccode'] | |
| ##### Dingel and Neiman teleworkability estimates | |
| # https://raw.githubusercontent.com/jdingel/DingelNeiman-workathome/master/onet_to_BLS_crosswalk/output/onet_teleworkable_blscodes.csv | |
| dt_wfh <- fread('onet_teleworkable_blscodes.csv') %>% | |
| .[, | |
| .(soccode = OCC_CODE, | |
| teleworkable)] %>% | |
| .[dt_ep, on = 'soccode'] %>% | |
| .[, | |
| .(teleworkable = round(sum(teleworkable * employment, na.rm = T) / sum(employment, na.rm = T))), | |
| .(OCC, | |
| OCC_Title)] | |
| # CPS microdata (2015 to April 2020) | |
| dt_cps <- fread('cps_00092.csv') %>% | |
| .[YEAR >= 2015 | |
| & STATEFIP == 18 | |
| & AGE >= 16 | |
| & EMPSTAT != 1] | |
| # convert 2018+ census scheme used in 2020 data to codes used from 2011-2019 | |
| dt_occ18XW <- fread('occ18XW.txt') %>% | |
| .[, .(OCC10, OCC18)] | |
| dt_cps[, OCC18 := 0L] | |
| dt_cps[YEAR == 2020, OCC18 := OCC] | |
| dt_cps <- dt_occ18XW[dt_cps, on = 'OCC18'] | |
| dt_cps[!is.na(OCC10), OCC := OCC10] | |
| dt_cps[, OCC10 := NULL] | |
| # merge teleworkability data | |
| dt_cps <- dt_wfh[dt_cps, on = 'OCC'] | |
| dt_cps.sum <- dt_cps %>% | |
| .[is.na(teleworkable), | |
| .(emp = sum(WTFINL), | |
| teleworkable = mean(teleworkable)), | |
| .(OCC, OCC_Title)] |
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| soccode OCC OCC_Title | |
| 11-1011 10 Chief executives | |
| 11-1021 20 General and operations managers | |
| 11-1031 430 Managers, all other | |
| 11-2011 40 Advertising and promotions managers | |
| 11-2021 50 Marketing and sales managers | |
| 11-2022 50 Marketing and sales managers | |
| 11-2031 60 Public relations managers | |
| 11-3011 100 Administrative services managers | |
| 11-3021 110 Computer and information systems managers | |
| 11-3031 120 Financial managers | |
| 11-3051 140 Industrial production managers | |
| 11-3061 150 Purchasing managers | |
| 11-3071 160 Transportation, storage, and distribution managers | |
| 11-3111 135 Compensation and benefits managers | |
| 11-3121 136 Human resources managers | |
| 11-3131 137 Training and development managers | |
| 11-9013 205 Farmers, ranchers, and other agricultural managers | |
| 11-9021 220 Construction managers | |
| 11-9031 230 Education administrators | |
| 11-9032 230 Education administrators | |
| 11-9033 230 Education administrators | |
| 11-9039 230 Education administrators | |
| 11-9041 300 Engineering managers | |
| 11-9051 310 Food service managers | |
| 11-9061 430 Managers, all other | |
| 11-9071 330 Gaming managers | |
| 11-9081 340 Lodging managers | |
| 11-9111 350 Medical and health services managers | |
| 11-9121 360 Natural sciences managers | |
| 11-9131 430 Managers, all other | |
| 11-9141 410 Property, real estate, and community association managers | |
| 11-9151 420 Social and community service managers | |
| 11-9161 425 Emergency management directors | |
| 11-9199 430 Managers, all other | |
| 13-1011 500 Agents and business managers of artists, performers, and athletes | |
| 13-1020 510 Purchasing agents and buyers, farm products | |
| 13-1020 520 Wholesale and retail buyers, except farm products | |
| 13-1020 530 Purchasing agents, except wholesale, retail, and farm products | |
| 13-1031 540 Claims adjusters, appraisers, examiners, and investigators | |
| 13-1032 540 Claims adjusters, appraisers, examiners, and investigators | |
| 13-1041 565 Compliance officers | |
| 13-1051 600 Cost estimators | |
| 13-1071 630 Human resource workers | |
| 13-1074 630 Human resource workers | |
| 13-1075 630 Human resource workers | |
| 13-1081 700 Logisticians | |
| 13-1111 710 Management analysts | |
| 13-1121 725 Meeting, convention, and event planners | |
| 13-1131 726 Fundraisers | |
| 13-1141 640 Compensation, benefits, and job analysis specialists | |
| 13-1151 650 Training and development specialists | |
| 13-1161 735 Market research analysts and marketing specialists | |
| 13-1199 740 Business operations specialists, all other | |
| 13-2011 800 Accountants and auditors | |
| 13-2021 810 Appraisers and assessors of real estate | |
| 13-2031 820 Budget analysts | |
| 13-2041 830 Credit analysts | |
| 13-2051 840 Financial analysts | |
| 13-2052 850 Personal financial advisors | |
| 13-2053 860 Insurance underwriters | |
| 13-2061 900 Financial examiners | |
| 13-2071 910 Loan counselors and officers | |
| 13-2072 910 Loan counselors and officers | |
| 13-2081 930 Tax examiners, collectors, and revenue agents | |
| 13-2082 940 Tax preparers | |
| 13-2099 950 Financial specialists, all other | |
| 15-1111 1005 Computer and information research scientists | |
| 15-1121 1006 Computer systems analysts | |
| 15-1122 1007 Information security analysts | |
| 15-1131 1010 Computer programmers | |
| 15-1132 1020 Software developers, applications and systems software | |
| 15-1133 1020 Software developers, applications and systems software | |
| 15-1134 1030 Web developers | |
| 15-1141 1060 Database administrators | |
| 15-1142 1105 Network and computer systems administrators | |
| 15-1143 1106 Computer network architects | |
| 15-1151 1050 Computer support specialists | |
| 15-1152 1050 Computer support specialists | |
| 15-1199 1107 Computer occupations, all other | |
| 15-2011 1200 Actuaries | |
| 15-2021 1240 Mathematicians, statisticians and miscellaneous mathematical science occupations | |
| 15-2031 1220 Operations research analysts | |
| 15-2041 1240 Mathematicians, statisticians and miscellaneous mathematical science occupations | |
| 15-2090 1240 Mathematicians, statisticians and miscellaneous mathematical science occupations | |
| 17-1011 1300 Architects, except naval | |
| 17-1012 1300 Architects, except naval | |
| 17-1021 1310 Surveyors, cartographers, and photogrammetrists | |
| 17-1022 1310 Surveyors, cartographers, and photogrammetrists | |
| 17-2011 1320 Aerospace engineers | |
| 17-2021 1530 Engineers, all other, including agricultural | |
| 17-2031 1340 Biomedical engineers | |
| 17-2041 1350 Chemical engineers | |
| 17-2051 1360 Civil engineers | |
| 17-2061 1400 Computer hardware engineers | |
| 17-2071 1410 Electrical and electronic engineers | |
| 17-2072 1410 Electrical and electronic engineers | |
| 17-2081 1420 Environmental engineers | |
| 17-2111 1430 Industrial engineers, including health and safety | |
| 17-2112 1430 Industrial engineers, including health and safety | |
| 17-2121 1440 Marine engineers and naval architects | |
| 17-2131 1450 Materials engineers | |
| 17-2141 1460 Mechanical engineers | |
| 17-2151 1500 Mining and geological engineers, including mining safety engineers | |
| 17-2161 1510 Nuclear engineers | |
| 17-2171 1520 Petroleum engineers | |
| 17-2199 1530 Engineers, all other, including agricultural | |
| 17-3011 1540 Drafters | |
| 17-3012 1540 Drafters | |
| 17-3013 1540 Drafters | |
| 17-3019 1540 Drafters | |
| 17-3021 1550 Engineering technicians, except drafters | |
| 17-3022 1550 Engineering technicians, except drafters | |
| 17-3023 1550 Engineering technicians, except drafters | |
| 17-3024 1550 Engineering technicians, except drafters | |
| 17-3025 1550 Engineering technicians, except drafters | |
| 17-3026 1550 Engineering technicians, except drafters | |
| 17-3027 1550 Engineering technicians, except drafters | |
| 17-3029 1550 Engineering technicians, except drafters | |
| 17-3031 1560 Surveying and mapping technicians | |
| 19-1011 1600 Agricultural and food scientists | |
| 19-1012 1600 Agricultural and food scientists | |
| 19-1013 1600 Agricultural and food scientists | |
| 19-1021 1610 Biological scientists | |
| 19-1022 1610 Biological scientists | |
| 19-1023 1610 Biological scientists | |
| 19-1029 1610 Biological scientists | |
| 19-1031 1640 Conservation scientists and foresters | |
| 19-1032 1640 Conservation scientists and foresters | |
| 19-1041 1650 Medical scientists and life scientists, all other | |
| 19-1042 1650 Medical scientists and life scientists, all other | |
| 19-1099 1650 Medical scientists and life scientists, all other | |
| 19-2011 1700 Astronomers and physicists | |
| 19-2012 1700 Astronomers and physicists | |
| 19-2021 1710 Atmospheric and space scientists | |
| 19-2031 1720 Chemists and materials scientists | |
| 19-2032 1720 Chemists and materials scientists | |
| 19-2041 1740 Environmental scientists and geoscientists | |
| 19-2042 1740 Environmental scientists and geoscientists | |
| 19-2043 1740 Environmental scientists and geoscientists | |
| 19-2099 1760 Physical scientists, all other | |
| 19-3011 1800 Economists | |
| 19-3022 1860 Miscellaneous social scientists, including survey researchers and sociologists | |
| 19-3031 1820 Psychologists | |
| 19-3032 1820 Psychologists | |
| 19-3039 1820 Psychologists | |
| 19-3041 1860 Miscellaneous social scientists, including survey researchers and sociologists | |
| 19-3051 1840 Urban and regional planners | |
| 19-3091 1860 Miscellaneous social scientists, including survey researchers and sociologists | |
| 19-3092 1860 Miscellaneous social scientists, including survey researchers and sociologists | |
| 19-3093 1860 Miscellaneous social scientists, including survey researchers and sociologists | |
| 19-3094 1860 Miscellaneous social scientists, including survey researchers and sociologists | |
| 19-3099 1860 Miscellaneous social scientists, including survey researchers and sociologists | |
| 19-4011 1900 Agricultural and food science technicians | |
| 19-4021 1910 Biological technicians | |
| 19-4031 1920 Chemical technicians | |
| 19-4041 1930 Geological and petroleum technicians | |
| 19-4051 1965 Miscellaneous life, physical, and social science technicians | |
| 19-4061 1965 Miscellaneous life, physical, and social science technicians | |
| 19-4091 1965 Miscellaneous life, physical, and social science technicians | |
| 19-4092 1965 Miscellaneous life, physical, and social science technicians | |
| 19-4093 1965 Miscellaneous life, physical, and social science technicians | |
| 19-4099 1965 Miscellaneous life, physical, and social science technicians | |
| 21-1012 2000 Counselors | |
| 21-1013 2000 Counselors | |
| 21-1015 2000 Counselors | |
| 21-1018 2000 Counselors | |
| 21-1019 2000 Counselors | |
| 21-1021 2010 Social workers | |
| 21-1022 2010 Social workers | |
| 21-1023 2010 Social workers | |
| 21-1029 2010 Social workers | |
| 21-1091 2025 Miscellaneous community and social service specialists, including health educators and community health workers | |
| 21-1092 2015 Probation officers and correctional treatment specialists | |
| 21-1093 2016 Social and human service assistants | |
| 21-1094 2025 Miscellaneous community and social service specialists, including health educators and community health workers | |
| 21-1099 2025 Miscellaneous community and social service specialists, including health educators and community health workers | |
| 21-2011 2040 Clergy | |
| 21-2021 2050 Directors, religious activities and education | |
| 21-2099 2060 Religious workers, all other | |
| 23-1011 2100 Lawyers, Judges, magistrates, and other judicial workers | |
| 23-1012 2105 Judicial law clerks | |
| 23-1021 2100 Lawyers, Judges, magistrates, and other judicial workers | |
| 23-1022 2100 Lawyers, Judges, magistrates, and other judicial workers | |
| 23-1023 2100 Lawyers, Judges, magistrates, and other judicial workers | |
| 23-2011 2145 Paralegals and legal assistants | |
| 23-2091 2160 Miscellaneous legal support workers | |
| 23-2093 2160 Miscellaneous legal support workers | |
| 23-2099 2160 Miscellaneous legal support workers | |
| 25-1011 2200 Postsecondary teachers | |
| 25-1021 2200 Postsecondary teachers | |
| 25-1022 2200 Postsecondary teachers | |
| 25-1031 2200 Postsecondary teachers | |
| 25-1032 2200 Postsecondary teachers | |
| 25-1041 2200 Postsecondary teachers | |
| 25-1042 2200 Postsecondary teachers | |
| 25-1043 2200 Postsecondary teachers | |
| 25-1051 2200 Postsecondary teachers | |
| 25-1052 2200 Postsecondary teachers | |
| 25-1053 2200 Postsecondary teachers | |
| 25-1054 2200 Postsecondary teachers | |
| 25-1061 2200 Postsecondary teachers | |
| 25-1062 2200 Postsecondary teachers | |
| 25-1063 2200 Postsecondary teachers | |
| 25-1064 2200 Postsecondary teachers | |
| 25-1065 2200 Postsecondary teachers | |
| 25-1066 2200 Postsecondary teachers | |
| 25-1067 2200 Postsecondary teachers | |
| 25-1069 2200 Postsecondary teachers | |
| 25-1071 2200 Postsecondary teachers | |
| 25-1072 2200 Postsecondary teachers | |
| 25-1081 2200 Postsecondary teachers | |
| 25-1082 2200 Postsecondary teachers | |
| 25-1111 2200 Postsecondary teachers | |
| 25-1112 2200 Postsecondary teachers | |
| 25-1113 2200 Postsecondary teachers | |
| 25-1121 2200 Postsecondary teachers | |
| 25-1122 2200 Postsecondary teachers | |
| 25-1123 2200 Postsecondary teachers | |
| 25-1124 2200 Postsecondary teachers | |
| 25-1125 2200 Postsecondary teachers | |
| 25-1126 2200 Postsecondary teachers | |
| 25-1191 2200 Postsecondary teachers | |
| 25-1192 2200 Postsecondary teachers | |
| 25-1193 2200 Postsecondary teachers | |
| 25-1194 2200 Postsecondary teachers | |
| 25-1199 2200 Postsecondary teachers | |
| 25-2011 2300 Preschool and kindergarten teachers | |
| 25-2012 2300 Preschool and kindergarten teachers | |
| 25-2021 2310 Elementary and middle school teachers | |
| 25-2022 2310 Elementary and middle school teachers | |
| 25-2023 2310 Elementary and middle school teachers | |
| 25-2031 2320 Secondary school teachers | |
| 25-2032 2320 Secondary school teachers | |
| 25-2051 2330 Special education teachers | |
| 25-2052 2330 Special education teachers | |
| 25-2053 2330 Special education teachers | |
| 25-2054 2330 Special education teachers | |
| 25-2059 2330 Special education teachers | |
| 25-3011 2340 Other teachers and instructors | |
| 25-3021 2340 Other teachers and instructors | |
| 25-3097 2340 Other teachers and instructors | |
| 25-3098 2340 Other teachers and instructors | |
| 25-4011 2400 Archivists, curators, and museum technicians | |
| 25-4012 2400 Archivists, curators, and museum technicians | |
| 25-4013 2400 Archivists, curators, and museum technicians | |
| 25-4021 2430 Librarians | |
| 25-4031 2440 Library technicians | |
| 25-9011 2550 Other education, training, and library workers | |
| 25-9021 2550 Other education, training, and library workers | |
| 25-9031 2550 Other education, training, and library workers | |
| 25-9041 2540 Teacher assistants | |
| 25-9099 2550 Other education, training, and library workers | |
| 27-1011 2600 Artists and related workers | |
| 27-1012 2600 Artists and related workers | |
| 27-1013 2600 Artists and related workers | |
| 27-1014 2600 Artists and related workers | |
| 27-1019 2600 Artists and related workers | |
| 27-1021 2630 Designers | |
| 27-1022 2630 Designers | |
| 27-1023 2630 Designers | |
| 27-1024 2630 Designers | |
| 27-1025 2630 Designers | |
| 27-1026 2630 Designers | |
| 27-1027 2630 Designers | |
| 27-1029 2630 Designers | |
| 27-2011 2700 Actors | |
| 27-2012 2710 Producers and directors | |
| 27-2021 2720 Athletes, coaches, umpires, and related workers | |
| 27-2022 2720 Athletes, coaches, umpires, and related workers | |
| 27-2023 2720 Athletes, coaches, umpires, and related workers | |
| 27-2031 2740 Dancers and choreographers | |
| 27-2032 2740 Dancers and choreographers | |
| 27-2041 2750 Musicians, singers, and related workers | |
| 27-2042 2750 Musicians, singers, and related workers | |
| 27-2099 2760 Entertainers and performers, sports and related workers, all other | |
| 27-3011 2800 Announcers | |
| 27-3012 2800 Announcers | |
| 27-3021 2810 News analysts, reporters and correspondents | |
| 27-3022 2810 News analysts, reporters and correspondents | |
| 27-3031 2825 Public relations specialists | |
| 27-3041 2830 Editors | |
| 27-3042 2840 Technical writers | |
| 27-3043 2850 Writers and authors | |
| 27-3091 2860 Miscellaneous media and communication workers | |
| 27-3099 2860 Miscellaneous media and communication workers | |
| 27-4011 2900 Broadcast and sound engineering technicians and radio operators, and media and communication equipment workers, all other | |
| 27-4012 2900 Broadcast and sound engineering technicians and radio operators, and media and communication equipment workers, all other | |
| 27-4013 2900 Broadcast and sound engineering technicians and radio operators, and media and communication equipment workers, all other | |
| 27-4014 2900 Broadcast and sound engineering technicians and radio operators, and media and communication equipment workers, all other | |
| 27-4021 2910 Photographers | |
| 27-4031 2920 Television, video, and motion picture camera operators and editors | |
| 27-4032 2920 Television, video, and motion picture camera operators and editors | |
| 27-4099 2900 Broadcast and sound engineering technicians and radio operators, and media and communication equipment workers, all other | |
| 29-1011 3000 Chiropractors | |
| 29-1021 3010 Dentists | |
| 29-1022 3010 Dentists | |
| 29-1023 3010 Dentists | |
| 29-1024 3010 Dentists | |
| 29-1029 3010 Dentists | |
| 29-1031 3030 Dietitians and nutritionists | |
| 29-1041 3040 Optometrists | |
| 29-1051 3050 Pharmacists | |
| 29-1061 3060 Physicians and surgeons | |
| 29-1062 3060 Physicians and surgeons | |
| 29-1063 3060 Physicians and surgeons | |
| 29-1064 3060 Physicians and surgeons | |
| 29-1065 3060 Physicians and surgeons | |
| 29-1066 3060 Physicians and surgeons | |
| 29-1067 3060 Physicians and surgeons | |
| 29-1069 3060 Physicians and surgeons | |
| 29-1071 3110 Physician assistants | |
| 29-1081 3540 Other healthcare practitioners and technical occupations, including podiatrists | |
| 29-1122 3150 Occupational therapists | |
| 29-1123 3160 Physical therapists | |
| 29-1124 3200 Radiation therapists | |
| 29-1125 3210 Recreational therapists | |
| 29-1126 3220 Respiratory therapists | |
| 29-1127 3230 Speech-language pathologists | |
| 29-1128 3245 Exercise physiologists and therapists, all other | |
| 29-1129 3245 Exercise physiologists and therapists, all other | |
| 29-1131 3250 Veterinarians | |
| 29-1141 3255 Registered nurses | |
| 29-1151 3256 Nurse anesthetists | |
| 29-1161 3258 Nurse midwives and nurse practitioners | |
| 29-1171 3258 Nurse midwives and nurse practitioners | |
| 29-1181 3140 Audiologists | |
| 29-1199 3260 Health diagnosing and treating practitioners, all other | |
| 29-2010 3300 Clinical laboratory technologists and technicians | |
| 29-2021 3310 Dental hygienists | |
| 29-2031 3320 Diagnostic related technologists and technicians | |
| 29-2032 3320 Diagnostic related technologists and technicians | |
| 29-2033 3320 Diagnostic related technologists and technicians | |
| 29-2034 3320 Diagnostic related technologists and technicians | |
| 29-2035 3320 Diagnostic related technologists and technicians | |
| 29-2041 3400 Emergency medical technicians and paramedics | |
| 29-2051 3420 Health diagnosing and treating practitioner support technicians | |
| 29-2052 3420 Health diagnosing and treating practitioner support technicians | |
| 29-2053 3420 Health diagnosing and treating practitioner support technicians | |
| 29-2054 3420 Health diagnosing and treating practitioner support technicians | |
| 29-2055 3420 Health diagnosing and treating practitioner support technicians | |
| 29-2056 3420 Health diagnosing and treating practitioner support technicians | |
| 29-2057 3420 Health diagnosing and treating practitioner support technicians | |
| 29-2061 3500 Licensed practical and licensed vocational nurses | |
| 29-2071 3510 Medical records and health information technicians | |
| 29-2081 3520 Opticians, dispensing | |
| 29-2091 3535 Miscellaneous health technologists and technicians | |
| 29-2092 3535 Miscellaneous health technologists and technicians | |
| 29-2099 3535 Miscellaneous health technologists and technicians | |
| 29-9011 3540 Other healthcare practitioners and technical occupations, including podiatrists | |
| 29-9012 3540 Other healthcare practitioners and technical occupations, including podiatrists | |
| 29-9091 3540 Other healthcare practitioners and technical occupations, including podiatrists | |
| 29-9092 3540 Other healthcare practitioners and technical occupations, including podiatrists | |
| 29-9099 3540 Other healthcare practitioners and technical occupations, including podiatrists | |
| 31-1011 3600 Nursing, psychiatric, and home health aides | |
| 31-1013 3600 Nursing, psychiatric, and home health aides | |
| 31-1014 3600 Nursing, psychiatric, and home health aides | |
| 31-1015 3600 Nursing, psychiatric, and home health aides | |
| 31-2011 3610 Occupational therapist assistants and aides | |
| 31-2012 3610 Occupational therapist assistants and aides | |
| 31-2021 3620 Physical therapist assistants and aides | |
| 31-2022 3620 Physical therapist assistants and aides | |
| 31-9011 3630 Massage therapists | |
| 31-9091 3640 Dental assistants | |
| 31-9092 3645 Medical assistants | |
| 31-9093 3655 Miscellaneous healthcare support occupations, including medical equipment preparers | |
| 31-9094 3646 Medical transcriptionists | |
| 31-9095 3647 Pharmacy aides | |
| 31-9096 3648 Veterinary assistants and laboratory animal caretakers | |
| 31-9097 3649 Phlebotomists | |
| 31-9099 3655 Miscellaneous healthcare support occupations, including medical equipment preparers | |
| 33-1011 3700 First-line supervisors/managers of correctional officers | |
| 33-1012 3710 First-line supervisors/managers of police and detectives | |
| 33-1021 3720 First-line supervisors/managers of fire fighting and prevention workers | |
| 33-1099 3730 Supervisors, protective service workers, all other | |
| 33-2011 3740 Fire fighters | |
| 33-2021 3750 Fire inspectors | |
| 33-2022 3750 Fire inspectors | |
| 33-3011 3800 Bailiffs, correctional officers, and jailers | |
| 33-3012 3800 Bailiffs, correctional officers, and jailers | |
| 33-3021 3820 Detectives and criminal investigators | |
| 33-3031 3840 Miscellaneous law enforcement workers | |
| 33-3041 3840 Miscellaneous law enforcement workers | |
| 33-3051 3850 Police officers | |
| 33-3052 3850 Police officers | |
| 33-9011 3900 Animal control workers | |
| 33-9021 3910 Private detectives and investigators | |
| 33-9031 3930 Security guards and gaming surveillance officers | |
| 33-9032 3930 Security guards and gaming surveillance officers | |
| 33-9091 3940 Crossing guards | |
| 33-9092 3955 Lifeguards and other recreational and all other protective service workers | |
| 33-9093 3945 Transportation security screeners | |
| 33-9099 3955 Lifeguards and other recreational and all other protective service workers | |
| 35-1011 4000 Chefs and head cooks | |
| 35-1012 4010 First-line supervisors/managers of food preparation and serving workers | |
| 35-2011 4020 Cooks | |
| 35-2012 4020 Cooks | |
| 35-2013 4020 Cooks | |
| 35-2014 4020 Cooks | |
| 35-2015 4020 Cooks | |
| 35-2019 4020 Cooks | |
| 35-2021 4030 Food preparation workers | |
| 35-3011 4040 Bartenders | |
| 35-3021 4050 Combined food preparation and serving workers, including fast food | |
| 35-3022 4060 Counter attendants, cafeteria, food concession, and coffee shop | |
| 35-3031 4110 Waiters and waitresses | |
| 35-3041 4120 Food servers, nonrestaurant | |
| 35-9011 4130 Food preparation and serving related workers, all other including dining room and cafeteria attendants and bartender helpers | |
| 35-9021 4140 Dishwashers | |
| 35-9031 4150 Hosts and hostesses, restaurant, lounge, and coffee shop | |
| 35-9099 4130 Food preparation and serving related workers, all other including dining room and cafeteria attendants and bartender helpers | |
| 37-1011 4200 First-line supervisors/managers of housekeeping and janitorial workers | |
| 37-1012 4210 First-line supervisors/managers of landscaping, lawn service, and groundskeeping workers | |
| 37-2011 4220 Janitors and building cleaners | |
| 37-2012 4230 Maids and housekeeping cleaners | |
| 37-2019 4220 Janitors and building cleaners | |
| 37-2021 4240 Pest control workers | |
| 37-3011 4250 Grounds maintenance workers | |
| 37-3012 4250 Grounds maintenance workers | |
| 37-3013 4250 Grounds maintenance workers | |
| 37-3019 4250 Grounds maintenance workers | |
| 39-1010 4300 First-line supervisors/managers of gaming workers | |
| 39-1021 4320 First-line supervisors/managers of personal service workers | |
| 39-2011 4340 Animal trainers | |
| 39-2021 4350 Nonfarm animal caretakers | |
| 39-3011 4400 Gaming services workers | |
| 39-3012 4400 Gaming services workers | |
| 39-3019 4400 Gaming services workers | |
| 39-3021 4410 Motion picture projectionists | |
| 39-3031 4420 Ushers, lobby attendants, and ticket takers | |
| 39-3091 4430 Miscellaneous entertainment attendants and related workers | |
| 39-3092 4430 Miscellaneous entertainment attendants and related workers | |
| 39-3093 4430 Miscellaneous entertainment attendants and related workers | |
| 39-3099 4430 Miscellaneous entertainment attendants and related workers | |
| 39-4011 4460 Embalmers and funeral attendants | |
| 39-4021 4460 Embalmers and funeral attendants | |
| 39-4031 4465 Morticians, undertakers, and funeral directors | |
| 39-5011 4500 Barbers | |
| 39-5012 4510 Hairdressers, hairstylists, and cosmetologists | |
| 39-5091 4520 Miscellaneous personal appearance workers | |
| 39-5092 4520 Miscellaneous personal appearance workers | |
| 39-5093 4520 Miscellaneous personal appearance workers | |
| 39-5094 4520 Miscellaneous personal appearance workers | |
| 39-6011 4530 Baggage porters, bellhops, and concierges | |
| 39-6012 4530 Baggage porters, bellhops, and concierges | |
| 39-7010 4540 Tour and travel guides | |
| 39-9011 4600 Child care workers | |
| 39-9021 4610 Personal and home care aides | |
| 39-9031 4620 Recreation and fitness workers | |
| 39-9032 4620 Recreation and fitness workers | |
| 39-9041 4640 Residential advisors | |
| 39-9099 4650 Personal care and service workers, all other | |
| 41-1011 4700 First-line supervisors/managers of retail sales workers | |
| 41-1012 4710 First-line supervisors/managers of nonretail sales workers | |
| 41-2011 4720 Cashiers | |
| 41-2012 4720 Cashiers | |
| 41-2021 4740 Counter and rental clerks | |
| 41-2022 4750 Parts salespersons | |
| 41-2031 4760 Retail salespersons | |
| 41-3011 4800 Advertising sales agents | |
| 41-3021 4810 Insurance sales agents | |
| 41-3031 4820 Securities, commodities, and financial services sales agents | |
| 41-3041 4830 Travel agents | |
| 41-3099 4840 Sales representatives, services, all other | |
| 41-4011 4850 Sales representatives, wholesale and manufacturing | |
| 41-4012 4850 Sales representatives, wholesale and manufacturing | |
| 41-9011 4900 Models, demonstrators, and product promoters | |
| 41-9012 4900 Models, demonstrators, and product promoters | |
| 41-9021 4920 Real estate brokers and sales agents | |
| 41-9022 4920 Real estate brokers and sales agents | |
| 41-9031 4930 Sales engineers | |
| 41-9041 4940 Telemarketers | |
| 41-9091 4950 Door-to-door sales workers, news and street vendors, and related workers | |
| 41-9099 4965 Sales and related workers, all other | |
| 43-1011 5000 First-line supervisors/managers of office and administrative support workers | |
| 43-2011 5010 Switchboard operators, including answering service | |
| 43-2021 5020 Telephone operators | |
| 43-2099 5030 Communications equipment operators, all other | |
| 43-3011 5100 Bill and account collectors | |
| 43-3021 5110 Billing and posting clerks and machine operators | |
| 43-3031 5120 Bookkeeping, accounting, and auditing clerks | |
| 43-3041 5130 Gaming cage workers | |
| 43-3051 5140 Payroll and timekeeping clerks | |
| 43-3061 5150 Procurement clerks | |
| 43-3071 5160 Tellers | |
| 43-3099 5165 Financial clerks, all other | |
| 43-4011 5200 Brokerage clerks | |
| 43-4021 5350 Correspondence clerks and order clerks | |
| 43-4031 5220 Court, municipal, and license clerks | |
| 43-4041 5230 Credit authorizers, checkers, and clerks | |
| 43-4051 5240 Customer service representatives | |
| 43-4061 5250 Eligibility interviewers, government programs | |
| 43-4071 5260 File Clerks | |
| 43-4081 5300 Hotel, motel, and resort desk clerks | |
| 43-4111 5310 Interviewers, except eligibility and loan | |
| 43-4121 5320 Library assistants, clerical | |
| 43-4131 5330 Loan interviewers and clerks | |
| 43-4141 5340 New accounts clerks | |
| 43-4151 5350 Correspondence clerks and order clerks | |
| 43-4161 5360 Human resources assistants, except payroll and timekeeping | |
| 43-4171 5400 Receptionists and information clerks | |
| 43-4181 5410 Reservation and transportation ticket agents and travel clerks | |
| 43-4199 5420 Information and record clerks, all other | |
| 43-5011 5500 Cargo and freight agents | |
| 43-5021 5510 Couriers and messengers | |
| 43-5031 5520 Dispatchers | |
| 43-5032 5520 Dispatchers | |
| 43-5041 5530 Meter readers, utilities | |
| 43-5051 5540 Postal service clerks | |
| 43-5052 5550 Postal service mail carriers | |
| 43-5053 5560 Postal service mail sorters, processors, and processing machine operators | |
| 43-5061 5600 Production, planning, and expediting clerks | |
| 43-5071 5610 Shipping, receiving, and traffic clerks | |
| 43-5081 5620 Stock clerks and order fillers | |
| 43-5111 5630 Weighers, measurers, checkers, and samplers, recordkeeping | |
| 43-6011 5700 Secretaries and administrative assistants | |
| 43-6012 5700 Secretaries and administrative assistants | |
| 43-6013 5700 Secretaries and administrative assistants | |
| 43-6014 5700 Secretaries and administrative assistants | |
| 43-9011 5800 Computer operators | |
| 43-9021 5810 Data entry keyers | |
| 43-9022 5820 Word processors and typists | |
| 43-9031 5940 Office and administrative support workers, including desktop publishers | |
| 43-9041 5840 Insurance claims and policy processing clerks | |
| 43-9051 5850 Mail clerks and mail machine operators, except postal service | |
| 43-9061 5860 Office clerks, general | |
| 43-9071 5900 Office machine operators, except computer | |
| 43-9081 5910 Proofreaders and copy markers | |
| 43-9111 5920 Statistical assistants | |
| 43-9199 5940 Office and administrative support workers, including desktop publishers | |
| 45-1011 6005 First-line supervisors of farming, fishing, and forestry workers | |
| 45-2011 6010 Agricultural inspectors | |
| 45-2021 6050 Miscellaneous agricultural workers, including animal breeders | |
| 45-2041 6040 Graders and sorters, agricultural products | |
| 45-2091 6050 Miscellaneous agricultural workers, including animal breeders | |
| 45-2092 6050 Miscellaneous agricultural workers, including animal breeders | |
| 45-2093 6050 Miscellaneous agricultural workers, including animal breeders | |
| 45-2099 6050 Miscellaneous agricultural workers, including animal breeders | |
| 45-3000 6100 Fishing and hunting workers | |
| 45-4011 6120 Forest and conservation workers | |
| 45-4021 6130 Logging workers | |
| 45-4022 6130 Logging workers | |
| 45-4023 6130 Logging workers | |
| 45-4029 6130 Logging workers | |
| 47-1011 6200 First-line supervisors/managers of construction trades and extraction workers | |
| 47-2011 6210 Boilermakers | |
| 47-2021 6220 Brickmasons, blockmasons, and stonemasons | |
| 47-2022 6220 Brickmasons, blockmasons, and stonemasons | |
| 47-2031 6230 Carpenters | |
| 47-2041 6240 Carpet, floor, and tile installers and finishers | |
| 47-2042 6240 Carpet, floor, and tile installers and finishers | |
| 47-2043 6240 Carpet, floor, and tile installers and finishers | |
| 47-2044 6240 Carpet, floor, and tile installers and finishers | |
| 47-2051 6250 Cement masons, concrete finishers, and terrazzo workers | |
| 47-2053 6250 Cement masons, concrete finishers, and terrazzo workers | |
| 47-2061 6260 Construction laborers | |
| 47-2071 6300 Paving, surfacing, and tamping equipment operators | |
| 47-2072 6320 Construction equipment operators, except Paving, surfacing, and tamping equipment operators | |
| 47-2073 6320 Construction equipment operators, except Paving, surfacing, and tamping equipment operators | |
| 47-2081 6330 Drywall installers, ceiling tile installers, and tapers | |
| 47-2082 6330 Drywall installers, ceiling tile installers, and tapers | |
| 47-2111 6355 Electricians | |
| 47-2121 6360 Glaziers | |
| 47-2131 6400 Insulation workers | |
| 47-2132 6400 Insulation workers | |
| 47-2141 6420 Painters, construction and maintenance and paperhangers | |
| 47-2142 6420 Painters, construction and maintenance and paperhangers | |
| 47-2151 6440 Pipelayers, plumbers, pipefitters, and steamfitters | |
| 47-2152 6440 Pipelayers, plumbers, pipefitters, and steamfitters | |
| 47-2161 6460 Plasterers and stucco masons | |
| 47-2171 6500 Reinforcing iron and rebar workers | |
| 47-2181 6515 Roofers | |
| 47-2211 6520 Sheet metal workers | |
| 47-2221 6530 Structural iron and steel workers | |
| 47-2231 6765 Miscellaneous construction and related workers, including photovoltaic installers | |
| 47-3011 6600 Helpers, construction trades | |
| 47-3012 6600 Helpers, construction trades | |
| 47-3013 6600 Helpers, construction trades | |
| 47-3014 6600 Helpers, construction trades | |
| 47-3015 6600 Helpers, construction trades | |
| 47-3016 6600 Helpers, construction trades | |
| 47-3019 6600 Helpers, construction trades | |
| 47-4011 6660 Construction and building inspectors | |
| 47-4021 6700 Elevator installers and repairers | |
| 47-4031 6710 Fence erectors | |
| 47-4041 6720 Hazardous materials removal workers | |
| 47-4051 6730 Highway maintenance workers | |
| 47-4061 6740 Rail-track laying and maintenance equipment operators | |
| 47-4071 6750 Septic tank servicers and sewer pipe cleaners | |
| 47-4090 6765 Miscellaneous construction and related workers, including photovoltaic installers | |
| 47-5011 6800 Derrick, rotary drill, and service unit operators, oil, gas, and mining | |
| 47-5012 6800 Derrick, rotary drill, and service unit operators, oil, gas, and mining | |
| 47-5013 6800 Derrick, rotary drill, and service unit operators, oil, gas, and mining | |
| 47-5021 6820 Earth drillers, except oil and gas | |
| 47-5031 6830 Explosives workers, ordnance handling experts, and blasters | |
| 47-5041 6840 Mining machine operators | |
| 47-5042 6840 Mining machine operators | |
| 47-5049 6840 Mining machine operators | |
| 47-5051 6940 Other extraction workers, including roof bolters and helpers | |
| 47-5061 6940 Other extraction workers, including roof bolters and helpers | |
| 47-5071 6920 Roustabouts, oil and gas | |
| 47-5081 6940 Other extraction workers, including roof bolters and helpers | |
| 47-5099 6940 Other extraction workers, including roof bolters and helpers | |
| 49-1011 7000 First-line supervisors/managers of mechanics, installers, and repairers | |
| 49-2011 7010 Computer, automated teller, and office machine repairers | |
| 49-2021 7020 Radio and telecommunications equipment installers and repairers | |
| 49-2022 7020 Radio and telecommunications equipment installers and repairers | |
| 49-2091 7030 Avionics technicians | |
| 49-2092 7040 Electric motor, power tool, and related repairers | |
| 49-2093 7100 Electrical and electronics repairers, transportation equipment, industrial and utility | |
| 49-2094 7100 Electrical and electronics repairers, transportation equipment, industrial and utility | |
| 49-2095 7100 Electrical and electronics repairers, transportation equipment, industrial and utility | |
| 49-2096 7110 Electronic equipment installers and repairers, motor vehicles | |
| 49-2097 7120 Electronic home entertainment equipment installers and repairers | |
| 49-2098 7130 Security and fire alarm systems installers | |
| 49-3011 7140 Aircraft mechanics and service technicians | |
| 49-3021 7150 Automotive body and related repairers | |
| 49-3022 7160 Automotive glass installers and repairers | |
| 49-3023 7200 Automotive service technicians and mechanics | |
| 49-3031 7210 Bus and truck mechanics and diesel engine specialists | |
| 49-3041 7220 Heavy vehicle and mobile equipment service technicians and mechanics | |
| 49-3042 7220 Heavy vehicle and mobile equipment service technicians and mechanics | |
| 49-3043 7220 Heavy vehicle and mobile equipment service technicians and mechanics | |
| 49-3051 7240 Small engine mechanics | |
| 49-3052 7240 Small engine mechanics | |
| 49-3053 7240 Small engine mechanics | |
| 49-3091 7260 Miscellaneous vehicle and mobile equipment mechanics, installers, and repairers | |
| 49-3092 7260 Miscellaneous vehicle and mobile equipment mechanics, installers, and repairers | |
| 49-3093 7260 Miscellaneous vehicle and mobile equipment mechanics, installers, and repairers | |
| 49-9011 7300 Control and valve installers and repairers | |
| 49-9012 7300 Control and valve installers and repairers | |
| 49-9021 7315 Heating, air conditioning, and refrigeration mechanics and installers | |
| 49-9031 7320 Home appliance repairers | |
| 49-9041 7330 Industrial and refractory machinery mechanics | |
| 49-9043 7350 Maintenance workers, machinery | |
| 49-9044 7360 Millwrights | |
| 49-9045 7330 Industrial and refractory machinery mechanics | |
| 49-9051 7410 Electrical power-line installers and repairers | |
| 49-9052 7420 Telecommunications line installers and repairers | |
| 49-9061 7430 Precision instrument and equipment repairers | |
| 49-9062 7430 Precision instrument and equipment repairers | |
| 49-9063 7430 Precision instrument and equipment repairers | |
| 49-9064 7430 Precision instrument and equipment repairers | |
| 49-9069 7430 Precision instrument and equipment repairers | |
| 49-9071 7340 Maintenance and repair workers, general | |
| 49-9081 7630 Other installation, maintenance, and repair workers, including wind turbine service technicians, commercial divers, and signal and train switch repairers | |
| 49-9091 7510 Coin, vending, and amusement machine servicers and repairers | |
| 49-9092 7630 Other installation, maintenance, and repair workers, including wind turbine service technicians, commercial divers, and signal and train switch repairers | |
| 49-9093 7630 Other installation, maintenance, and repair workers, including wind turbine service technicians, commercial divers, and signal and train switch repairers | |
| 49-9094 7540 Locksmiths and safe repairers | |
| 49-9095 7550 Manufactured building and mobile home installers | |
| 49-9096 7560 Riggers | |
| 49-9097 7630 Other installation, maintenance, and repair workers, including wind turbine service technicians, commercial divers, and signal and train switch repairers | |
| 49-9098 7610 Helpers--installation, maintenance, and repair workers | |
| 49-9099 7630 Other installation, maintenance, and repair workers, including wind turbine service technicians, commercial divers, and signal and train switch repairers | |
| 51-1011 7700 First-line supervisors/managers of production and operating workers | |
| 51-2011 7710 Aircraft structure, surfaces, rigging, and systems assemblers | |
| 51-2021 7720 Electrical, electronics, and electromechanical assemblers | |
| 51-2028 7720 Electrical, electronics, and electromechanical assemblers | |
| 51-2031 7730 Engine and other machine assemblers | |
| 51-2041 7740 Structural metal fabricators and fitters | |
| 51-2091 7750 Miscellaneous assemblers and fabricators | |
| 51-2093 7750 Miscellaneous assemblers and fabricators | |
| 51-2098 7750 Miscellaneous assemblers and fabricators | |
| 51-3011 7800 Bakers | |
| 51-3021 7810 Butchers and other meat, poultry, and fish processing workers | |
| 51-3022 7810 Butchers and other meat, poultry, and fish processing workers | |
| 51-3023 7810 Butchers and other meat, poultry, and fish processing workers | |
| 51-3091 7830 Food and tobacco roasting, baking, and drying machine operators and tenders | |
| 51-3092 7840 Food batchmakers | |
| 51-3093 7850 Food cooking machine operators and tenders | |
| 51-3099 7855 Food processing workers, all other | |
| 51-4011 7900 Computer control programmers and operators | |
| 51-4012 7900 Computer control programmers and operators | |
| 51-4021 7920 Extruding and drawing machine setters, operators, and tenders, metal and plastic | |
| 51-4022 7940 Rolling machine setters, operators, and tenders and forging machine setters, operators, and tenders, metal and plastic | |
| 51-4023 7940 Rolling machine setters, operators, and tenders and forging machine setters, operators, and tenders, metal and plastic | |
| 51-4031 7950 Cutting, punching, and press machine setters, operators, and tenders, metal and plastic | |
| 51-4032 8220 Metalworkers and plastic workers, all other | |
| 51-4033 8000 Grinding, lapping, polishing, and buffing machine tool setters, operators, and tenders, metal and plastic | |
| 51-4034 8010 Lathe and turning machine tool setters, operators, and tenders, metal and plastic | |
| 51-4035 8220 Metalworkers and plastic workers, all other | |
| 51-4041 8030 Machinists | |
| 51-4051 8040 Metal furnace and kiln operators and tenders | |
| 51-4052 8040 Metal furnace and kiln operators and tenders | |
| 51-4061 8220 Metalworkers and plastic workers, all other | |
| 51-4062 8220 Metalworkers and plastic workers, all other | |
| 51-4071 8100 Molders and molding machine setters, operators, and tenders, metal and plastic | |
| 51-4072 8100 Molders and molding machine setters, operators, and tenders, metal and plastic | |
| 51-4081 8220 Metalworkers and plastic workers, all other | |
| 51-4111 8130 Tool and die makers | |
| 51-4121 8140 Welding, soldering, and brazing workers | |
| 51-4122 8140 Welding, soldering, and brazing workers | |
| 51-4191 8220 Metalworkers and plastic workers, all other | |
| 51-4192 8220 Metalworkers and plastic workers, all other | |
| 51-4193 8200 Plating and coating machine setters, operators, and tenders, metal and plastic | |
| 51-4194 8210 Tool grinders, filers, and sharpeners | |
| 51-4199 8220 Metalworkers and plastic workers, all other | |
| 51-5111 8250 Prepress technicians and workers | |
| 51-5112 8255 Printing press operators | |
| 51-5113 8256 Print binding and finishing workers | |
| 51-6011 8300 Laundry and dry-cleaning workers | |
| 51-6021 8310 Pressers, textile, garment, and related materials | |
| 51-6031 8320 Sewing machine operators | |
| 51-6041 8330 Shoe and leather workers and repairers | |
| 51-6042 8460 Miscellaneous textile, apparel, and furnishings workers, except upholsterers | |
| 51-6051 8350 Tailors, dressmakers, and sewers | |
| 51-6052 8350 Tailors, dressmakers, and sewers | |
| 51-6061 8460 Miscellaneous textile, apparel, and furnishings workers, except upholsterers | |
| 51-6062 8400 Textile cutting machine setters, operators, and tenders | |
| 51-6063 8410 Textile knitting and weaving machine setters, operators, and tenders | |
| 51-6064 8420 Textile winding, twisting, and drawing out machine setters, operators and tenders | |
| 51-6091 8460 Miscellaneous textile, apparel, and furnishings workers, except upholsterers | |
| 51-6092 8460 Miscellaneous textile, apparel, and furnishings workers, except upholsterers | |
| 51-6093 8450 Upholsterers | |
| 51-6099 8460 Miscellaneous textile, apparel, and furnishings workers, except upholsterers | |
| 51-7011 8500 Cabinetmakers and bench carpenters | |
| 51-7021 8510 Furniture finishers | |
| 51-7031 8550 Miscellaneous woodworkers, including model makers and pattern makers | |
| 51-7032 8550 Miscellaneous woodworkers, including model makers and pattern makers | |
| 51-7041 8530 Sawing machine setters, operators, and tenders, wood | |
| 51-7042 8540 Woodworking machine setters, operators, and tenders, except sawing | |
| 51-7099 8550 Miscellaneous woodworkers, including model makers and pattern makers | |
| 51-8011 8600 Power plant operators, distributors, and dispatchers | |
| 51-8012 8600 Power plant operators, distributors, and dispatchers | |
| 51-8013 8600 Power plant operators, distributors, and dispatchers | |
| 51-8021 8610 Stationary engineers and boiler operators | |
| 51-8031 8620 Water and liquid waste treatment plant and system operators | |
| 51-8091 8630 Miscellaneous plant and system operators | |
| 51-8092 8630 Miscellaneous plant and system operators | |
| 51-8093 8630 Miscellaneous plant and system operators | |
| 51-8099 8630 Miscellaneous plant and system operators | |
| 51-9011 8640 Chemical processing machine setters, operators, and tenders | |
| 51-9012 8640 Chemical processing machine setters, operators, and tenders | |
| 51-9021 8650 Crushing, grinding, polishing, mixing, and blending workers | |
| 51-9022 8650 Crushing, grinding, polishing, mixing, and blending workers | |
| 51-9023 8650 Crushing, grinding, polishing, mixing, and blending workers | |
| 51-9031 8710 Cutting workers | |
| 51-9032 8710 Cutting workers | |
| 51-9041 8720 Extruding, forming, pressing, and compacting machine setters, operators, and tenders | |
| 51-9051 8730 Furnace, kiln, oven, drier, and kettle operators and tenders | |
| 51-9061 8740 Inspectors, testers, sorters, samplers, and weighers | |
| 51-9071 8750 Jewelers and precious stone and metal workers | |
| 51-9081 8760 Medical, dental, and ophthalmic laboratory technicians | |
| 51-9082 8760 Medical, dental, and ophthalmic laboratory technicians | |
| 51-9083 8760 Medical, dental, and ophthalmic laboratory technicians | |
| 51-9111 8800 Packaging and filling machine operators and tenders | |
| 51-9121 8810 Painting workers | |
| 51-9122 8810 Painting workers | |
| 51-9123 8810 Painting workers | |
| 51-9141 8965 Production workers, including semiconductor processors and cooling and freezing equipment operators | |
| 51-9151 8830 Photographic process workers and processing machine operators | |
| 51-9191 8850 Cementing and gluing machine operators and tenders | |
| 51-9192 8860 Cleaning, washing, and metal pickling equipment operators and tenders | |
| 51-9193 8965 Production workers, including semiconductor processors and cooling and freezing equipment operators | |
| 51-9194 8910 Etchers and engravers | |
| 51-9195 8920 Molders, shapers, and casters, except metal and plastic | |
| 51-9196 8930 Paper goods machine setters, operators, and tenders | |
| 51-9197 8940 Tire builders | |
| 51-9198 8950 Helpers--production workers | |
| 51-9199 8965 Production workers, including semiconductor processors and cooling and freezing equipment operators | |
| 53-1011 9000 Supervisors, transportation and material moving workers | |
| 53-1048 9000 Supervisors, transportation and material moving workers | |
| 53-2011 9030 Aircraft pilots and flight engineers | |
| 53-2012 9030 Aircraft pilots and flight engineers | |
| 53-2021 9040 Air traffic controllers and airfield operations specialists | |
| 53-2022 9040 Air traffic controllers and airfield operations specialists | |
| 53-2031 9050 Flight attendants | |
| 53-3011 9110 Ambulance drivers and attendants, except emergency medical technicians | |
| 53-3021 9120 Bus drivers | |
| 53-3022 9120 Bus drivers | |
| 53-3031 9130 Driver/sales workers and truck drivers | |
| 53-3032 9130 Driver/sales workers and truck drivers | |
| 53-3033 9130 Driver/sales workers and truck drivers | |
| 53-3041 9140 Taxi drivers and chauffeurs | |
| 53-3099 9150 Motor vehicle operators, all other | |
| 53-4011 9200 Locomotive engineers and operators | |
| 53-4012 9200 Locomotive engineers and operators | |
| 53-4013 9200 Locomotive engineers and operators | |
| 53-4021 9240 Railroad brake, signal, switch operators, conductors and yardmasters | |
| 53-4031 9240 Railroad brake, signal, switch operators, conductors and yardmasters | |
| 53-4041 9260 Subway, streetcar, and other rail transportation workers | |
| 53-4099 9260 Subway, streetcar, and other rail transportation workers | |
| 53-5011 9300 Sailors and marine oilers, and ship engineers | |
| 53-5021 9310 Ship and boat captains and operators | |
| 53-5022 9310 Ship and boat captains and operators | |
| 53-5031 9300 Sailors and marine oilers, and ship engineers | |
| 53-6011 9420 Other transportation workers, including bridge and lock tenders | |
| 53-6021 9350 Parking lot attendants | |
| 53-6031 9360 Service station attendants | |
| 53-6041 9420 Other transportation workers, including bridge and lock tenders | |
| 53-6051 9410 Transportation inspectors | |
| 53-6061 9415 Transportation attendants, except flight attendants | |
| 53-6099 9420 Other transportation workers, including bridge and lock tenders | |
| 53-7011 9560 Hoist and winch operators, and conveyor operators and tenders | |
| 53-7021 9510 Crane and tower operators | |
| 53-7031 9520 Dredge, excavating, and loading machine operators | |
| 53-7032 9520 Dredge, excavating, and loading machine operators | |
| 53-7033 9520 Dredge, excavating, and loading machine operators | |
| 53-7041 9560 Hoist and winch operators, and conveyor operators and tenders | |
| 53-7051 9600 Industrial truck and tractor operators | |
| 53-7061 9610 Cleaners of vehicles and equipment | |
| 53-7062 9620 Laborers and freight, stock, and material movers, hand | |
| 53-7063 9630 Machine feeders and offbearers | |
| 53-7064 9640 Packers and packagers, hand | |
| 53-7071 9650 Pumping station operators | |
| 53-7072 9650 Pumping station operators | |
| 53-7073 9650 Pumping station operators | |
| 53-7081 9720 Refuse and recyclable material collectors | |
| 53-7111 9750 Material moving workers, including mine shuttle operators and tank car, truck, and ship loaders | |
| 53-7121 9750 Material moving workers, including mine shuttle operators and tank car, truck, and ship loaders | |
| 53-7199 9750 Material moving workers, including mine shuttle operators and tank car, truck, and ship loaders |
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| OCC10 OCC10_Title OCC18 OCC18_Title | |
| 50 Marketing and Sales Managers 51 Marketing Managers | |
| 50 Marketing and Sales Managers 52 Sales Managers | |
| 100 Administrative Services Managers 101 Administrative Services Managers | |
| 100 Administrative Services Managers 102 Facilities Managers | |
| 330 Gaming Managers 335 Entertainment and Recreation Managers | |
| 430 Managers, All Other 335 Entertainment and Recreation Managers | |
| 430 Managers, All Other 426 Personal Service Managers, All Other | |
| 430 Managers, All Other 440 Managers, All Other | |
| 740 Business Operations Specialists, All Other 705 Project Management Specialists | |
| 740 Business Operations Specialists, All Other 750 Business Operations Specialists, All Other | |
| 840 Financial Analysts 845 Financial and Investment Analysts | |
| 950 Financial Specialists, All Other 960 Other Financial Specialists | |
| 1020 Software Developers, Applications and Systems Software 1021 Software Developers | |
| 1020 Software Developers, Applications and Systems Software 1022 Software Quality Assurance Analysts and Testers | |
| 1030 Web Developers 1031 Web Developers | |
| 1030 Web Developers 1032 Web and Digital Interface Designers | |
| 1060 Database Administrators 1065 Database Administrators and Architects | |
| 1107 Computer Occupations, All Other 1108 Computer Occupations, All Other | |
| 1300 Architects, Except Naval 1305 Architects, Except Landscape and Naval | |
| 1300 Architects, Except Naval 1306 Landscape Architects | |
| 1540 Drafters 1541 Architectural and Civil Drafters | |
| 1540 Drafters 1545 Other Drafters | |
| 1550 Engineering Technicians, Except Drafters 1551 Electrical and Electronic Engineering Technologists and Technicians | |
| 1550 Engineering Technicians, Except Drafters 1555 Other Engineering Technologists and Technicians, Except Drafters | |
| 1740 Environmental Scientists and Geoscientists 1745 Environmental Scientists and Specialists, Including Health | |
| 1740 Environmental Scientists and Geoscientists 1750 Geoscientists and Hydrologists, Except Geographers | |
| 1820 Psychologists 1821 Clinical and Counseling Psychologists | |
| 1820 Psychologists 1822 School Psychologists | |
| 1820 Psychologists 1825 Other Psychologists | |
| 1930 Geological and Petroleum Technicians 1935 Environmental Science and Geoscience Technicians | |
| 1965 Miscellaneous Life, Physical, and Social Science Technicians 1970 Other Life, Physical, and Social Science Technicians | |
| 3540 Other Healthcare Practitioners and Technical Occupations 1980 Occupational Health and Safety Specialists and Technicians | |
| 2000 Counselors 2001 Substance Abuse and Behavioral Disorder Counselors | |
| 2000 Counselors 2002 Educational, Guidance, and Career Counselors and Advisors | |
| 2000 Counselors 2003 Marriage and Family Therapists | |
| 2000 Counselors 2004 Mental Health Counselors | |
| 2000 Counselors 2005 Rehabilitation Counselors | |
| 2000 Counselors 2006 Counselors, All Other | |
| 2010 Social Workers 2011 Child, Family, and School Social Workers | |
| 2010 Social Workers 2012 Healthcare Social Workers | |
| 2010 Social Workers 2013 Mental Health and Substance Abuse Social Workers | |
| 2010 Social Workers 2014 Social Workers, All Other | |
| 2160 Miscellaneous Legal Support Workers 2170 Title Examiners, Abstractors, and Searchers | |
| 2160 Miscellaneous Legal Support Workers 2180 Legal Support Workers, All Other | |
| 2200 Postsecondary Teachers 2205 Postsecondary Teachers | |
| 2340 Other Teachers and Instructors 2350 Tutors | |
| 2340 Other Teachers and Instructors 2360 Other Teachers and Instructors | |
| 2430 Librarians 2435 Librarians and Media Collections Specialists | |
| 2540 Teacher Assistants 2545 Teaching Assistants | |
| 2550 Other Education, Training, and Library Workers 2555 Other Educational Instruction and Library Workers | |
| 2630 Designers 2631 Commercial and Industrial Designers | |
| 2630 Designers 2632 Fashion Designers | |
| 2630 Designers 2633 Floral Designers | |
| 2630 Designers 2634 Graphic Designers | |
| 2630 Designers 2635 Interior Designers | |
| 2630 Designers 2636 Merchandise Displayers and Window Trimmers | |
| 2630 Designers 2640 Other Designers | |
| 2720 Athletes, Coaches, Umpires, and Related Workers 2721 Athletes and Sports Competitors | |
| 2720 Athletes, Coaches, Umpires, and Related Workers 2722 Coaches and Scouts | |
| 2720 Athletes, Coaches, Umpires, and Related Workers 2723 Umpires, Referees, and Other Sports Officials | |
| 2750 Musicians, Singers, and Related Workers 2751 Music Directors and Composers | |
| 2750 Musicians, Singers, and Related Workers 2752 Musicians and Singers | |
| 2760 Entertainers and Performers, Sports and Related Workers, All Other 2755 Disc Jockeys, Except Radio | |
| 2760 Entertainers and Performers, Sports and Related Workers, All Other 2770 Entertainers and Performers, Sports and Related Workers, All Other | |
| 2800 Announcers 2805 Broadcast announcers and radio disc jockeys | |
| 2860 Miscellaneous Media and Communication Workers 2861 Interpreters and Translators | |
| 2160 Miscellaneous Legal Support Workers 2862 Court Reporters and Simultaneous Captioners | |
| 2860 Miscellaneous Media and Communication Workers 2865 Media and Communication Workers, All Other | |
| 2900 Broadcast and Sound Engineering Technicians and Radio Operators 2905 Broadcast, Sound, and Lighting Technicians | |
| 2960 Media and Communication Equipment Workers, All Other 2970 Media and Communication Equipment Workers, All Other | |
| 3060 Physicians and Surgeons 3065 Emergency Medicine Physicians | |
| 3060 Physicians and Surgeons 3070 Radiologists | |
| 3060 Physicians and Surgeons 3090 Other Physicians | |
| 3060 Physicians and Surgeons 3100 Surgeons | |
| 3540 Other Healthcare Practitioners and Technical Occupations 3120 Podiatrists | |
| 3260 Health Diagnosing and Treating Practitioners, All Other 3261 Acupuncturists | |
| 3260 Health Diagnosing and Treating Practitioners, All Other 3270 Healthcare Diagnosing or Treating Practitioners, All Other | |
| 3320 Diagnostic Related Technologists and Technicians 3321 Cardiovascular Technologists and Technicians | |
| 3320 Diagnostic Related Technologists and Technicians 3322 Diagnostic Medical Sonographers | |
| 3320 Diagnostic Related Technologists and Technicians 3323 Radiologic Technologists and Technicians | |
| 3320 Diagnostic Related Technologists and Technicians 3324 Magnetic Resonance Imaging Technologists | |
| 3320 Diagnostic Related Technologists and Technicians 3330 Nuclear Medicine Technologists and Medical Dosimetrists | |
| 3400 Emergency Medical Technicians and Paramedics 3401 Emergency Medical Technicians | |
| 3400 Emergency Medical Technicians and Paramedics 3402 Paramedics | |
| 3420 Health Practitioner Support Technologists and Technicians 3421 Pharmacy Technicians | |
| 3420 Health Practitioner Support Technologists and Technicians 3422 Psychiatric Technicians | |
| 3420 Health Practitioner Support Technologists and Technicians 3423 Surgical Technologists | |
| 3420 Health Practitioner Support Technologists and Technicians 3424 Veterinary Technologists and Technicians | |
| 3420 Health Practitioner Support Technologists and Technicians 3430 Dietetic Technicians and Ophthalmic Medical Technicians | |
| 3510 Medical Records and Health Information Technicians 3515 Medical Records Specialists | |
| 3535 Miscellaneous Health Technologists and Technicians 3545 Miscellaneous Health Technologists and Technicians | |
| 3540 Other Healthcare Practitioners and Technical Occupations 3550 Other Healthcare Practitioners and Technical Occupations | |
| 3600 Nursing, Psychiatric, and Home Health Aides 3601 Home Health Aides | |
| 4610 Personal Care Aides 3602 Personal Care Aides | |
| 3600 Nursing, Psychiatric, and Home Health Aides 3603 Nursing Assistants | |
| 3600 Nursing, Psychiatric, and Home Health Aides 3605 Orderlies and Psychiatric Aides | |
| 3730 First-Line Supervisors of Protective Service Workers, All Other 3725 First-Line Supervisors of Security Workers | |
| 3730 First-Line Supervisors of Protective Service Workers, All Other 3735 First-Line Supervisors of Protective Service Workers, All Other | |
| 3800 Bailiffs, Correctional Officers, and Jailers 3801 Bailiffs | |
| 3800 Bailiffs, Correctional Officers, and Jailers 3802 Correctional Officers and Jailers | |
| 3850 Police and Sheriff's Patrol Officers 3870 Police Officers | |
| 3955 Lifeguards and Other Recreational, and All Other Protective Service Workers 3946 School Bus Monitors | |
| 3955 Lifeguards and Other Recreational, and All Other Protective Service Workers 3960 Other Protective Service Workers | |
| 4050 Combined Food Preparation and Serving Workers, Including Fast Food 4055 Fast Food and Counter Workers | |
| 4130 Food Preparation and Serving Related Workers, All Other 4160 Food Preparation and Serving Related Workers, All Other | |
| 4250 Grounds Maintenance Workers 4251 Landscaping and Groundskeeping Workers | |
| 4250 Grounds Maintenance Workers 4252 Tree Trimmers and Pruners | |
| 4250 Grounds Maintenance Workers 4255 Other Grounds Maintenance Workers | |
| 4320 First-Line Supervisors of Personal Service Workers 4330 Supervisors of Personal Care and Service Workers | |
| 4410 Motion Picture Projectionists 4435 Other Entertainment Attendants and Related Workers | |
| 4460 Embalmers and Funeral Attendants 4461 Embalmers, Crematory Operators and Funeral Attendants | |
| 4520 Miscellaneous Personal Appearance Workers 4521 Manicurists and Pedicurists | |
| 4520 Miscellaneous Personal Appearance Workers 4522 Skincare Specialists | |
| 4520 Miscellaneous Personal Appearance Workers 4525 Other Personal Appearance Workers | |
| 4620 Recreation and Fitness Workers 4621 Exercise Trainers and Group Fitness Instructors | |
| 4620 Recreation and Fitness Workers 4622 Recreation Workers | |
| 4650 Personal Care and Service Workers, All Other 4655 Personal Care and Service Workers, All Other | |
| 5030 Communications Equipment Operators, All Other 5040 Communications Equipment Operators, All Other | |
| 5520 Dispatchers 5521 Public Safety Telecommunicators | |
| 5520 Dispatchers 5522 Dispatchers, Except Police, Fire, and Ambulance | |
| 5700 Secretaries and Administrative Assistants 5710 Executive Secretaries and Executive Administrative Assistants | |
| 5700 Secretaries and Administrative Assistants 5720 Legal Secretaries and Administrative Assistants | |
| 5700 Secretaries and Administrative Assistants 5730 Medical Secretaries and Administrative Assistants | |
| 5700 Secretaries and Administrative Assistants 5740 Secretaries and Administrative Assistants, Except Legal, Medical, and Executive | |
| 6100 Fishers and Related Fishing Workers 6115 Fishing and Hunting Workers | |
| 6300 Paving, Surfacing, and Tamping Equipment Operators 6305 Construction Equipment Operators | |
| 6420 Painters, Construction and Maintenance 6410 Painters and Paperhangers | |
| 6440 Pipelayers, Plumbers, Pipefitters, and Steamfitters 6441 Pipelayers | |
| 6440 Pipelayers, Plumbers, Pipefitters, and Steamfitters 6442 Plumbers, Pipefitters, and Steamfitters | |
| 6765 Miscellaneous construction and related workers, including photovoltaic installers 6540 Solar Photovoltaic Installers | |
| 9520 Dredge, Excavating, and Loading Machine Operators 6821 Excavating and Loading Machine and Dragline Operators, Surface Mining | |
| 6820 Earth Drillers, Except Oil and Gas 6825 Earth Drillers, Except Oil and Gas | |
| 6830 Explosives Workers, Ordnance Handling Experts, and Blasters 6835 Explosives Workers, Ordnance Handling Experts, and Blasters | |
| 6840 Mining Machine Operators 6850 Underground Mining Machine Operators | |
| 6940 Other Extraction Workers 6950 Other Extraction Workers | |
| 7630 Other Installation, Maintenance, and Repair Workers 7640 Other Installation, Maintenance, and Repair Workers | |
| 7900 Computer Control Programmers and Operators 7905 Computer Numerically Controlled Tool Operatiors and Programmers | |
| 7920 Extruding and Drawing Machine Setters, Operators, and Tenders, Metal and Plastic 7925 Forming Machine Setters, Operators, and Tenders, Metal and Plastic | |
| 8220 Metal Workers and Plastic Workers, All Other 8025 Other Machine Tool Setters, Operators, and Tenders, Metal and Plastic | |
| 8220 Metal Workers and Plastic Workers, All Other 8225 Other Metal Workers and Plastic Workers | |
| 8330 Shoe and Leather Workers and Repairers 8335 Shoe and Leather Workers | |
| 8400 Textile Cutting Machine Setters, Operators, and Tenders 8365 Textile Machine Setters, Operators, and Tenders | |
| 8460 Textile, Apparel, and Furnishings Workers, All Other 8465 Other Textile, Apparel, and Furnishings Workers | |
| 8550 Woodworkers, All Other 8555 Other Woodworkers | |
| 8965 Production Workers, All Other 8865 Other Production Equipment Operators and Tenders | |
| 8965 Production Workers, All Other 8990 Other Production Workers | |
| 9000 Supervisors of Transportation and Material Moving Workers 9005 Supervisors of Transportation and Material Moving Workers | |
| 9120 Bus Drivers 9121 Bus Drivers, School | |
| 9120 Bus Drivers 9122 Bus Drivers, Transit and Intercity | |
| 9120 Bus Drivers 9141 Shuttle Drivers and Chauffeurs | |
| 9140 Taxi Drivers and Chauffeurs 9142 Taxi Drivers | |
| 9200 Locomotive Engineers and Operators 9210 Locomotive Engineers and Operators | |
| 9260 Subway, Streetcar, and Other Rail Transportation Workers 9265 Other Rail Transportation Workers | |
| 9360 Automotive and Watercraft Service Attendants 9365 Transportation Service Attendants | |
| 9420 Other Transportation Workers 9430 Other Transportation Workers | |
| 9560 Hoist and Winch Operators 9570 Conveyor, Dredge, and Hoist and Winch Operators | |
| 5620 Stock Clerks and Order Fillers 9645 Stockers and Order Fillers | |
| 9750 Material Moving Workers, All Other 9760 Other Material Moving Workers | |
| 9820 Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members 9825 Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members |
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| OCC_CODE | OES_TITLE | teleworkable | |
|---|---|---|---|
| 11-1011 | Chief Executives | 1 | |
| 11-1021 | General and Operations Managers | 1 | |
| 11-2011 | Advertising and Promotions Managers | 1 | |
| 11-2021 | Marketing Managers | 1 | |
| 11-2022 | Sales Managers | 1 | |
| 11-2031 | Public Relations and Fundraising Managers | 1 | |
| 11-3011 | Administrative Services Managers | 1 | |
| 11-3021 | Computer and Information Systems Managers | 1 | |
| 11-3031 | Financial Managers | 1 | |
| 11-3051 | Industrial Production Managers | 0 | |
| 11-3061 | Purchasing Managers | 1 | |
| 11-3071 | Transportation, Storage, and Distribution Managers | .71276593 | |
| 11-3111 | Compensation and Benefits Managers | 1 | |
| 11-3121 | Human Resources Managers | 1 | |
| 11-3131 | Training and Development Managers | 1 | |
| 11-9013 | Farmers, Ranchers, and Other Agricultural Managers | 0 | |
| 11-9021 | Construction Managers | 0 | |
| 11-9031 | Education Administrators, Preschool and Childcare Center/Program | 0 | |
| 11-9032 | Education Administrators, Elementary and Secondary School | 1 | |
| 11-9033 | Education Administrators, Postsecondary | 1 | |
| 11-9039 | Education Administrators, All Other | 1 | |
| 11-9041 | Architectural and Engineering Managers | .5639894 | |
| 11-9051 | Food Service Managers | 0 | |
| 11-9061 | Funeral Service Managers | 0 | |
| 11-9071 | Gaming Managers | 0 | |
| 11-9081 | Lodging Managers | 0 | |
| 11-9111 | Medical and Health Services Managers | 1 | |
| 11-9121 | Natural Sciences Managers | 1 | |
| 11-9131 | Postmasters and Mail Superintendents | 1 | |
| 11-9141 | Property, Real Estate, and Community Association Managers | 1 | |
| 11-9151 | Social and Community Service Managers | 1 | |
| 11-9161 | Emergency Management Directors | 0 | |
| 11-9199 | Managers, All Other | .85611922 | |
| 13-1011 | Agents and Business Managers of Artists, Performers, and Athletes | 1 | |
| 13-1020 | Buyers and Purchasing Agents | 1 | |
| 13-1031 | Claims Adjusters, Examiners, and Investigators | 1 | |
| 13-1032 | Insurance Appraisers, Auto Damage | 0 | |
| 13-1041 | Compliance Officers | .47093514 | |
| 13-1051 | Cost Estimators | 1 | |
| 13-1071 | Human Resources Specialists | 1 | |
| 13-1074 | Farm Labor Contractors | 1 | |
| 13-1075 | Labor Relations Specialists | 1 | |
| 13-1081 | Logisticians | 1 | |
| 13-1111 | Management Analysts | 1 | |
| 13-1121 | Meeting, Convention, and Event Planners | 0 | |
| 13-1131 | Fundraisers | 0 | |
| 13-1141 | Compensation, Benefits, and Job Analysis Specialists | 1 | |
| 13-1151 | Training and Development Specialists | 1 | |
| 13-1161 | Market Research Analysts and Marketing Specialists | 1 | |
| 13-1199 | Business Operations Specialists, All Other | .84709477 | |
| 13-2011 | Accountants and Auditors | 1 | |
| 13-2021 | Appraisers and Assessors of Real Estate | 1 | |
| 13-2031 | Budget Analysts | 1 | |
| 13-2041 | Credit Analysts | 1 | |
| 13-2051 | Financial Analysts | 1 | |
| 13-2052 | Personal Financial Advisors | 1 | |
| 13-2053 | Insurance Underwriters | 1 | |
| 13-2061 | Financial Examiners | 1 | |
| 13-2071 | Credit Counselors | 1 | |
| 13-2072 | Loan Officers | 0 | |
| 13-2081 | Tax Examiners and Collectors, and Revenue Agents | 0 | |
| 13-2082 | Tax Preparers | 0 | |
| 13-2099 | Financial Specialists, All Other | 1 | |
| 15-1111 | Computer and Information Research Scientists | 1 | |
| 15-1121 | Computer Systems Analysts | 1 | |
| 15-1122 | Information Security Analysts | 1 | |
| 15-1131 | Computer Programmers | 1 | |
| 15-1132 | Software Developers, Applications | 1 | |
| 15-1133 | Software Developers, Systems Software | 1 | |
| 15-1134 | Web Developers | 1 | |
| 15-1141 | Database Administrators | 1 | |
| 15-1142 | Network and Computer Systems Administrators | 1 | |
| 15-1143 | Computer Network Architects | 1 | |
| 15-1151 | Computer User Support Specialists | 1 | |
| 15-1152 | Computer Network Support Specialists | 1 | |
| 15-1199 | Computer Occupations, All Other | 1 | |
| 15-2011 | Actuaries | 1 | |
| 15-2021 | Mathematicians | 1 | |
| 15-2031 | Operations Research Analysts | 1 | |
| 15-2041 | Statisticians | 1 | |
| 17-1011 | Architects, Except Landscape and Naval | 1 | |
| 17-1012 | Landscape Architects | 1 | |
| 17-1021 | Cartographers and Photogrammetrists | 1 | |
| 17-1022 | Surveyors | .39281288 | |
| 17-2011 | Aerospace Engineers | 1 | |
| 17-2021 | Agricultural Engineers | 0 | |
| 17-2031 | Biomedical Engineers | 1 | |
| 17-2041 | Chemical Engineers | 0 | |
| 17-2051 | Civil Engineers | 1 | |
| 17-2061 | Computer Hardware Engineers | 1 | |
| 17-2071 | Electrical Engineers | 1 | |
| 17-2072 | Electronics Engineers, Except Computer | 1 | |
| 17-2081 | Environmental Engineers | 1 | |
| 17-2111 | Health and Safety Engineers, Except Mining Safety Engineers and Inspectors | .34329501 | |
| 17-2112 | Industrial Engineers | .41860464 | |
| 17-2121 | Marine Engineers and Naval Architects | .5171504 | |
| 17-2131 | Materials Engineers | 0 | |
| 17-2141 | Mechanical Engineers | .27313432 | |
| 17-2151 | Mining and Geological Engineers, Including Mining Safety Engineers | 0 | |
| 17-2161 | Nuclear Engineers | 0 | |
| 17-2171 | Petroleum Engineers | 1 | |
| 17-2199 | Engineers, All Other | .47314981 | |
| 17-3011 | Architectural and Civil Drafters | 1 | |
| 17-3012 | Electrical and Electronics Drafters | 1 | |
| 17-3013 | Mechanical Drafters | 1 | |
| 17-3021 | Aerospace Engineering and Operations Technicians | 0 | |
| 17-3022 | Civil Engineering Technicians | 1 | |
| 17-3023 | Electrical and Electronics Engineering Technicians | 0 | |
| 17-3024 | Electro-Mechanical Technicians | 0 | |
| 17-3025 | Environmental Engineering Technicians | 0 | |
| 17-3026 | Industrial Engineering Technicians | 0 | |
| 17-3027 | Mechanical Engineering Technicians | 0 | |
| 17-3029 | Engineering Technicians, Except Drafters, All Other | 0 | |
| 17-3031 | Surveying and Mapping Technicians | .48927614 | |
| 19-1011 | Animal Scientists | 1 | |
| 19-1012 | Food Scientists and Technologists | 0 | |
| 19-1013 | Soil and Plant Scientists | 1 | |
| 19-1021 | Biochemists and Biophysicists | 0 | |
| 19-1022 | Microbiologists | 0 | |
| 19-1023 | Zoologists and Wildlife Biologists | 1 | |
| 19-1029 | Biological Scientists, All Other | .70949721 | |
| 19-1031 | Conservation Scientists | .32369941 | |
| 19-1032 | Foresters | 0 | |
| 19-1041 | Epidemiologists | 1 | |
| 19-1042 | Medical Scientists, Except Epidemiologists | 1 | |
| 19-2011 | Astronomers | 1 | |
| 19-2012 | Physicists | 1 | |
| 19-2021 | Atmospheric and Space Scientists | 1 | |
| 19-2031 | Chemists | 0 | |
| 19-2032 | Materials Scientists | 0 | |
| 19-2041 | Environmental Scientists and Specialists, Including Health | 1 | |
| 19-2042 | Geoscientists, Except Hydrologists and Geographers | 1 | |
| 19-2043 | Hydrologists | 1 | |
| 19-2099 | Physical Scientists, All Other | 1 | |
| 19-3011 | Economists | 1 | |
| 19-3022 | Survey Researchers | 1 | |
| 19-3031 | Clinical, Counseling, and School Psychologists | 1 | |
| 19-3032 | Industrial-Organizational Psychologists | 1 | |
| 19-3039 | Psychologists, All Other | 1 | |
| 19-3041 | Sociologists | 1 | |
| 19-3051 | Urban and Regional Planners | 0 | |
| 19-3091 | Anthropologists and Archeologists | 1 | |
| 19-3092 | Geographers | 1 | |
| 19-3093 | Historians | 0 | |
| 19-3094 | Political Scientists | 1 | |
| 19-3099 | Social Scientists and Related Workers, All Other | 1 | |
| 19-4011 | Agricultural and Food Science Technicians | 0 | |
| 19-4021 | Biological Technicians | 0 | |
| 19-4031 | Chemical Technicians | 0 | |
| 19-4041 | Geological and Petroleum Technicians | .46526656 | |
| 19-4051 | Nuclear Technicians | 0 | |
| 19-4061 | Social Science Research Assistants | .5 | |
| 19-4091 | Environmental Science and Protection Technicians, Including Health | 0 | |
| 19-4092 | Forensic Science Technicians | 0 | |
| 19-4093 | Forest and Conservation Technicians | 0 | |
| 19-4099 | Life, Physical, and Social Science Technicians, All Other | .53767371 | |
| 21-1012 | Educational, Guidance, School, and Vocational Counselors | 1 | |
| 21-1013 | Marriage and Family Therapists | 1 | |
| 21-1015 | Rehabilitation Counselors | 1 | |
| 21-1018 | Substance Abuse, Behavioral Disorder, and Mental Health Counselors | .5 | |
| 21-1021 | Child, Family, and School Social Workers | 0 | |
| 21-1022 | Healthcare Social Workers | 0 | |
| 21-1023 | Mental Health and Substance Abuse Social Workers | 0 | |
| 21-1091 | Health Educators | 0 | |
| 21-1092 | Probation Officers and Correctional Treatment Specialists | 1 | |
| 21-1093 | Social and Human Service Assistants | 0 | |
| 21-1094 | Community Health Workers | 0 | |
| 21-2011 | Clergy | 1 | |
| 21-2021 | Directors, Religious Activities and Education | 1 | |
| 23-1011 | Lawyers | 1 | |
| 23-1012 | Judicial Law Clerks | 1 | |
| 23-1021 | Administrative Law Judges, Adjudicators, and Hearing Officers | 1 | |
| 23-1022 | Arbitrators, Mediators, and Conciliators | 1 | |
| 23-1023 | Judges, Magistrate Judges, and Magistrates | 0 | |
| 23-2011 | Paralegals and Legal Assistants | 1 | |
| 23-2091 | Court Reporters | 1 | |
| 23-2093 | Title Examiners, Abstractors, and Searchers | 1 | |
| 25-1011 | Business Teachers, Postsecondary | 1 | |
| 25-1021 | Computer Science Teachers, Postsecondary | 1 | |
| 25-1022 | Mathematical Science Teachers, Postsecondary | 1 | |
| 25-1031 | Architecture Teachers, Postsecondary | 1 | |
| 25-1032 | Engineering Teachers, Postsecondary | 1 | |
| 25-1041 | Agricultural Sciences Teachers, Postsecondary | 1 | |
| 25-1042 | Biological Science Teachers, Postsecondary | 1 | |
| 25-1043 | Forestry and Conservation Science Teachers, Postsecondary | 1 | |
| 25-1051 | Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary | 1 | |
| 25-1052 | Chemistry Teachers, Postsecondary | 0 | |
| 25-1053 | Environmental Science Teachers, Postsecondary | 1 | |
| 25-1054 | Physics Teachers, Postsecondary | 1 | |
| 25-1061 | Anthropology and Archeology Teachers, Postsecondary | 1 | |
| 25-1062 | Area, Ethnic, and Cultural Studies Teachers, Postsecondary | 1 | |
| 25-1063 | Economics Teachers, Postsecondary | 1 | |
| 25-1064 | Geography Teachers, Postsecondary | 1 | |
| 25-1065 | Political Science Teachers, Postsecondary | 1 | |
| 25-1066 | Psychology Teachers, Postsecondary | 1 | |
| 25-1067 | Sociology Teachers, Postsecondary | 1 | |
| 25-1071 | Health Specialties Teachers, Postsecondary | 1 | |
| 25-1072 | Nursing Instructors and Teachers, Postsecondary | 1 | |
| 25-1081 | Education Teachers, Postsecondary | 1 | |
| 25-1082 | Library Science Teachers, Postsecondary | 1 | |
| 25-1111 | Criminal Justice and Law Enforcement Teachers, Postsecondary | 1 | |
| 25-1112 | Law Teachers, Postsecondary | 1 | |
| 25-1113 | Social Work Teachers, Postsecondary | 1 | |
| 25-1121 | Art, Drama, and Music Teachers, Postsecondary | 1 | |
| 25-1122 | Communications Teachers, Postsecondary | 1 | |
| 25-1123 | English Language and Literature Teachers, Postsecondary | 1 | |
| 25-1124 | Foreign Language and Literature Teachers, Postsecondary | 1 | |
| 25-1125 | History Teachers, Postsecondary | 1 | |
| 25-1126 | Philosophy and Religion Teachers, Postsecondary | 1 | |
| 25-1191 | Graduate Teaching Assistants | 1 | |
| 25-1192 | Home Economics Teachers, Postsecondary | 1 | |
| 25-1193 | Recreation and Fitness Studies Teachers, Postsecondary | 1 | |
| 25-1194 | Vocational Education Teachers, Postsecondary | 1 | |
| 25-2011 | Preschool Teachers, Except Special Education | 1 | |
| 25-2012 | Kindergarten Teachers, Except Special Education | 1 | |
| 25-2021 | Elementary School Teachers, Except Special Education | 1 | |
| 25-2022 | Middle School Teachers, Except Special and Career/Technical Education | 1 | |
| 25-2023 | Career/Technical Education Teachers, Middle School | 1 | |
| 25-2031 | Secondary School Teachers, Except Special and Career/Technical Education | 1 | |
| 25-2032 | Career/Technical Education Teachers, Secondary School | 1 | |
| 25-2051 | Special Education Teachers, Preschool | 1 | |
| 25-2052 | Special Education Teachers, Kindergarten and Elementary School | 1 | |
| 25-2053 | Special Education Teachers, Middle School | 1 | |
| 25-2054 | Special Education Teachers, Secondary School | 1 | |
| 25-2059 | Special Education Teachers, All Other | 0 | |
| 25-3011 | Adult Basic and Secondary Education and Literacy Teachers and Instructors | 1 | |
| 25-3021 | Self-Enrichment Education Teachers | 1 | |
| 25-3097 | Teachers and Instructors, All Other, Except Substitute Teachers | 1 | |
| 25-3098 | Substitute Teachers | 1 | |
| 25-4011 | Archivists | 1 | |
| 25-4012 | Curators | 1 | |
| 25-4013 | Museum Technicians and Conservators | 0 | |
| 25-4021 | Librarians | 1 | |
| 25-4031 | Library Technicians | 1 | |
| 25-9011 | Audio-Visual and Multimedia Collections Specialists | 1 | |
| 25-9021 | Farm and Home Management Advisors | 0 | |
| 25-9031 | Instructional Coordinators | 1 | |
| 25-9041 | Teacher Assistants | 1 | |
| 27-1011 | Art Directors | 1 | |
| 27-1012 | Craft Artists | 0 | |
| 27-1013 | Fine Artists, Including Painters, Sculptors, and Illustrators | 1 | |
| 27-1014 | Multimedia Artists and Animators | 1 | |
| 27-1021 | Commercial and Industrial Designers | 1 | |
| 27-1022 | Fashion Designers | 1 | |
| 27-1023 | Floral Designers | 1 | |
| 27-1024 | Graphic Designers | 1 | |
| 27-1025 | Interior Designers | 1 | |
| 27-1026 | Merchandise Displayers and Window Trimmers | 0 | |
| 27-1027 | Set and Exhibit Designers | 1 | |
| 27-2011 | Actors | 0 | |
| 27-2012 | Producers and Directors | .35332894 | |
| 27-2021 | Athletes and Sports Competitors | 1 | |
| 27-2022 | Coaches and Scouts | 1 | |
| 27-2023 | Umpires, Referees, and Other Sports Officials | 0 | |
| 27-2031 | Dancers | 0 | |
| 27-2032 | Choreographers | 0 | |
| 27-2041 | Music Directors and Composers | .43786126 | |
| 27-2042 | Musicians and Singers | 0 | |
| 27-3011 | Radio and Television Announcers | 0 | |
| 27-3012 | Public Address System and Other Announcers | 1 | |
| 27-3021 | Broadcast News Analysts | 0 | |
| 27-3022 | Reporters and Correspondents | 1 | |
| 27-3031 | Public Relations Specialists | 1 | |
| 27-3041 | Editors | 1 | |
| 27-3042 | Technical Writers | 1 | |
| 27-3043 | Writers and Authors | 1 | |
| 27-3091 | Interpreters and Translators | 0 | |
| 27-4011 | Audio and Video Equipment Technicians | 1 | |
| 27-4012 | Broadcast Technicians | 1 | |
| 27-4013 | Radio Operators | 1 | |
| 27-4014 | Sound Engineering Technicians | 1 | |
| 27-4021 | Photographers | 1 | |
| 27-4031 | Camera Operators, Television, Video, and Motion Picture | 0 | |
| 27-4032 | Film and Video Editors | 1 | |
| 29-1011 | Chiropractors | 0 | |
| 29-1021 | Dentists, General | 0 | |
| 29-1022 | Oral and Maxillofacial Surgeons | 0 | |
| 29-1023 | Orthodontists | 0 | |
| 29-1024 | Prosthodontists | 0 | |
| 29-1031 | Dietitians and Nutritionists | 0 | |
| 29-1041 | Optometrists | 0 | |
| 29-1051 | Pharmacists | 0 | |
| 29-1061 | Anesthesiologists | 0 | |
| 29-1062 | Family and General Practitioners | 0 | |
| 29-1063 | Internists, General | 0 | |
| 29-1064 | Obstetricians and Gynecologists | 0 | |
| 29-1065 | Pediatricians, General | 0 | |
| 29-1066 | Psychiatrists | 1 | |
| 29-1067 | Surgeons | 0 | |
| 29-1069 | Physicians and Surgeons, All Other | .10460152 | |
| 29-1071 | Physician Assistants | 0 | |
| 29-1081 | Podiatrists | 0 | |
| 29-1122 | Occupational Therapists | 0 | |
| 29-1123 | Physical Therapists | 0 | |
| 29-1124 | Radiation Therapists | 0 | |
| 29-1125 | Recreational Therapists | .74786848 | |
| 29-1126 | Respiratory Therapists | 0 | |
| 29-1127 | Speech-Language Pathologists | 1 | |
| 29-1128 | Exercise Physiologists | 0 | |
| 29-1131 | Veterinarians | 0 | |
| 29-1141 | Registered Nurses | 0 | |
| 29-1151 | Nurse Anesthetists | 0 | |
| 29-1161 | Nurse Midwives | 0 | |
| 29-1171 | Nurse Practitioners | 0 | |
| 29-1181 | Audiologists | 0 | |
| 29-1199 | Health Diagnosing and Treating Practitioners, All Other | 0 | |
| 29-2010 | Clinical Laboratory Technologists and Technicians | 0 | |
| 29-2021 | Dental Hygienists | 0 | |
| 29-2031 | Cardiovascular Technologists and Technicians | 0 | |
| 29-2032 | Diagnostic Medical Sonographers | 0 | |
| 29-2033 | Nuclear Medicine Technologists | 0 | |
| 29-2034 | Radiologic Technologists | 0 | |
| 29-2035 | Magnetic Resonance Imaging Technologists | 0 | |
| 29-2041 | Emergency Medical Technicians and Paramedics | 0 | |
| 29-2051 | Dietetic Technicians | 0 | |
| 29-2052 | Pharmacy Technicians | 0 | |
| 29-2053 | Psychiatric Technicians | 0 | |
| 29-2054 | Respiratory Therapy Technicians | 0 | |
| 29-2055 | Surgical Technologists | 0 | |
| 29-2056 | Veterinary Technologists and Technicians | 0 | |
| 29-2057 | Ophthalmic Medical Technicians | 0 | |
| 29-2061 | Licensed Practical and Licensed Vocational Nurses | 0 | |
| 29-2071 | Medical Records and Health Information Technicians | 1 | |
| 29-2081 | Opticians, Dispensing | 0 | |
| 29-2091 | Orthotists and Prosthetists | 0 | |
| 29-2092 | Hearing Aid Specialists | 0 | |
| 29-2099 | Health Technologists and Technicians, All Other | 0 | |
| 29-9011 | Occupational Health and Safety Specialists | 0 | |
| 29-9012 | Occupational Health and Safety Technicians | 0 | |
| 29-9091 | Athletic Trainers | 1 | |
| 29-9092 | Genetic Counselors | 1 | |
| 29-9099 | Healthcare Practitioners and Technical Workers, All Other | 0 | |
| 31-1011 | Home Health Aides | 0 | |
| 31-1013 | Psychiatric Aides | 0 | |
| 31-1014 | Nursing Assistants | 0 | |
| 31-1015 | Orderlies | 0 | |
| 31-2011 | Occupational Therapy Assistants | 0 | |
| 31-2012 | Occupational Therapy Aides | 0 | |
| 31-2021 | Physical Therapist Assistants | 0 | |
| 31-2022 | Physical Therapist Aides | 0 | |
| 31-9011 | Massage Therapists | 0 | |
| 31-9091 | Dental Assistants | 0 | |
| 31-9092 | Medical Assistants | 0 | |
| 31-9093 | Medical Equipment Preparers | 0 | |
| 31-9094 | Medical Transcriptionists | 1 | |
| 31-9095 | Pharmacy Aides | 0 | |
| 31-9096 | Veterinary Assistants and Laboratory Animal Caretakers | 0 | |
| 31-9097 | Phlebotomists | 0 | |
| 31-9099 | Healthcare Support Workers, All Other | .31505251 | |
| 33-1011 | First-Line Supervisors of Correctional Officers | 0 | |
| 33-1012 | First-Line Supervisors of Police and Detectives | 0 | |
| 33-1021 | First-Line Supervisors of Fire Fighting and Prevention Workers | 0 | |
| 33-2011 | Firefighters | 0 | |
| 33-2021 | Fire Inspectors and Investigators | 0 | |
| 33-2022 | Forest Fire Inspectors and Prevention Specialists | 0 | |
| 33-3011 | Bailiffs | 0 | |
| 33-3012 | Correctional Officers and Jailers | 0 | |
| 33-3021 | Detectives and Criminal Investigators | .20884521 | |
| 33-3031 | Fish and Game Wardens | 0 | |
| 33-3041 | Parking Enforcement Workers | 0 | |
| 33-3051 | Police and Sheriff's Patrol Officers | 0 | |
| 33-3052 | Transit and Railroad Police | 0 | |
| 33-9011 | Animal Control Workers | 0 | |
| 33-9021 | Private Detectives and Investigators | 1 | |
| 33-9031 | Gaming Surveillance Officers and Gaming Investigators | 1 | |
| 33-9032 | Security Guards | 0 | |
| 33-9091 | Crossing Guards | 0 | |
| 33-9092 | Lifeguards, Ski Patrol, and Other Recreational Protective Service Workers | 0 | |
| 33-9093 | Transportation Security Screeners | 0 | |
| 33-9099 | Protective Service Workers, All Other | 1 | |
| 35-1011 | Chefs and Head Cooks | 0 | |
| 35-1012 | First-Line Supervisors of Food Preparation and Serving Workers | 0 | |
| 35-2011 | Cooks, Fast Food | 0 | |
| 35-2012 | Cooks, Institution and Cafeteria | 0 | |
| 35-2013 | Cooks, Private Household | 1 | |
| 35-2014 | Cooks, Restaurant | 0 | |
| 35-2015 | Cooks, Short Order | 0 | |
| 35-2021 | Food Preparation Workers | 0 | |
| 35-3011 | Bartenders | 0 | |
| 35-3021 | Combined Food Preparation and Serving Workers, Including Fast Food | 0 | |
| 35-3022 | Counter Attendants, Cafeteria, Food Concession, and Coffee Shop | 0 | |
| 35-3031 | Waiters and Waitresses | 0 | |
| 35-3041 | Food Servers, Nonrestaurant | 0 | |
| 35-9011 | Dining Room and Cafeteria Attendants and Bartender Helpers | 0 | |
| 35-9021 | Dishwashers | 0 | |
| 35-9031 | Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop | 0 | |
| 37-1011 | First-Line Supervisors of Housekeeping and Janitorial Workers | 0 | |
| 37-1012 | First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers | 0 | |
| 37-2011 | Janitors and Cleaners, Except Maids and Housekeeping Cleaners | 0 | |
| 37-2012 | Maids and Housekeeping Cleaners | 0 | |
| 37-2021 | Pest Control Workers | 0 | |
| 37-3011 | Landscaping and Groundskeeping Workers | 0 | |
| 37-3012 | Pesticide Handlers, Sprayers, and Applicators, Vegetation | 0 | |
| 37-3013 | Tree Trimmers and Pruners | 0 | |
| 39-1010 | First-Line Supervisors of Gaming Workers | 0 | |
| 39-1021 | First-Line Supervisors of Personal Service Workers | .60051215 | |
| 39-2011 | Animal Trainers | 0 | |
| 39-2021 | Nonfarm Animal Caretakers | 0 | |
| 39-3011 | Gaming Dealers | 1 | |
| 39-3012 | Gaming and Sports Book Writers and Runners | 0 | |
| 39-3021 | Motion Picture Projectionists | 0 | |
| 39-3031 | Ushers, Lobby Attendants, and Ticket Takers | 1 | |
| 39-3091 | Amusement and Recreation Attendants | 0 | |
| 39-3092 | Costume Attendants | 0 | |
| 39-3093 | Locker Room, Coatroom, and Dressing Room Attendants | 0 | |
| 39-4011 | Embalmers | 0 | |
| 39-4021 | Funeral Attendants | 0 | |
| 39-4031 | Morticians, Undertakers, and Funeral Directors | 0 | |
| 39-5011 | Barbers | 0 | |
| 39-5012 | Hairdressers, Hairstylists, and Cosmetologists | 0 | |
| 39-5091 | Makeup Artists, Theatrical and Performance | 1 | |
| 39-5092 | Manicurists and Pedicurists | 0 | |
| 39-5093 | Shampooers | 0 | |
| 39-5094 | Skincare Specialists | 0 | |
| 39-6011 | Baggage Porters and Bellhops | 0 | |
| 39-6012 | Concierges | 0 | |
| 39-7010 | Tour and Travel Guides | 0 | |
| 39-9011 | Childcare Workers | 1 | |
| 39-9021 | Personal Care Aides | 0 | |
| 39-9031 | Fitness Trainers and Aerobics Instructors | 0 | |
| 39-9032 | Recreation Workers | 1 | |
| 39-9041 | Residential Advisors | 1 | |
| 41-1011 | First-Line Supervisors of Retail Sales Workers | 0 | |
| 41-1012 | First-Line Supervisors of Non-Retail Sales Workers | 1 | |
| 41-2011 | Cashiers | 0 | |
| 41-2012 | Gaming Change Persons and Booth Cashiers | 0 | |
| 41-2021 | Counter and Rental Clerks | 0 | |
| 41-2022 | Parts Salespersons | 0 | |
| 41-2031 | Retail Salespersons | 0 | |
| 41-3011 | Advertising Sales Agents | 0 | |
| 41-3021 | Insurance Sales Agents | 1 | |
| 41-3031 | Securities, Commodities, and Financial Services Sales Agents | 1 | |
| 41-3041 | Travel Agents | 0 | |
| 41-3099 | Sales Representatives, Services, All Other | 1 | |
| 41-4011 | Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products | 1 | |
| 41-4012 | Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products | 1 | |
| 41-9011 | Demonstrators and Product Promoters | 0 | |
| 41-9012 | Models | 1 | |
| 41-9021 | Real Estate Brokers | 1 | |
| 41-9022 | Real Estate Sales Agents | 0 | |
| 41-9031 | Sales Engineers | 1 | |
| 41-9041 | Telemarketers | 1 | |
| 41-9091 | Door-to-Door Sales Workers, News and Street Vendors, and Related Workers | 0 | |
| 43-1011 | First-Line Supervisors of Office and Administrative Support Workers | 1 | |
| 43-2011 | Switchboard Operators, Including Answering Service | 1 | |
| 43-2021 | Telephone Operators | 0 | |
| 43-3011 | Bill and Account Collectors | 1 | |
| 43-3021 | Billing and Posting Clerks | .71072322 | |
| 43-3031 | Bookkeeping, Accounting, and Auditing Clerks | 1 | |
| 43-3041 | Gaming Cage Workers | 0 | |
| 43-3051 | Payroll and Timekeeping Clerks | 1 | |
| 43-3061 | Procurement Clerks | 1 | |
| 43-3071 | Tellers | 0 | |
| 43-4011 | Brokerage Clerks | 1 | |
| 43-4021 | Correspondence Clerks | 1 | |
| 43-4031 | Court, Municipal, and License Clerks | .31274432 | |
| 43-4041 | Credit Authorizers, Checkers, and Clerks | 1 | |
| 43-4051 | Customer Service Representatives | .61349696 | |
| 43-4061 | Eligibility Interviewers, Government Programs | 0 | |
| 43-4071 | File Clerks | 1 | |
| 43-4081 | Hotel, Motel, and Resort Desk Clerks | 0 | |
| 43-4111 | Interviewers, Except Eligibility and Loan | 1 | |
| 43-4121 | Library Assistants, Clerical | 0 | |
| 43-4131 | Loan Interviewers and Clerks | 0 | |
| 43-4141 | New Accounts Clerks | 0 | |
| 43-4151 | Order Clerks | 1 | |
| 43-4161 | Human Resources Assistants, Except Payroll and Timekeeping | 1 | |
| 43-4171 | Receptionists and Information Clerks | 0 | |
| 43-4181 | Reservation and Transportation Ticket Agents and Travel Clerks | 0 | |
| 43-5011 | Cargo and Freight Agents | 1 | |
| 43-5021 | Couriers and Messengers | 1 | |
| 43-5031 | Police, Fire, and Ambulance Dispatchers | 0 | |
| 43-5032 | Dispatchers, Except Police, Fire, and Ambulance | 1 | |
| 43-5041 | Meter Readers, Utilities | 0 | |
| 43-5051 | Postal Service Clerks | 0 | |
| 43-5052 | Postal Service Mail Carriers | 0 | |
| 43-5053 | Postal Service Mail Sorters, Processors, and Processing Machine Operators | 0 | |
| 43-5061 | Production, Planning, and Expediting Clerks | 0 | |
| 43-5071 | Shipping, Receiving, and Traffic Clerks | 0 | |
| 43-5081 | Stock Clerks and Order Fillers | .15364583 | |
| 43-5111 | Weighers, Measurers, Checkers, and Samplers, Recordkeeping | 0 | |
| 43-6011 | Executive Secretaries and Executive Administrative Assistants | 1 | |
| 43-6012 | Legal Secretaries | 1 | |
| 43-6013 | Medical Secretaries | 1 | |
| 43-6014 | Secretaries and Administrative Assistants, Except Legal, Medical, and Executive | 1 | |
| 43-9011 | Computer Operators | 1 | |
| 43-9021 | Data Entry Keyers | 1 | |
| 43-9022 | Word Processors and Typists | 1 | |
| 43-9031 | Desktop Publishers | 1 | |
| 43-9041 | Insurance Claims and Policy Processing Clerks | 1 | |
| 43-9051 | Mail Clerks and Mail Machine Operators, Except Postal Service | 1 | |
| 43-9061 | Office Clerks, General | 1 | |
| 43-9071 | Office Machine Operators, Except Computer | 1 | |
| 43-9081 | Proofreaders and Copy Markers | 1 | |
| 43-9111 | Statistical Assistants | 1 | |
| 45-1011 | First-Line Supervisors of Farming, Fishing, and Forestry Workers | .26403061 | |
| 45-2011 | Agricultural Inspectors | 0 | |
| 45-2021 | Animal Breeders | 0 | |
| 45-2041 | Graders and Sorters, Agricultural Products | 0 | |
| 45-2091 | Agricultural Equipment Operators | 0 | |
| 45-2092 | Farmworkers and Laborers, Crop, Nursery, and Greenhouse | 0 | |
| 45-2093 | Farmworkers, Farm, Ranch, and Aquacultural Animals | 0 | |
| 45-3011 | Fishers and Related Fishing Workers | 0 | |
| 45-3021 | Hunters and Trappers | 0 | |
| 45-4011 | Forest and Conservation Workers | 0 | |
| 45-4021 | Fallers | 0 | |
| 45-4022 | Logging Equipment Operators | 0 | |
| 45-4023 | Log Graders and Scalers | 0 | |
| 47-1011 | First-Line Supervisors of Construction Trades and Extraction Workers | 0 | |
| 47-2011 | Boilermakers | 0 | |
| 47-2021 | Brickmasons and Blockmasons | 0 | |
| 47-2022 | Stonemasons | 0 | |
| 47-2031 | Carpenters | 0 | |
| 47-2041 | Carpet Installers | 0 | |
| 47-2042 | Floor Layers, Except Carpet, Wood, and Hard Tiles | 0 | |
| 47-2043 | Floor Sanders and Finishers | 0 | |
| 47-2044 | Tile and Marble Setters | 0 | |
| 47-2051 | Cement Masons and Concrete Finishers | 0 | |
| 47-2053 | Terrazzo Workers and Finishers | 0 | |
| 47-2061 | Construction Laborers | 0 | |
| 47-2071 | Paving, Surfacing, and Tamping Equipment Operators | 0 | |
| 47-2072 | Pile-Driver Operators | 0 | |
| 47-2073 | Operating Engineers and Other Construction Equipment Operators | 0 | |
| 47-2081 | Drywall and Ceiling Tile Installers | 0 | |
| 47-2082 | Tapers | 0 | |
| 47-2111 | Electricians | 0 | |
| 47-2121 | Glaziers | 0 | |
| 47-2131 | Insulation Workers, Floor, Ceiling, and Wall | 0 | |
| 47-2132 | Insulation Workers, Mechanical | 0 | |
| 47-2141 | Painters, Construction and Maintenance | 0 | |
| 47-2142 | Paperhangers | 0 | |
| 47-2151 | Pipelayers | 0 | |
| 47-2152 | Plumbers, Pipefitters, and Steamfitters | 0 | |
| 47-2161 | Plasterers and Stucco Masons | 0 | |
| 47-2171 | Reinforcing Iron and Rebar Workers | 0 | |
| 47-2181 | Roofers | 0 | |
| 47-2211 | Sheet Metal Workers | 0 | |
| 47-2221 | Structural Iron and Steel Workers | 0 | |
| 47-2231 | Solar Photovoltaic Installers | 0 | |
| 47-3011 | Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters | 0 | |
| 47-3012 | Helpers--Carpenters | 0 | |
| 47-3013 | Helpers--Electricians | 0 | |
| 47-3014 | Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons | 0 | |
| 47-3015 | Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters | 0 | |
| 47-3016 | Helpers--Roofers | 0 | |
| 47-4011 | Construction and Building Inspectors | 0 | |
| 47-4021 | Elevator Installers and Repairers | 0 | |
| 47-4031 | Fence Erectors | 0 | |
| 47-4041 | Hazardous Materials Removal Workers | 0 | |
| 47-4051 | Highway Maintenance Workers | 0 | |
| 47-4061 | Rail-Track Laying and Maintenance Equipment Operators | 0 | |
| 47-4071 | Septic Tank Servicers and Sewer Pipe Cleaners | 0 | |
| 47-4090 | Miscellaneous Construction and Related Workers | .1986755 | |
| 47-5011 | Derrick Operators, Oil and Gas | 0 | |
| 47-5012 | Rotary Drill Operators, Oil and Gas | 0 | |
| 47-5013 | Service Unit Operators, Oil, Gas, and Mining | 0 | |
| 47-5021 | Earth Drillers, Except Oil and Gas | 0 | |
| 47-5031 | Explosives Workers, Ordnance Handling Experts, and Blasters | 0 | |
| 47-5041 | Continuous Mining Machine Operators | 0 | |
| 47-5042 | Mine Cutting and Channeling Machine Operators | 0 | |
| 47-5051 | Rock Splitters, Quarry | 0 | |
| 47-5061 | Roof Bolters, Mining | 0 | |
| 47-5071 | Roustabouts, Oil and Gas | 0 | |
| 47-5081 | Helpers--Extraction Workers | 0 | |
| 49-1011 | First-Line Supervisors of Mechanics, Installers, and Repairers | 0 | |
| 49-2011 | Computer, Automated Teller, and Office Machine Repairers | 0 | |
| 49-2021 | Radio, Cellular, and Tower Equipment Installers and Repairers | 0 | |
| 49-2022 | Telecommunications Equipment Installers and Repairers, Except Line Installers | 0 | |
| 49-2091 | Avionics Technicians | 0 | |
| 49-2092 | Electric Motor, Power Tool, and Related Repairers | 0 | |
| 49-2093 | Electrical and Electronics Installers and Repairers, Transportation Equipment | 0 | |
| 49-2094 | Electrical and Electronics Repairers, Commercial and Industrial Equipment | 0 | |
| 49-2095 | Electrical and Electronics Repairers, Powerhouse, Substation, and Relay | 0 | |
| 49-2096 | Electronic Equipment Installers and Repairers, Motor Vehicles | 0 | |
| 49-2097 | Electronic Home Entertainment Equipment Installers and Repairers | 0 | |
| 49-2098 | Security and Fire Alarm Systems Installers | 0 | |
| 49-3011 | Aircraft Mechanics and Service Technicians | 0 | |
| 49-3021 | Automotive Body and Related Repairers | 0 | |
| 49-3022 | Automotive Glass Installers and Repairers | 0 | |
| 49-3023 | Automotive Service Technicians and Mechanics | 0 | |
| 49-3031 | Bus and Truck Mechanics and Diesel Engine Specialists | 0 | |
| 49-3041 | Farm Equipment Mechanics and Service Technicians | 0 | |
| 49-3042 | Mobile Heavy Equipment Mechanics, Except Engines | 0 | |
| 49-3043 | Rail Car Repairers | 0 | |
| 49-3051 | Motorboat Mechanics and Service Technicians | 0 | |
| 49-3052 | Motorcycle Mechanics | 0 | |
| 49-3053 | Outdoor Power Equipment and Other Small Engine Mechanics | 0 | |
| 49-3091 | Bicycle Repairers | 0 | |
| 49-3092 | Recreational Vehicle Service Technicians | 0 | |
| 49-3093 | Tire Repairers and Changers | 0 | |
| 49-9011 | Mechanical Door Repairers | 0 | |
| 49-9012 | Control and Valve Installers and Repairers, Except Mechanical Door | 0 | |
| 49-9021 | Heating, Air Conditioning, and Refrigeration Mechanics and Installers | 0 | |
| 49-9031 | Home Appliance Repairers | 0 | |
| 49-9041 | Industrial Machinery Mechanics | 0 | |
| 49-9043 | Maintenance Workers, Machinery | 0 | |
| 49-9044 | Millwrights | 0 | |
| 49-9045 | Refractory Materials Repairers, Except Brickmasons | 0 | |
| 49-9051 | Electrical Power-Line Installers and Repairers | 0 | |
| 49-9052 | Telecommunications Line Installers and Repairers | 0 | |
| 49-9061 | Camera and Photographic Equipment Repairers | 0 | |
| 49-9062 | Medical Equipment Repairers | 0 | |
| 49-9063 | Musical Instrument Repairers and Tuners | 0 | |
| 49-9064 | Watch Repairers | 0 | |
| 49-9071 | Maintenance and Repair Workers, General | 0 | |
| 49-9081 | Wind Turbine Service Technicians | 0 | |
| 49-9091 | Coin, Vending, and Amusement Machine Servicers and Repairers | 1 | |
| 49-9092 | Commercial Divers | 0 | |
| 49-9093 | Fabric Menders, Except Garment | 0 | |
| 49-9094 | Locksmiths and Safe Repairers | 0 | |
| 49-9095 | Manufactured Building and Mobile Home Installers | 0 | |
| 49-9096 | Riggers | 0 | |
| 49-9097 | Signal and Track Switch Repairers | 0 | |
| 49-9098 | Helpers--Installation, Maintenance, and Repair Workers | 0 | |
| 49-9099 | Installation, Maintenance, and Repair Workers, All Other | 0 | |
| 51-1011 | First-Line Supervisors of Production and Operating Workers | 0 | |
| 51-2011 | Aircraft Structure, Surfaces, Rigging, and Systems Assemblers | 0 | |
| 51-2021 | Coil Winders, Tapers, and Finishers | 0 | |
| 51-2028 | Electrical, Electronic, and Electromechanical Assemblers, Except Coil Winders, Tapers, and Finishers | 0 | |
| 51-2031 | Engine and Other Machine Assemblers | 0 | |
| 51-2041 | Structural Metal Fabricators and Fitters | 0 | |
| 51-2091 | Fiberglass Laminators and Fabricators | 0 | |
| 51-2093 | Timing Device Assemblers and Adjusters | 0 | |
| 51-2098 | Assemblers and Fabricators, All Other, Including Team Assemblers | 0 | |
| 51-3011 | Bakers | 0 | |
| 51-3021 | Butchers and Meat Cutters | 0 | |
| 51-3022 | Meat, Poultry, and Fish Cutters and Trimmers | 0 | |
| 51-3023 | Slaughterers and Meat Packers | 0 | |
| 51-3091 | Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders | 0 | |
| 51-3092 | Food Batchmakers | 0 | |
| 51-3093 | Food Cooking Machine Operators and Tenders | 0 | |
| 51-4011 | Computer-Controlled Machine Tool Operators, Metal and Plastic | 0 | |
| 51-4012 | Computer Numerically Controlled Machine Tool Programmers, Metal and Plastic | 0 | |
| 51-4021 | Extruding and Drawing Machine Setters, Operators, and Tenders, Metal and Plastic | 0 | |
| 51-4022 | Forging Machine Setters, Operators, and Tenders, Metal and Plastic | 0 | |
| 51-4023 | Rolling Machine Setters, Operators, and Tenders, Metal and Plastic | 0 | |
| 51-4031 | Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic | 0 | |
| 51-4032 | Drilling and Boring Machine Tool Setters, Operators, and Tenders, Metal and Plastic | 0 | |
| 51-4033 | Grinding, Lapping, Polishing, and Buffing Machine Tool Setters, Operators, and Tenders, Metal and Plastic | 0 | |
| 51-4034 | Lathe and Turning Machine Tool Setters, Operators, and Tenders, Metal and Plastic | 0 | |
| 51-4035 | Milling and Planing Machine Setters, Operators, and Tenders, Metal and Plastic | 0 | |
| 51-4041 | Machinists | 0 | |
| 51-4051 | Metal-Refining Furnace Operators and Tenders | 0 | |
| 51-4052 | Pourers and Casters, Metal | 0 | |
| 51-4061 | Model Makers, Metal and Plastic | 0 | |
| 51-4062 | Patternmakers, Metal and Plastic | 0 | |
| 51-4071 | Foundry Mold and Coremakers | 0 | |
| 51-4072 | Molding, Coremaking, and Casting Machine Setters, Operators, and Tenders, Metal and Plastic | 0 | |
| 51-4081 | Multiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic | 0 | |
| 51-4111 | Tool and Die Makers | 0 | |
| 51-4121 | Welders, Cutters, Solderers, and Brazers | 0 | |
| 51-4122 | Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders | 0 | |
| 51-4191 | Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic | 0 | |
| 51-4192 | Layout Workers, Metal and Plastic | 0 | |
| 51-4193 | Plating and Coating Machine Setters, Operators, and Tenders, Metal and Plastic | 0 | |
| 51-4194 | Tool Grinders, Filers, and Sharpeners | 0 | |
| 51-5111 | Prepress Technicians and Workers | 1 | |
| 51-5112 | Printing Press Operators | 0 | |
| 51-5113 | Print Binding and Finishing Workers | 0 | |
| 51-6011 | Laundry and Dry-Cleaning Workers | 0 | |
| 51-6021 | Pressers, Textile, Garment, and Related Materials | 0 | |
| 51-6031 | Sewing Machine Operators | 0 | |
| 51-6041 | Shoe and Leather Workers and Repairers | 0 | |
| 51-6042 | Shoe Machine Operators and Tenders | 0 | |
| 51-6051 | Sewers, Hand | 0 | |
| 51-6052 | Tailors, Dressmakers, and Custom Sewers | 0 | |
| 51-6061 | Textile Bleaching and Dyeing Machine Operators and Tenders | 0 | |
| 51-6062 | Textile Cutting Machine Setters, Operators, and Tenders | 0 | |
| 51-6063 | Textile Knitting and Weaving Machine Setters, Operators, and Tenders | 0 | |
| 51-6064 | Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders | 0 | |
| 51-6091 | Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers | 0 | |
| 51-6092 | Fabric and Apparel Patternmakers | 1 | |
| 51-6093 | Upholsterers | 0 | |
| 51-7011 | Cabinetmakers and Bench Carpenters | 0 | |
| 51-7021 | Furniture Finishers | 0 | |
| 51-7031 | Model Makers, Wood | 0 | |
| 51-7032 | Patternmakers, Wood | 0 | |
| 51-7041 | Sawing Machine Setters, Operators, and Tenders, Wood | 0 | |
| 51-7042 | Woodworking Machine Setters, Operators, and Tenders, Except Sawing | 0 | |
| 51-8011 | Nuclear Power Reactor Operators | 0 | |
| 51-8012 | Power Distributors and Dispatchers | 0 | |
| 51-8013 | Power Plant Operators | 0 | |
| 51-8021 | Stationary Engineers and Boiler Operators | 0 | |
| 51-8031 | Water and Wastewater Treatment Plant and System Operators | 0 | |
| 51-8091 | Chemical Plant and System Operators | 0 | |
| 51-8092 | Gas Plant Operators | 0 | |
| 51-8093 | Petroleum Pump System Operators, Refinery Operators, and Gaugers | 0 | |
| 51-8099 | Plant and System Operators, All Other | 0 | |
| 51-9011 | Chemical Equipment Operators and Tenders | 0 | |
| 51-9012 | Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders | 0 | |
| 51-9021 | Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders | 0 | |
| 51-9022 | Grinding and Polishing Workers, Hand | 0 | |
| 51-9023 | Mixing and Blending Machine Setters, Operators, and Tenders | 0 | |
| 51-9031 | Cutters and Trimmers, Hand | 0 | |
| 51-9032 | Cutting and Slicing Machine Setters, Operators, and Tenders | 0 | |
| 51-9041 | Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders | 0 | |
| 51-9051 | Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders | 0 | |
| 51-9061 | Inspectors, Testers, Sorters, Samplers, and Weighers | 0 | |
| 51-9071 | Jewelers and Precious Stone and Metal Workers | .2914485 | |
| 51-9081 | Dental Laboratory Technicians | 0 | |
| 51-9082 | Medical Appliance Technicians | 0 | |
| 51-9083 | Ophthalmic Laboratory Technicians | 1 | |
| 51-9111 | Packaging and Filling Machine Operators and Tenders | 0 | |
| 51-9121 | Coating, Painting, and Spraying Machine Setters, Operators, and Tenders | 0 | |
| 51-9122 | Painters, Transportation Equipment | 0 | |
| 51-9123 | Painting, Coating, and Decorating Workers | 1 | |
| 51-9141 | Semiconductor Processors | 0 | |
| 51-9151 | Photographic Process Workers and Processing Machine Operators | 0 | |
| 51-9191 | Adhesive Bonding Machine Operators and Tenders | 0 | |
| 51-9192 | Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders | 0 | |
| 51-9193 | Cooling and Freezing Equipment Operators and Tenders | 0 | |
| 51-9194 | Etchers and Engravers | 0 | |
| 51-9195 | Molders, Shapers, and Casters, Except Metal and Plastic | 0 | |
| 51-9196 | Paper Goods Machine Setters, Operators, and Tenders | 0 | |
| 51-9197 | Tire Builders | 0 | |
| 51-9198 | Helpers--Production Workers | 0 | |
| 51-9199 | Production Workers, All Other | 0 | |
| 53-1011 | Aircraft Cargo Handling Supervisors | 0 | |
| 53-1048 | First-Line Supervisors of Transportation and Material Moving Workers, Except Aircraft Cargo Handling Supervisors | .79337096 | |
| 53-2011 | Airline Pilots, Copilots, and Flight Engineers | 0 | |
| 53-2012 | Commercial Pilots | 0 | |
| 53-2021 | Air Traffic Controllers | 1 | |
| 53-2022 | Airfield Operations Specialists | 0 | |
| 53-2031 | Flight Attendants | 0 | |
| 53-3011 | Ambulance Drivers and Attendants, Except Emergency Medical Technicians | 0 | |
| 53-3021 | Bus Drivers, Transit and Intercity | 0 | |
| 53-3022 | Bus Drivers, School or Special Client | 0 | |
| 53-3031 | Driver/Sales Workers | 0 | |
| 53-3032 | Heavy and Tractor-Trailer Truck Drivers | 0 | |
| 53-3033 | Light Truck or Delivery Services Drivers | 0 | |
| 53-3041 | Taxi Drivers and Chauffeurs | 0 | |
| 53-4011 | Locomotive Engineers | 0 | |
| 53-4012 | Locomotive Firers | 0 | |
| 53-4013 | Rail Yard Engineers, Dinkey Operators, and Hostlers | 0 | |
| 53-4021 | Railroad Brake, Signal, and Switch Operators | 0 | |
| 53-4031 | Railroad Conductors and Yardmasters | 0 | |
| 53-4041 | Subway and Streetcar Operators | 0 | |
| 53-5011 | Sailors and Marine Oilers | 0 | |
| 53-5021 | Captains, Mates, and Pilots of Water Vessels | 0 | |
| 53-5022 | Motorboat Operators | 0 | |
| 53-5031 | Ship Engineers | 0 | |
| 53-6011 | Bridge and Lock Tenders | 0 | |
| 53-6021 | Parking Lot Attendants | 0 | |
| 53-6031 | Automotive and Watercraft Service Attendants | 0 | |
| 53-6041 | Traffic Technicians | 0 | |
| 53-6051 | Transportation Inspectors | 0 | |
| 53-6061 | Transportation Attendants, Except Flight Attendants | 0 | |
| 53-7011 | Conveyor Operators and Tenders | 0 | |
| 53-7021 | Crane and Tower Operators | 0 | |
| 53-7031 | Dredge Operators | 0 | |
| 53-7032 | Excavating and Loading Machine and Dragline Operators | 0 | |
| 53-7033 | Loading Machine Operators, Underground Mining | 0 | |
| 53-7041 | Hoist and Winch Operators | 0 | |
| 53-7051 | Industrial Truck and Tractor Operators | 0 | |
| 53-7061 | Cleaners of Vehicles and Equipment | 0 | |
| 53-7062 | Laborers and Freight, Stock, and Material Movers, Hand | 0 | |
| 53-7063 | Machine Feeders and Offbearers | 0 | |
| 53-7064 | Packers and Packagers, Hand | 0 | |
| 53-7071 | Gas Compressor and Gas Pumping Station Operators | 0 | |
| 53-7072 | Pump Operators, Except Wellhead Pumpers | 0 | |
| 53-7073 | Wellhead Pumpers | 0 | |
| 53-7081 | Refuse and Recyclable Material Collectors | 0 | |
| 53-7111 | Mine Shuttle Car Operators | 0 | |
| 53-7121 | Tank Car, Truck, and Ship Loaders | 0 |
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