Download Occupational Employment and Wage Statistics (OEWS) Data
get_oews.RdThis function downloads and joins together occupational employment and wage data from the Bureau of Labor Statistics OEWS program. The data includes employment and wage estimates by occupation and geographic area. Note that OEWS is a large data set (over 6 million rows), so it will require longer to download.
Arguments
- simplify_table
Logical. If TRUE (default), remove columns from the result that are internal BLS references or can be derived from other elements in the table.
- suppress_warnings
Logical. If TRUE (default), suppress individual download warnings and diagnostic messages for cleaner output during batch processing. If FALSE, returns the data and prints warnings and messages to the console.
- return_diagnostics
Logical. If TRUE, returns a bls_data_collection object with full diagnostics. If FALSE (default), returns just the data table.
Value
By default, returns a data.table with OEWS data. If return_diagnostics = TRUE, returns a bls_data_collection object containing data and comprehensive diagnostics. The columns in the returned data frame when `simplify_table = TRUE` are listed below. Unless otherwise specified, all data is returned as a character string to preserve the value of leading and trailing zeroes.
series_id - The unique OEWS series identifier.
year - The year to which the estimate refers. Because OEWS is not time series data, this is always the most recent year.
value - Numeric. The value of the given data type, for the given area, in the given industry and occupation.
seasonal - Whether or not the data is seasonally adjusted.
areatype_code - Code representing the type of area (National ("N"), Statewide ("S"), or Local ("M")).
industry_code - NAICS code of the industry.
occupation_code - SOC code of the occupation. Description given by occupation_name.
datatype_code - Lookup code for the data type of a given row. Description given by datatype_name.
state_code - Two-digit FIPS code for the state.
area_code - The unique OEWS code for a substate area. Description given by area_name.
series_title - Descriptive title of the full series ID.
occupation_name - The text description of the occupation.
occupation_description - More detailed description of the tasks associated with the occupation.
area_name - The text description of the area.
datatype_name - The text description of the type of data represented by `value`.
Examples
# \donttest{
# Download current OEWS data
oews_data <- get_oews()
#> Warning: There was 1 warning in `dplyr::mutate()`.
#> ℹ In argument: `value = as.numeric(value)`.
#> Caused by warning:
#> ! NAs introduced by coercion
# View available occupations
unique(oews_data$occupation_name)
#> [1] "All Occupations"
#> [2] "Management Occupations"
#> [3] "Chief Executives"
#> [4] "General and Operations Managers"
#> [5] "Marketing Managers"
#> [6] "Sales Managers"
#> [7] "Public Relations Managers"
#> [8] "Administrative Services Managers"
#> [9] "Facilities Managers"
#> [10] "Computer and Information Systems Managers"
#> [11] "Financial Managers"
#> [12] "Industrial Production Managers"
#> [13] "Transportation, Storage, and Distribution Managers"
#> [14] "Human Resources Managers"
#> [15] "Training and Development Managers"
#> [16] "Construction Managers"
#> [17] "Education Administrators, Kindergarten through Secondary"
#> [18] "Education Administrators, Postsecondary"
#> [19] "Education Administrators, All Other"
#> [20] "Architectural and Engineering Managers"
#> [21] "Food Service Managers"
#> [22] "Medical and Health Services Managers"
#> [23] "Property, Real Estate, and Community Association Managers"
#> [24] "Social and Community Service Managers"
#> [25] "Managers, All Other"
#> [26] "Business and Financial Operations Occupations"
#> [27] "Buyers and Purchasing Agents"
#> [28] "Compliance Officers"
#> [29] "Cost Estimators"
#> [30] "Human Resources Specialists"
#> [31] "Logisticians"
#> [32] "Project Management Specialists"
#> [33] "Management Analysts"
#> [34] "Meeting, Convention, and Event Planners"
#> [35] "Fundraisers"
#> [36] "Training and Development Specialists"
#> [37] "Market Research Analysts and Marketing Specialists"
#> [38] "Business Operations Specialists, All Other"
#> [39] "Accountants and Auditors"
#> [40] "Property Appraisers and Assessors"
#> [41] "Financial and Investment Analysts"
#> [42] "Personal Financial Advisors"
#> [43] "Credit Counselors"
#> [44] "Loan Officers"
#> [45] "Computer and Mathematical Occupations"
#> [46] "Computer Systems Analysts"
#> [47] "Computer Network Support Specialists"
#> [48] "Computer User Support Specialists"
#> [49] "Network and Computer Systems Administrators"
#> [50] "Software Developers"
#> [51] "Software Quality Assurance Analysts and Testers"
#> [52] "Computer Occupations, All Other"
#> [53] "Data Scientists"
#> [54] "Architecture and Engineering Occupations"
#> [55] "Civil Engineers"
#> [56] "Electrical Engineers"
#> [57] "Mechanical Engineers"
#> [58] "Architectural and Civil Drafters"
#> [59] "Civil Engineering Technologists and Technicians"
#> [60] "Surveying and Mapping Technicians"
#> [61] "Life, Physical, and Social Science Occupations"
#> [62] "Clinical and Counseling Psychologists"
#> [63] "School Psychologists"
#> [64] "Social Scientists and Related Workers, All Other"
#> [65] "Occupational Health and Safety Specialists"
#> [66] "Community and Social Service Occupations"
#> [67] "Educational, Guidance, and Career Counselors and Advisors"
#> [68] "Substance abuse, behavioral disorder, and mental health counselors"
#> [69] "Child, Family, and School Social Workers"
#> [70] "Healthcare Social Workers"
#> [71] "Mental Health and Substance Abuse Social Workers"
#> [72] "Health Education Specialists"
#> [73] "Probation Officers and Correctional Treatment Specialists"
#> [74] "Social and Human Service Assistants"
#> [75] "Community Health Workers"
#> [76] "Community and Social Service Specialists, All Other"
#> [77] "Clergy"
#> [78] "Legal Occupations"
#> [79] "Lawyers"
#> [80] "Paralegals and Legal Assistants"
#> [81] "Title Examiners, Abstractors, and Searchers"
#> [82] "Educational Instruction and Library Occupations"
#> [83] "Business Teachers, Postsecondary"
#> [84] "Mathematical Science Teachers, Postsecondary"
#> [85] "Biological Science Teachers, Postsecondary"
#> [86] "Psychology Teachers, Postsecondary"
#> [87] "Health Specialties Teachers, Postsecondary"
#> [88] "Education Teachers, Postsecondary"
#> [89] "Art, Drama, and Music Teachers, Postsecondary"
#> [90] "English Language and Literature Teachers, Postsecondary"
#> [91] "Philosophy and Religion Teachers, Postsecondary"
#> [92] "Career/Technical Education Teachers, Postsecondary"
#> [93] "Postsecondary Teachers, All Other"
#> [94] "Preschool Teachers, Except Special Education"
#> [95] "Kindergarten Teachers, Except Special Education"
#> [96] "Elementary School Teachers, Except Special Education"
#> [97] "Middle School Teachers, Except Special and Career/Technical Education"
#> [98] "Secondary School Teachers, Except Special and Career/Technical Education"
#> [99] "Career/Technical Education Teachers, Secondary School"
#> [100] "Special Education Teachers, Kindergarten and Elementary School"
#> [101] "Special Education Teachers, Middle School"
#> [102] "Special Education Teachers, Secondary School"
#> [103] "Self-Enrichment Teachers"
#> [104] "Substitute Teachers, Short-Term"
#> [105] "Teachers and Instructors, All Other"
#> [106] "Librarians and Media Collections Specialists"
#> [107] "Library Technicians"
#> [108] "Instructional Coordinators"
#> [109] "Teaching Assistants, Postsecondary"
#> [110] "Teaching Assistants, Except Postsecondary"
#> [111] "Educational Instruction and Library Workers, All Other"
#> [112] "Arts, Design, Entertainment, Sports, and Media Occupations"
#> [113] "Graphic Designers"
#> [114] "Merchandise Displayers and Window Trimmers"
#> [115] "Producers and Directors"
#> [116] "Coaches and Scouts"
#> [117] "Public Relations Specialists"
#> [118] "Healthcare Practitioners and Technical Occupations"
#> [119] "Dentists, General"
#> [120] "Dietitians and Nutritionists"
#> [121] "Pharmacists"
#> [122] "Physician Assistants"
#> [123] "Occupational Therapists"
#> [124] "Physical Therapists"
#> [125] "Respiratory Therapists"
#> [126] "Speech-Language Pathologists"
#> [127] "Veterinarians"
#> [128] "Registered Nurses"
#> [129] "Nurse Practitioners"
#> [130] "Dental Hygienists"
#> [131] "Clinical Laboratory Technologists and Technicians"
#> [132] "Diagnostic Medical Sonographers"
#> [133] "Radiologic Technologists and Technicians"
#> [134] "Emergency Medical Technicians"
#> [135] "Paramedics"
#> [136] "Pharmacy Technicians"
#> [137] "Psychiatric Technicians"
#> [138] "Surgical Technologists"
#> [139] "Veterinary Technologists and Technicians"
#> [140] "Ophthalmic Medical Technicians"
#> [141] "Licensed Practical and Licensed Vocational Nurses"
#> [142] "Medical Records Specialists"
#> [143] "Opticians, Dispensing"
#> [144] "Health Technologists and Technicians, All Other"
#> [145] "Healthcare Support Occupations"
#> [146] "Home Health and Personal Care Aides"
#> [147] "Nursing Assistants"
#> [148] "Occupational Therapy Assistants"
#> [149] "Physical Therapist Assistants"
#> [150] "Physical Therapist Aides"
#> [151] "Massage Therapists"
#> [152] "Dental Assistants"
#> [153] "Medical Assistants"
#> [154] "Phlebotomists"
#> [155] "Healthcare Support Workers, All Other"
#> [156] "Protective Service Occupations"
#> [157] "First-Line Supervisors of Correctional Officers"
#> [158] "First-Line Supervisors of Firefighting and Prevention Workers"
#> [159] "Firefighters"
#> [160] "Correctional Officers and Jailers"
#> [161] "Detectives and Criminal Investigators"
#> [162] "Police and Sheriff's Patrol Officers"
#> [163] "Security Guards"
#> [164] "Food Preparation and Serving Related Occupations"
#> [165] "Chefs and Head Cooks"
#> [166] "First-Line Supervisors of Food Preparation and Serving Workers"
#> [167] "Cooks, Fast Food"
#> [168] "Cooks, Institution and Cafeteria"
#> [169] "Cooks, Restaurant"
#> [170] "Cooks, Short Order"
#> [171] "Food Preparation Workers"
#> [172] "Bartenders"
#> [173] "Fast Food and Counter Workers"
#> [174] "Waiters and Waitresses"
#> [175] "Food Servers, Nonrestaurant"
#> [176] "Dining Room and Cafeteria Attendants and Bartender Helpers"
#> [177] "Dishwashers"
#> [178] "Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop"
#> [179] "Building and Grounds Cleaning and Maintenance Occupations"
#> [180] "First-Line Supervisors of Housekeeping and Janitorial Workers"
#> [181] "First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers"
#> [182] "Janitors and Cleaners, Except Maids and Housekeeping Cleaners"
#> [183] "Maids and Housekeeping Cleaners"
#> [184] "Landscaping and Groundskeeping Workers"
#> [185] "Personal Care and Service Occupations"
#> [186] "First-Line Supervisors of Entertainment and Recreation Workers, Except Gambling Services"
#> [187] "First-Line Supervisors of Personal Service Workers"
#> [188] "Animal Caretakers"
#> [189] "Amusement and Recreation Attendants"
#> [190] "Hairdressers, Hairstylists, and Cosmetologists"
#> [191] "Skincare Specialists"
#> [192] "Childcare Workers"
#> [193] "Exercise Trainers and Group Fitness Instructors"
#> [194] "Recreation Workers"
#> [195] "Residential Advisors"
#> [196] "Sales and Related Occupations"
#> [197] "First-Line Supervisors of Retail Sales Workers"
#> [198] "First-Line Supervisors of Non-Retail Sales Workers"
#> [199] "Cashiers"
#> [200] "Counter and Rental Clerks"
#> [201] "Parts Salespersons"
#> [202] "Retail Salespersons"
#> [203] "Insurance Sales Agents"
#> [204] "Securities, Commodities, and Financial Services Sales Agents"
#> [205] "Sales Representatives of Services, Except Advertising, Insurance, Financial Services, and Travel"
#> [206] "Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products"
#> [207] "Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products"
#> [208] "Real Estate Sales Agents"
#> [209] "Sales and Related Workers, All Other"
#> [210] "Office and Administrative Support Occupations"
#> [211] "First-Line Supervisors of Office and Administrative Support Workers"
#> [212] "Bill and Account Collectors"
#> [213] "Billing and Posting Clerks"
#> [214] "Bookkeeping, Accounting, and Auditing Clerks"
#> [215] "Payroll and Timekeeping Clerks"
#> [216] "Tellers"
#> [217] "Court, Municipal, and License Clerks"
#> [218] "Customer Service Representatives"
#> [219] "Eligibility Interviewers, Government Programs"
#> [220] "File Clerks"
#> [221] "Hotel, Motel, and Resort Desk Clerks"
#> [222] "Loan Interviewers and Clerks"
#> [223] "Order Clerks"
#> [224] "Receptionists and Information Clerks"
#> [225] "Information and Record Clerks, All Other"
#> [226] "Couriers and Messengers"
#> [227] "Public Safety Telecommunicators"
#> [228] "Dispatchers, Except Police, Fire, and Ambulance"
#> [229] "Postal Service Clerks"
#> [230] "Postal Service Mail Carriers"
#> [231] "Postal Service Mail Sorters, Processors, and Processing Machine Operators"
#> [232] "Production, Planning, and Expediting Clerks"
#> [233] "Shipping, Receiving, and Inventory Clerks"
#> [234] "Executive Secretaries and Executive Administrative Assistants"
#> [235] "Legal Secretaries and Administrative Assistants"
#> [236] "Medical Secretaries and Administrative Assistants"
#> [237] "Secretaries and Administrative Assistants, Except Legal, Medical, and Executive"
#> [238] "Data Entry Keyers"
#> [239] "Insurance Claims and Policy Processing Clerks"
#> [240] "Office Clerks, General"
#> [241] "Office and Administrative Support Workers, All Other"
#> [242] "Farming, Fishing, and Forestry Occupations"
#> [243] "Construction and Extraction Occupations"
#> [244] "First-Line Supervisors of Construction Trades and Extraction Workers"
#> [245] "Carpenters"
#> [246] "Cement Masons and Concrete Finishers"
#> [247] "Construction Laborers"
#> [248] "Operating Engineers and Other Construction Equipment Operators"
#> [249] "Electricians"
#> [250] "Painters, Construction and Maintenance"
#> [251] "Plumbers, Pipefitters, and Steamfitters"
#> [252] "Sheet Metal Workers"
#> [253] "Helpers--Electricians"
#> [254] "Helpers, Construction Trades, All Other"
#> [255] "Construction and Building Inspectors"
#> [256] "Highway Maintenance Workers"
#> [257] "Derrick Operators, Oil and Gas"
#> [258] "Rotary Drill Operators, Oil and Gas"
#> [259] "Service Unit Operators, Oil and Gas"
#> [260] "Excavating and Loading Machine and Dragline Operators, Surface Mining"
#> [261] "Roustabouts, Oil and Gas"
#> [262] "Installation, Maintenance, and Repair Occupations"
#> [263] "First-Line Supervisors of Mechanics, Installers, and Repairers"
#> [264] "Telecommunications Equipment Installers and Repairers, Except Line Installers"
#> [265] "Electrical and Electronics Repairers, Commercial and Industrial Equipment"
#> [266] "Aircraft Mechanics and Service Technicians"
#> [267] "Automotive Body and Related Repairers"
#> [268] "Automotive Service Technicians and Mechanics"
#> [269] "Bus and Truck Mechanics and Diesel Engine Specialists"
#> [270] "Farm Equipment Mechanics and Service Technicians"
#> [271] "Mobile Heavy Equipment Mechanics, Except Engines"
#> [272] "Tire Repairers and Changers"
#> [273] "Heating, Air Conditioning, and Refrigeration Mechanics and Installers"
#> [274] "Industrial Machinery Mechanics"
#> [275] "Electrical Power-Line Installers and Repairers"
#> [276] "Maintenance and Repair Workers, General"
#> [277] "Wind Turbine Service Technicians"
#> [278] "Helpers--Installation, Maintenance, and Repair Workers"
#> [279] "Installation, Maintenance, and Repair Workers, All Other"
#> [280] "Production Occupations"
#> [281] "First-Line Supervisors of Production and Operating Workers"
#> [282] "Miscellaneous Assemblers and Fabricators"
#> [283] "Bakers"
#> [284] "Butchers and Meat Cutters"
#> [285] "Food Batchmakers"
#> [286] "Extruding and Drawing Machine Setters, Operators, and Tenders, Metal and Plastic"
#> [287] "Machinists"
#> [288] "Welders, Cutters, Solderers, and Brazers"
#> [289] "Printing Press Operators"
#> [290] "Laundry and Dry-Cleaning Workers"
#> [291] "Water and Wastewater Treatment Plant and System Operators"
#> [292] "Inspectors, Testers, Sorters, Samplers, and Weighers"
#> [293] "Packaging and Filling Machine Operators and Tenders"
#> [294] "Coating, Painting, and Spraying Machine Setters, Operators, and Tenders"
#> [295] "Computer Numerically Controlled Tool Operators"
#> [296] "Helpers--Production Workers"
#> [297] "Production Workers, All Other"
#> [298] "Transportation and Material Moving Occupations"
#> [299] "First-Line Supervisors of Transportation Workers, Except Aircraft Cargo Handling Supervisors"
#> [300] "Driver/Sales Workers"
#> [301] "Heavy and Tractor-Trailer Truck Drivers"
#> [302] "Light Truck Drivers"
#> [303] "Bus Drivers, School"
#> [304] "Bus Drivers, Transit and Intercity"
#> [305] "Shuttle Drivers and Chauffeurs"
#> [306] "Parking Attendants"
#> [307] "Automotive and Watercraft Service Attendants"
#> [308] "Aircraft Service Attendants"
#> [309] "Industrial Truck and Tractor Operators"
#> [310] "Cleaners of Vehicles and Equipment"
#> [311] "Laborers and Freight, Stock, and Material Movers, Hand"
#> [312] "Packers and Packagers, Hand"
#> [313] "Stockers and Order Fillers"
#> [314] "Wellhead Pumpers"
#> [315] "Claims Adjusters, Examiners, and Investigators"
#> [316] "Computer Hardware Engineers"
#> [317] "Industrial Engineers"
#> [318] "Electrical and Electronic Engineering Technologists and Technicians"
#> [319] "Industrial Engineering Technologists and Technicians"
#> [320] "Chemical Technicians"
#> [321] "Special Education Teachers, All Other"
#> [322] "Tutors"
#> [323] "Nurse Anesthetists"
#> [324] "Pharmacy Aides"
#> [325] "Veterinary Assistants and Laboratory Animal Caretakers"
#> [326] "First-Line Supervisors of Police and Detectives"
#> [327] "Transportation Security Screeners"
#> [328] "Protective Service Workers, All Other"
#> [329] "Funeral Attendants"
#> [330] "Demonstrators and Product Promoters"
#> [331] "Switchboard Operators, Including Answering Service"
#> [332] "Procurement Clerks"
#> [333] "Interviewers, Except Eligibility and Loan"
#> [334] "Human Resources Assistants, Except Payroll and Timekeeping"
#> [335] "Word Processors and Typists"
#> [336] "Solar Photovoltaic Installers"
#> [337] "Helpers--Carpenters"
#> [338] "Telecommunications Line Installers and Repairers"
#> [339] "Sewing Machine Operators"
#> [340] "Cabinetmakers and Bench Carpenters"
#> [341] "Ambulance Drivers and Attendants, Except Emergency Medical Technicians"
#> [342] "Refuse and Recyclable Material Collectors"
#> [343] "Legislators"
#> [344] "Fundraising Managers"
#> [345] "Purchasing Managers"
#> [346] "Education and Childcare Administrators, Preschool and Daycare"
#> [347] "Entertainment and Recreation Managers, Except Gambling"
#> [348] "Lodging Managers"
#> [349] "Natural Sciences Managers"
#> [350] "Labor Relations Specialists"
#> [351] "Compensation, Benefits, and Job Analysis Specialists"
#> [352] "Credit Analysts"
#> [353] "Insurance Underwriters"
#> [354] "Financial Risk Specialists"
#> [355] "Financial Examiners"
#> [356] "Financial Specialists, All Other"
#> [357] "Information Security Analysts"
#> [358] "Computer Network Architects"
#> [359] "Database Administrators"
#> [360] "Database Architects"
#> [361] "Computer Programmers"
#> [362] "Web Developers"
#> [363] "Web and Digital Interface Designers"
#> [364] "Actuaries"
#> [365] "Operations Research Analysts"
#> [366] "Architects, Except Landscape and Naval"
#> [367] "Surveyors"
#> [368] "Aerospace Engineers"
#> [369] "Bioengineers and Biomedical Engineers"
#> [370] "Chemical Engineers"
#> [371] "Electronics Engineers, Except Computer"
#> [372] "Environmental Engineers"
#> [373] "Materials Engineers"
#> [374] "Engineers, All Other"
#> [375] "Electrical and Electronics Drafters"
#> [376] "Mechanical Drafters"
#> [377] "Electro-Mechanical and Mechatronics Technologists and Technicians"
#> [378] "Mechanical Engineering Technologists and Technicians"
#> [379] "Engineering Technologists and Technicians, Except Drafters, All Other"
#> [380] "Biological Scientists, All Other"
#> [381] "Conservation Scientists"
#> [382] "Medical Scientists, Except Epidemiologists"
#> [383] "Chemists"
#> [384] "Materials Scientists"
#> [385] "Environmental Scientists and Specialists, Including Health"
#> [386] "Geoscientists, Except Hydrologists and Geographers"
#> [387] "Urban and Regional Planners"
#> [388] "Biological Technicians"
#> [389] "Environmental Science and Protection Technicians, Including Health"
#> [390] "Forensic Science Technicians"
#> [391] "Life, Physical, and Social Science Technicians, All Other"
#> [392] "Occupational Health and Safety Technicians"
#> [393] "Rehabilitation Counselors"
#> [394] "Counselors, All Other"
#> [395] "Social Workers, All Other"
#> [396] "Directors, Religious Activities and Education"
#> [397] "Administrative Law Judges, Adjudicators, and Hearing Officers"
#> [398] "Judges, Magistrate Judges, and Magistrates"
#> [399] "Computer Science Teachers, Postsecondary"
#> [400] "Nursing Instructors and Teachers, Postsecondary"
#> [401] "Communications Teachers, Postsecondary"
#> [402] "Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors"
#> [403] "Art Directors"
#> [404] "Commercial and Industrial Designers"
#> [405] "Floral Designers"
#> [406] "Interior Designers"
#> [407] "Musicians and Singers"
#> [408] "News Analysts, Reporters, and Journalists"
#> [409] "Editors"
#> [410] "Technical Writers"
#> [411] "Writers and Authors"
#> [412] "Interpreters and Translators"
#> [413] "Court Reporters and Simultaneous Captioners"
#> [414] "Audio and Video Technicians"
#> [415] "Broadcast Technicians"
#> [416] "Photographers"
#> [417] "Chiropractors"
#> [418] "Optometrists"
#> [419] "Radiation Therapists"
#> [420] "Exercise Physiologists"
#> [421] "Audiologists"
#> [422] "Family Medicine Physicians"
#> [423] "Psychiatrists"
#> [424] "Radiologists"
#> [425] "Physicians, All Other"
#> [426] "Cardiovascular Technologists and Technicians"
#> [427] "Nuclear Medicine Technologists"
#> [428] "Magnetic Resonance Imaging Technologists"
#> [429] "Dietetic Technicians"
#> [430] "Hearing Aid Specialists"
#> [431] "Health Information Technologists and Medical Registrars"
#> [432] "Athletic Trainers"
#> [433] "Orderlies"
#> [434] "Medical Equipment Preparers"
#> [435] "Medical Transcriptionists"
#> [436] "First-Line Supervisors of Security Workers"
#> [437] "Bailiffs"
#> [438] "Private Detectives and Investigators"
#> [439] "Crossing Guards and Flaggers"
#> [440] "Lifeguards, Ski Patrol, and Other Recreational Protective Service Workers"
#> [441] "Food Preparation and Serving Related Workers, All Other"
#> [442] "Pest Control Workers"
#> [443] "Tree Trimmers and Pruners"
#> [444] "Animal Trainers"
#> [445] "Ushers, Lobby Attendants, and Ticket Takers"
#> [446] "Morticians, Undertakers, and Funeral Arrangers"
#> [447] "Manicurists and Pedicurists"
#> [448] "Tour and Travel Guides"
#> [449] "Advertising Sales Agents"
#> [450] "Models"
#> [451] "Real Estate Brokers"
#> [452] "Sales Engineers"
#> [453] "Financial Clerks, All Other"
#> [454] "Library Assistants, Clerical"
#> [455] "Reservation and Transportation Ticket Agents and Travel Clerks"
#> [456] "Cargo and Freight Agents"
#> [457] "Meter Readers, Utilities"
#> [458] "Weighers, Measurers, Checkers, and Samplers, Recordkeeping"
#> [459] "Mail Clerks and Mail Machine Operators, Except Postal Service"
#> [460] "Farmworkers and Laborers, Crop, Nursery, and Greenhouse"
#> [461] "Farmworkers, Farm, Ranch, and Aquacultural Animals"
#> [462] "Tile and Stone Setters"
#> [463] "Glaziers"
#> [464] "Insulation Workers, Mechanical"
#> [465] "Roofers"
#> [466] "Structural Iron and Steel Workers"
#> [467] "Fence Erectors"
#> [468] "Hazardous Materials Removal Workers"
#> [469] "Miscellaneous Construction and Related Workers"
#> [470] "Electrical and Electronics Repairers, Powerhouse, Substation, and Relay"
#> [471] "Audiovisual Equipment Installers and Repairers"
#> [472] "Security and Fire Alarm Systems Installers"
#> [473] "Automotive Glass Installers and Repairers"
#> [474] "Outdoor Power Equipment and Other Small Engine Mechanics"
#> [475] "Recreational Vehicle Service Technicians"
#> [476] "Mechanical Door Repairers"
#> [477] "Control and Valve Installers and Repairers, Except Mechanical Door"
#> [478] "Maintenance Workers, Machinery"
#> [479] "Millwrights"
#> [480] "Medical Equipment Repairers"
#> [481] "Precision Instrument and Equipment Repairers, All Other"
#> [482] "Locksmiths and Safe Repairers"
#> [483] "Electrical, electronic, and electromechanical assemblers, except coil winders, tapers, and finishers"
#> [484] "Structural Metal Fabricators and Fitters"
#> [485] "Meat, Poultry, and Fish Cutters and Trimmers"
#> [486] "Food Processing Workers, All Other"
#> [487] "Forging Machine Setters, Operators, and Tenders, Metal and Plastic"
#> [488] "Rolling Machine Setters, Operators, and Tenders, Metal and Plastic"
#> [489] "Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic"
#> [490] "Grinding/Lapping/Polishing/Buffing Machine Tool Setters, Operators, and Tenders, Metal and Plastic"
#> [491] "Lathe and Turning Machine Tool Setters, Operators, and Tenders, Metal and Plastic"
#> [492] "Milling and Planing Machine Setters, Operators, and Tenders, Metal and Plastic"
#> [493] "Metal-Refining Furnace Operators and Tenders"
#> [494] "Foundry Mold and Coremakers"
#> [495] "Molding, Coremaking, and Casting Machine Setters, Operators, and Tenders, Metal and Plastic"
#> [496] "Multiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic"
#> [497] "Tool and Die Makers"
#> [498] "Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders"
#> [499] "Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic"
#> [500] "Plating Machine Setters, Operators, and Tenders, Metal and Plastic"
#> [501] "Metal Workers and Plastic Workers, All Other"
#> [502] "Prepress Technicians and Workers"
#> [503] "Print Binding and Finishing Workers"
#> [504] "Stationary Engineers and Boiler Operators"
#> [505] "Chemical Equipment Operators and Tenders"
#> [506] "Grinding and Polishing Workers, Hand"
#> [507] "Mixing and Blending Machine Setters, Operators, and Tenders"
#> [508] "Cutting and Slicing Machine Setters, Operators, and Tenders"
#> [509] "Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders"
#> [510] "Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders"
#> [511] "Jewelers and Precious Stone and Metal Workers"
#> [512] "Medical Appliance Technicians"
#> [513] "Computer Numerically Controlled Tool Programmers"
#> [514] "Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders"
#> [515] "Molders, Shapers, and Casters, Except Metal and Plastic"
#> [516] "Paper Goods Machine Setters, Operators, and Tenders"
#> [517] "Commercial Pilots"
#> [518] "Motor Vehicle Operators, All Other"
#> [519] "Crane and Tower Operators"
#> [520] "Machine Feeders and Offbearers"
#> [521] "Pipelayers"
#> [522] "Home Appliance Repairers"
#> [523] "Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders"
#> [524] "Foresters"
#> [525] "Personal Care and Service Workers, All Other"
#> [526] "New Accounts Clerks"
#> [527] "First-Line Supervisors of Farming, Fishing, and Forestry Workers"
#> [528] "Agricultural Equipment Operators"
#> [529] "Logging Equipment Operators"
#> [530] "Logging Workers, All Other"
#> [531] "Drywall and Ceiling Tile Installers"
#> [532] "Septic Tank Servicers and Sewer Pipe Cleaners"
#> [533] "Sawing Machine Setters, Operators, and Tenders, Wood"
#> [534] "Woodworking Machine Setters, Operators, and Tenders, Except Sawing"
#> [535] "Advertising and Promotions Managers"
#> [536] "Compensation and Benefits Managers"
#> [537] "Postmasters and Mail Superintendents"
#> [538] "Emergency Management Directors"
#> [539] "Budget Analysts"
#> [540] "Tax Examiners and Collectors, and Revenue Agents"
#> [541] "Tax Preparers"
#> [542] "Computer and Information Research Scientists"
#> [543] "Statisticians"
#> [544] "Landscape Architects"
#> [545] "Health and Safety Engineers, Except Mining Safety Engineers and Inspectors"
#> [546] "Drafters, All Other"
#> [547] "Environmental Engineering Technologists and Technicians"
#> [548] "Calibration Technologists and Technicians"
#> [549] "Food Scientists and Technologists"
#> [550] "Biochemists and Biophysicists"
#> [551] "Microbiologists"
#> [552] "Zoologists and Wildlife Biologists"
#> [553] "Life Scientists, All Other"
#> [554] "Physicists"
#> [555] "Atmospheric and Space Scientists"
#> [556] "Physical Scientists, All Other"
#> [557] "Economists"
#> [558] "Survey Researchers"
#> [559] "Psychologists, All Other"
#> [560] "Anthropologists and Archeologists"
#> [561] "Historians"
#> [562] "Social Science Research Assistants"
#> [563] "Marriage and Family Therapists"
#> [564] "Religious Workers, All Other"
#> [565] "Judicial Law Clerks"
#> [566] "Arbitrators, Mediators, and Conciliators"
#> [567] "Legal Support Workers, All Other"
#> [568] "Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary"
#> [569] "Chemistry Teachers, Postsecondary"
#> [570] "Environmental Science Teachers, Postsecondary"
#> [571] "Physics Teachers, Postsecondary"
#> [572] "Area, Ethnic, and Cultural Studies Teachers, Postsecondary"
#> [573] "Economics Teachers, Postsecondary"
#> [574] "Political Science Teachers, Postsecondary"
#> [575] "Sociology Teachers, Postsecondary"
#> [576] "Social Sciences Teachers, Postsecondary, All Other"
#> [577] "Criminal Justice and Law Enforcement Teachers, Postsecondary"
#> [578] "Law Teachers, Postsecondary"
#> [579] "Social Work Teachers, Postsecondary"
#> [580] "History Teachers, Postsecondary"
#> [581] "Career/Technical Education Teachers, Middle School"
#> [582] "Special Education Teachers, Preschool"
#> [583] "Curators"
#> [584] "Museum Technicians and Conservators"
#> [585] "Actors"
#> [586] "Dancers"
#> [587] "Music Directors and Composers"
#> [588] "Broadcast Announcers and Radio Disc Jockeys"
#> [589] "Media and Communication Workers, All Other"
#> [590] "Sound Engineering Technicians"
#> [591] "Camera Operators, Television, Video, and Film"
#> [592] "Film and Video Editors"
#> [593] "Podiatrists"
#> [594] "Cardiologists"
#> [595] "Emergency Medicine Physicians"
#> [596] "General Internal Medicine Physicians"
#> [597] "Neurologists"
#> [598] "Obstetricians and Gynecologists"
#> [599] "Pediatricians, General"
#> [600] "Physicians, Pathologists"
#> [601] "Ophthalmologists, Except Pediatric"
#> [602] "Surgeons, All Other"
#> [603] "Healthcare Diagnosing or Treating Practitioners, All Other"
#> [604] "Orthotists and Prosthetists"
#> [605] "Psychiatric Aides"
#> [606] "First-Line Supervisors of Protective Service Workers, All Other"
#> [607] "Fire Inspectors and Investigators"
#> [608] "Fish and Game Wardens"
#> [609] "Animal Control Workers"
#> [610] "School Bus Monitors"
#> [611] "Locker Room, Coatroom, and Dressing Room Attendants"
#> [612] "Barbers"
#> [613] "Baggage Porters and Bellhops"
#> [614] "Concierges"
#> [615] "Gambling Change Persons and Booth Cashiers"
#> [616] "Travel Agents"
#> [617] "Telemarketers"
#> [618] "Brokerage Clerks"
#> [619] "Correspondence Clerks"
#> [620] "Office Machine Operators, Except Computer"
#> [621] "Proofreaders and Copy Markers"
#> [622] "Statistical Assistants"
#> [623] "Agricultural Inspectors"
#> [624] "Brickmasons and Blockmasons"
#> [625] "Carpet Installers"
#> [626] "Floor Layers, Except Carpet, Wood, and Hard Tiles"
#> [627] "Paving, Surfacing, and Tamping Equipment Operators"
#> [628] "Insulation Workers, Floor, Ceiling, and Wall"
#> [629] "Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters"
#> [630] "Computer, Automated Teller, and Office Machine Repairers"
#> [631] "Electric Motor, Power Tool, and Related Repairers"
#> [632] "Motorboat Mechanics and Service Technicians"
#> [633] "Motorcycle Mechanics"
#> [634] "Coin, Vending, and Amusement Machine Servicers and Repairers"
#> [635] "Coil Winders, Tapers, and Finishers"
#> [636] "Engine and Other Machine Assemblers"
#> [637] "Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders"
#> [638] "Pressers, Textile, Garment, and Related Materials"
#> [639] "Tailors, Dressmakers, and Custom Sewers"
#> [640] "Upholsterers"
#> [641] "Furniture Finishers"
#> [642] "Power Plant Operators"
#> [643] "Chemical Plant and System Operators"
#> [644] "Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders"
#> [645] "Dental Laboratory Technicians"
#> [646] "Airline Pilots, Copilots, and Flight Engineers"
#> [647] "Air Traffic Controllers"
#> [648] "Taxi Drivers"
#> [649] "Captains, Mates, and Pilots of Water Vessels"
#> [650] "Traffic Technicians"
#> [651] "Transportation Inspectors"
#> [652] "Nuclear Engineers"
#> [653] "Hydrologists"
#> [654] "Forest and Conservation Technicians"
#> [655] "Recreational Therapists"
#> [656] "Anesthesiologists"
#> [657] "Surgical Assistants"
#> [658] "Healthcare Practitioners and Technical Workers, All Other"
#> [659] "Occupational Therapy Aides"
#> [660] "Pesticide Handlers, Sprayers, and Applicators, Vegetation"
#> [661] "Gambling Cage Workers"
#> [662] "Plasterers and Stucco Masons"
#> [663] "Reinforcing Iron and Rebar Workers"
#> [664] "Radio, Cellular, and Tower Equipment Installers and Repairers"
#> [665] "Petroleum Pump System Operators, Refinery Operators, and Gaugers"
#> [666] "Plant and System Operators, All Other"
#> [667] "Ophthalmic Laboratory Technicians"
#> [668] "Aircraft Cargo Handling Supervisors"
#> [669] "Transportation Workers, All Other"
#> [670] "Therapists, All Other"
#> [671] "Grounds Maintenance Workers, All Other"
#> [672] "Funeral Home Managers"
#> [673] "Food Science Technicians"
#> [674] "Engineering Teachers, Postsecondary"
#> [675] "Foreign Language and Literature Teachers, Postsecondary"
#> [676] "Orthopedic Surgeons, Except Pediatric"
#> [677] "Parking Enforcement Workers"
#> [678] "Cooks, All Other"
#> [679] "Shampooers"
#> [680] "Musical Instrument Repairers and Tuners"
#> [681] "Slaughterers and Meat Packers"
#> [682] "Pourers and Casters, Metal"
#> [683] "Patternmakers, Metal and Plastic"
#> [684] "Food Cooking Machine Operators and Tenders"
#> [685] "Petroleum Engineers"
#> [686] "Soil and Plant Scientists"
#> [687] "Agricultural Technicians"
#> [688] "Architecture Teachers, Postsecondary"
#> [689] "Anthropology and Archeology Teachers, Postsecondary"
#> [690] "Recreation and Fitness Studies Teachers, Postsecondary"
#> [691] "Cartographers and Photogrammetrists"
#> [692] "Mining and Geological Engineers, Including Mining Safety Engineers"
#> [693] "Nurse Midwives"
#> [694] "Acupuncturists"
#> [695] "Gambling Service Workers, All Other"
#> [696] "Floor Sanders and Finishers"
#> [697] "Pile Driver Operators"
#> [698] "Avionics Technicians"
#> [699] "Airfield Operations Specialists"
#> [700] "Sailors and Marine Oilers"
#> [701] "Pump Operators, Except Wellhead Pumpers"
#> [702] "Personal Service Managers, All Other"
#> [703] "Epidemiologists"
#> [704] "Political Scientists"
#> [705] "Special Effects Artists and Animators"
#> [706] "Set and Exhibit Designers"
#> [707] "Umpires, Referees, and Other Sports Officials"
#> [708] "Explosives Workers, Ordnance Handling Experts, and Blasters"
#> [709] "Elevator and Escalator Installers and Repairers"
#> [710] "Bicycle Repairers"
#> [711] "Conveyor Operators and Tenders"
#> [712] "Material Moving Workers, All Other"
#> [713] "Fine Artists, Including Painters, Sculptors, and Illustrators"
#> [714] "Dermatologists"
#> [715] "Textile Knitting and Weaving Machine Setters, Operators, and Tenders"
#> [716] "Textile, Apparel, and Furnishings Workers, All Other"
#> [717] "Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers"
#> [718] "Agents and Business Managers of Artists, Performers, and Athletes"
#> [719] "Insurance Appraisers, Auto Damage"
#> [720] "Mathematical Science Occupations, All Other"
#> [721] "Geography Teachers, Postsecondary"
#> [722] "Library Science Teachers, Postsecondary"
#> [723] "Archivists"
#> [724] "Farm and Home Management Educators"
#> [725] "Craft Artists"
#> [726] "Artists and Related Workers, All Other"
#> [727] "Fashion Designers"
#> [728] "Designers, All Other"
#> [729] "Athletes and Sports Competitors"
#> [730] "Disc Jockeys, Except Radio"
#> [731] "Entertainers and Performers, Sports and Related Workers, All Other"
#> [732] "Lighting Technicians"
#> [733] "Media and Communication Equipment Workers, All Other"
#> [734] "Dentists, All Other Specialists"
#> [735] "Medical Dosimetrists"
#> [736] "Forest Fire Inspectors and Prevention Specialists"
#> [737] "Building Cleaning Workers, All Other"
#> [738] "Costume Attendants"
#> [739] "Entertainment Attendants and Related Workers, All Other"
#> [740] "Makeup Artists, Theatrical and Performance"
#> [741] "Telephone Operators"
#> [742] "Credit Authorizers, Checkers, and Clerks"
#> [743] "Desktop Publishers"
#> [744] "Graders and Sorters, Agricultural Products"
#> [745] "Agricultural Workers, All Other"
#> [746] "Forest and Conservation Workers"
#> [747] "Boilermakers"
#> [748] "Earth Drillers, Except Oil and Gas"
#> [749] "Extraction Workers, All Other"
#> [750] "Electrical and Electronics Installers and Repairers, Transportation Equipment"
#> [751] "Electronic Equipment Installers and Repairers, Motor Vehicles"
#> [752] "Camera and Photographic Equipment Repairers"
#> [753] "Riggers"
#> [754] "Tool Grinders, Filers, and Sharpeners"
#> [755] "Shoe and Leather Workers and Repairers"
#> [756] "Sewers, Hand"
#> [757] "Textile Bleaching and Dyeing Machine Operators and Tenders"
#> [758] "Textile Cutting Machine Setters, Operators, and Tenders"
#> [759] "Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders"
#> [760] "Woodworkers, All Other"
#> [761] "Power Distributors and Dispatchers"
#> [762] "Painting, Coating, and Decorating Workers"
#> [763] "Photographic Process Workers and Processing Machine Operators"
#> [764] "Adhesive Bonding Machine Operators and Tenders"
#> [765] "Cooling and Freezing Equipment Operators and Tenders"
#> [766] "Tire Builders"
#> [767] "Flight Attendants"
#> [768] "Rail Yard Engineers, Dinkey Operators, and Hostlers"
#> [769] "Subway and Streetcar Operators"
#> [770] "Hoist and Winch Operators"
#> [771] "Gambling Managers"
#> [772] "Gaming Surveillance Officers and Gambling Investigators"
#> [773] "First-Line Supervisors of Gambling Services Workers"
#> [774] "Gambling Dealers"
#> [775] "Gambling and Sports Book Writers and Runners"
#> [776] "Nuclear Technicians"
#> [777] "Aerospace Engineering and Operations Technologists and Technicians"
#> [778] "Geographers"
#> [779] "Geological Technicians, Except Hydrologic Technicians"
#> [780] "Door-to-Door Sales Workers, News and Street Vendors, and Related Workers"
#> [781] "Stonemasons"
#> [782] "Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons"
#> [783] "Farmers, Ranchers, and Other Agricultural Managers"
#> [784] "Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters"
#> [785] "Helpers--Extraction Workers"
#> [786] "Marine Engineers and Naval Architects"
#> [787] "Animal Scientists"
#> [788] "Hydrologic Technicians"
#> [789] "Choreographers"
#> [790] "Orthodontists"
#> [791] "Genetic Counselors"
#> [792] "Transit and Railroad Police"
#> [793] "Rail-Track Laying and Maintenance Equipment Operators"
#> [794] "Rail Car Repairers"
#> [795] "Etchers and Engravers"
#> [796] "Ship Engineers"
#> [797] "Passenger Attendants"
#> [798] "Tank Car, Truck, and Ship Loaders"
#> [799] "Gas Plant Operators"
#> [800] "Motorboat Operators"
#> [801] "Bridge and Lock Tenders"
#> [802] "Continuous Mining Machine Operators"
#> [803] "Roof Bolters, Mining"
#> [804] "Loading and Moving Machine Operators, Underground Mining"
#> [805] "Refractory Materials Repairers, Except Brickmasons"
#> [806] "Rock Splitters, Quarry"
#> [807] "Fallers"
#> [808] "Astronomers"
#> [809] "Sociologists"
#> [810] "Crematory Operators"
#> [811] "Communications Equipment Operators, All Other"
#> [812] "Tapers"
#> [813] "Fiberglass Laminators and Fabricators"
#> [814] "Drilling and Boring Machine Tool Setters, Operators, and Tenders, Metal and Plastic"
#> [815] "Model Makers, Metal and Plastic"
#> [816] "Layout Workers, Metal and Plastic"
#> [817] "Cutters and Trimmers, Hand"
#> [818] "Semiconductor Processing Technicians"
#> [819] "Gas Compressor and Gas Pumping Station Operators"
#> [820] "Helpers--Roofers"
#> [821] "Oral and Maxillofacial Surgeons"
#> [822] "Nuclear Power Reactor Operators"
#> [823] "Mathematicians"
#> [824] "Agricultural Sciences Teachers, Postsecondary"
#> [825] "Pediatric Surgeons"
#> [826] "Motion Picture Projectionists"
#> [827] "Watch and Clock Repairers"
#> [828] "Railroad Brake, Signal, and Switch Operators and Locomotive Firers"
#> [829] "Railroad Conductors and Yardmasters"
#> [830] "Aircraft Structure, Surfaces, Rigging, and Systems Assemblers"
#> [831] "Commercial Divers"
#> [832] "Embalmers"
#> [833] "Fabric and Apparel Patternmakers"
#> [834] "Locomotive Engineers"
#> [835] "Shoe Machine Operators and Tenders"
#> [836] "Family and Consumer Sciences Teachers, Postsecondary"
#> [837] "Rail Transportation Workers, All Other"
#> [838] "Agricultural Engineers"
#> [839] "Animal Breeders"
#> [840] "Paperhangers"
#> [841] "Forestry and Conservation Science Teachers, Postsecondary"
#> [842] "Terrazzo Workers and Finishers"
#> [843] "Signal and Track Switch Repairers"
#> [844] "Log Graders and Scalers"
#> [845] "Manufactured Building and Mobile Home Installers"
#> [846] "Underground Mining Machine Operators, All Other"
#> [847] "Top Executives"
#> [848] "Advertising, Marketing, Promotions, Public Relations, and Sales Managers"
#> [849] "Marketing and Sales Managers"
#> [850] "Public Relations and Fundraising Managers"
#> [851] "Operations Specialties Managers"
#> [852] "Administrative Services and Facilities Managers"
#> [853] "Other Management Occupations"
#> [854] "Education and Childcare Administrators"
#> [855] "Entertainment and Recreation Managers"
#> [856] "Personal Service Managers"
#> [857] "Business Operations Specialists"
#> [858] "Claims Adjusters, Appraisers, Examiners, and Investigators"
#> [859] "Human Resources Workers"
#> [860] "Farm Labor Contractors"
#> [861] "Logisticians and Project Management Specialists"
#> [862] "Financial Specialists"
#> [863] "Financial Analysts and Advisors"
#> [864] "Credit Counselors and Loan Officers"
#> [865] "Tax Examiners, Collectors and Preparers, and Revenue Agents"
#> [866] "Computer Occupations"
#> [867] "Computer and Information Analysts"
#> [868] "Computer Support Specialists"
#> [869] "Database and Network Administrators and Architects"
#> [870] "Software and Web Developers, Programmers, and Testers"
#> [871] "Mathematical Science Occupations"
#> [872] "Architects, Surveyors, and Cartographers"
#> [873] "Architects, Except Naval"
#> [874] "Surveyors, Cartographers, and Photogrammetrists"
#> [875] "Engineers"
#> [876] "Electrical and Electronics Engineers"
#> [877] "Industrial Engineers, Including Health and Safety"
#> [878] "Drafters, Engineering Technicians, and Mapping Technicians"
#> [879] "Drafters"
#> [880] "Engineering Technologists and Technicians, Except Drafters"
#> [881] "Life Scientists"
#> [882] "Agricultural and Food Scientists"
#> [883] "Biological Scientists"
#> [884] "Conservation Scientists and Foresters"
#> [885] "Medical Scientists"
#> [886] "Physical Scientists"
#> [887] "Astronomers and Physicists"
#> [888] "Chemists and Materials Scientists"
#> [889] "Environmental Scientists and Geoscientists"
#> [890] "Social Scientists and Related Workers"
#> [891] "Psychologists"
#> [892] "Industrial-Organizational Psychologists"
#> [893] "Miscellaneous Social Scientists and Related Workers"
#> [894] "Life, Physical, and Social Science Technicians"
#> [895] "Agricultural and Food Science Technicians"
#> [896] "Environmental Science and Geoscience Technicians"
#> [897] "Miscellaneous Life, Physical, and Social Science Technicians"
#> [898] "Occupational Health and Safety Specialists and Technicians"
#> [899] "Counselors, Social Workers, and Other Community and Social Service Specialists"
#> [900] "Counselors"
#> [901] "Social Workers"
#> [902] "Miscellaneous Community and Social Service Specialists"
#> [903] "Religious Workers"
#> [904] "Lawyers, Judges, and Related Workers"
#> [905] "Lawyers and Judicial Law Clerks"
#> [906] "Judges, Magistrates, and Other Judicial Workers"
#> [907] "Legal Support Workers"
#> [908] "Miscellaneous Legal Support Workers"
#> [909] "Postsecondary Teachers"
#> [910] "Math and Computer Science Teachers, Postsecondary"
#> [911] "Engineering and Architecture Teachers, Postsecondary"
#> [912] "Life Sciences Teachers, Postsecondary"
#> [913] "Physical Sciences Teachers, Postsecondary"
#> [914] "Social Sciences Teachers, Postsecondary"
#> [915] "Health Teachers, Postsecondary"
#> [916] "Education and Library Science Teachers, Postsecondary"
#> [917] "Law, Criminal Justice, and Social Work Teachers, Postsecondary"
#> [918] "Arts, Communications, History, and Humanities Teachers, Postsecondary"
#> [919] "Miscellaneous Postsecondary Teachers"
#> [920] "Preschool, Elementary, Middle, Secondary, and Special Education Teachers"
#> [921] "Preschool and Kindergarten Teachers"
#> [922] "Elementary and Middle School Teachers"
#> [923] "Secondary School Teachers"
#> [924] "Special Education Teachers"
#> [925] "Other Teachers and Instructors"
#> [926] "Librarians, Curators, and Archivists"
#> [927] "Archivists, Curators, and Museum Technicians"
#> [928] "Other Educational Instruction and Library Occupations"
#> [929] "Teaching Assistants"
#> [930] "Art and Design Workers"
#> [931] "Artists and Related Workers"
#> [932] "Designers"
#> [933] "Entertainers and Performers, Sports and Related Workers"
#> [934] "Actors, Producers, and Directors"
#> [935] "Athletes, Coaches, Umpires, and Related Workers"
#> [936] "Dancers and Choreographers"
#> [937] "Musicians, Singers, and Related Workers"
#> [938] "Miscellaneous Entertainers and Performers, Sports and Related Workers"
#> [939] "Media and Communication Workers"
#> [940] "Writers and Editors"
#> [941] "Miscellaneous Media and Communication Workers"
#> [942] "Media and Communication Equipment Workers"
#> [943] "Broadcast, Sound, and Lighting Technicians"
#> [944] "Television, Video, and Film Camera Operators and Editors"
#> [945] "Healthcare Diagnosing or Treating Practitioners"
#> [946] "Dentists"
#> [947] "Prosthodontists"
#> [948] "Therapists"
#> [949] "Physicians"
#> [950] "Surgeons"
#> [951] "Miscellaneous Healthcare Diagnosing or Treating Practitioners"
#> [952] "Health Technologists and Technicians"
#> [953] "Diagnostic Related Technologists and Technicians"
#> [954] "Emergency Medical Technicians and Paramedics"
#> [955] "Health Practitioner Support Technologists and Technicians"
#> [956] "Miscellaneous Health Technologists and Technicians"
#> [957] "Other Healthcare Practitioners and Technical Occupations"
#> [958] "Miscellaneous Health Practitioners and Technical Workers"
#> [959] "Home Health and Personal Care Aides; and Nursing Assistants, Orderlies, and Psychiatric Aides"
#> [960] "Nursing Assistants, Orderlies, and Psychiatric Aides"
#> [961] "Occupational Therapy and Physical Therapist Assistants and Aides"
#> [962] "Occupational Therapy Assistants and Aides"
#> [963] "Physical Therapist Assistants and Aides"
#> [964] "Other Healthcare Support Occupations"
#> [965] "Miscellaneous Healthcare Support Occupations"
#> [966] "Supervisors of Protective Service Workers"
#> [967] "First-Line Supervisors of Law Enforcement Workers"
#> [968] "Miscellaneous First-Line Supervisors, Protective Service Workers"
#> [969] "Firefighting and Prevention Workers"
#> [970] "Fire Inspectors"
#> [971] "Law Enforcement Workers"
#> [972] "Bailiffs, Correctional Officers, and Jailers"
#> [973] "Police Officers"
#> [974] "Other Protective Service Workers"
#> [975] "Security Guards and Gambling Surveillance Officers"
#> [976] "Miscellaneous Protective Service Workers"
#> [977] "Supervisors of Food Preparation and Serving Workers"
#> [978] "Cooks and Food Preparation Workers"
#> [979] "Cooks"
#> [980] "Cooks, Private Household"
#> [981] "Food and Beverage Serving Workers"
#> [982] "Other Food Preparation and Serving Related Workers"
#> [983] "First-Line Supervisors of Building and Grounds Cleaning and Maintenance Workers"
#> [984] "Building Cleaning and Pest Control Workers"
#> [985] "Building Cleaning Workers"
#> [986] "Grounds Maintenance Workers"
#> [987] "Supervisors of Personal Care and Service Workers"
#> [988] "First-Line Supervisors of Entertainment and Recreation Workers"
#> [989] "Animal Care and Service Workers"
#> [990] "Entertainment Attendants and Related Workers"
#> [991] "Gambling Services Workers"
#> [992] "Miscellaneous Entertainment Attendants and Related Workers"
#> [993] "Funeral Service Workers"
#> [994] "Embalmers and Crematory Operators"
#> [995] "Personal Appearance Workers"
#> [996] "Barbers, Hairdressers, Hairstylists and Cosmetologists"
#> [997] "Miscellaneous Personal Appearance Workers"
#> [998] "Baggage Porters, Bellhops, and Concierges"
#> [999] "Other Personal Care and Service Workers"
#> [1000] "Recreation and Fitness Workers"
#> [1001] "First-Line Supervisors of Sales Workers"
#> [1002] "Retail Sales Workers"
#> [1003] "Counter and Rental Clerks and Parts Salespersons"
#> [1004] "Sales Representatives, Services"
#> [1005] "Sales Representatives, Wholesale and Manufacturing"
#> [1006] "Other Sales and Related Workers"
#> [1007] "Models, Demonstrators, and Product Promoters"
#> [1008] "Real Estate Brokers and Sales Agents"
#> [1009] "Miscellaneous Sales and Related Workers"
#> [1010] "Communications Equipment Operators"
#> [1011] "Financial Clerks"
#> [1012] "Information and Record Clerks"
#> [1013] "Material Recording, Scheduling, Dispatching, and Distributing Workers"
#> [1014] "Dispatchers"
#> [1015] "Postal Service Workers"
#> [1016] "Secretaries and Administrative Assistants"
#> [1017] "Other Office and Administrative Support Workers"
#> [1018] "Data Entry and Information Processing Workers"
#> [1019] "Agricultural Workers"
#> [1020] "Miscellaneous Agricultural Workers"
#> [1021] "Forest, Conservation, and Logging Workers"
#> [1022] "Logging Workers"
#> [1023] "Construction Trades Workers"
#> [1024] "Brickmasons, Blockmasons, and Stonemasons"
#> [1025] "Carpet, Floor, and Tile Installers and Finishers"
#> [1026] "Cement Masons, Concrete Finishers, and Terrazzo Workers"
#> [1027] "Construction Equipment Operators"
#> [1028] "Drywall Installers, Ceiling Tile Installers, and Tapers"
#> [1029] "Insulation Workers"
#> [1030] "Painters and Paperhangers"
#> [1031] "Pipelayers, Plumbers, Pipefitters, and Steamfitters"
#> [1032] "Helpers, Construction Trades"
#> [1033] "Other Construction and Related Workers"
#> [1034] "Extraction Workers"
#> [1035] "Derrick, Rotary Drill, and Service Unit Operators, Oil and Gas"
#> [1036] "Surface Mining Machine Operators and Earth Drillers"
#> [1037] "Underground Mining Machine Operators"
#> [1038] "Electrical and Electronic Equipment Mechanics, Installers, and Repairers"
#> [1039] "Radio and Telecommunications Equipment Installers and Repairers"
#> [1040] "Miscellaneous Electrical and Electronic Equipment Mechanics, Installers, and Repairers"
#> [1041] "Vehicle and Mobile Equipment Mechanics, Installers, and Repairers"
#> [1042] "Automotive Technicians and Repairers"
#> [1043] "Heavy Vehicle and Mobile Equipment Service Technicians and Mechanics"
#> [1044] "Small Engine Mechanics"
#> [1045] "Miscellaneous Vehicle and Mobile Equipment Mechanics, Installers, and Repairers"
#> [1046] "Other Installation, Maintenance, and Repair Occupations"
#> [1047] "Control and Valve Installers and Repairers"
#> [1048] "Industrial Machinery Installation, Repair, and Maintenance Workers"
#> [1049] "Line Installers and Repairers"
#> [1050] "Precision Instrument and Equipment Repairers"
#> [1051] "Miscellaneous Installation, Maintenance, and Repair Workers"
#> [1052] "Assemblers and Fabricators"
#> [1053] "Electrical, Electronics, and Electromechanical Assemblers"
#> [1054] "Timing Device Assemblers and Adjusters"
#> [1055] "Food Processing Workers"
#> [1056] "Butchers and Other Meat, Poultry, and Fish Processing Workers"
#> [1057] "Miscellaneous Food Processing Workers"
#> [1058] "Metal Workers and Plastic Workers"
#> [1059] "Forming Machine Setters, Operators, and Tenders, Metal and Plastic"
#> [1060] "Machine Tool Cutting Setters, Operators, and Tenders, Metal and Plastic"
#> [1061] "Metal Furnace Operators, Tenders, Pourers, and Casters"
#> [1062] "Model Makers and Patternmakers, Metal and Plastic"
#> [1063] "Molders and Molding Machine Setters, Operators, and Tenders, Metal and Plastic"
#> [1064] "Welding, Soldering, and Brazing Workers"
#> [1065] "Miscellaneous Metal Workers and Plastic Workers"
#> [1066] "Printing Workers"
#> [1067] "Textile, Apparel, and Furnishings Workers"
#> [1068] "Shoe and Leather Workers"
#> [1069] "Tailors, Dressmakers, and Sewers"
#> [1070] "Textile Machine Setters, Operators, and Tenders"
#> [1071] "Miscellaneous Textile, Apparel, and Furnishings Workers"
#> [1072] "Woodworkers"
#> [1073] "Model Makers and Patternmakers, Wood"
#> [1074] "Model Makers, Wood"
#> [1075] "Patternmakers, Wood"
#> [1076] "Woodworking Machine Setters, Operators, and Tenders"
#> [1077] "Plant and System Operators"
#> [1078] "Power Plant Operators, Distributors, and Dispatchers"
#> [1079] "Miscellaneous Plant and System Operators"
#> [1080] "Other Production Occupations"
#> [1081] "Chemical Processing Machine Setters, Operators, and Tenders"
#> [1082] "Crushing, Grinding, Polishing, Mixing, and Blending Workers"
#> [1083] "Cutting Workers"
#> [1084] "Dental and Ophthalmic Laboratory Technicians and Medical Appliance Technicians"
#> [1085] "Painting Workers"
#> [1086] "Computer Numerically Controlled Tool Operators and Programmers"
#> [1087] "Miscellaneous Production Workers"
#> [1088] "First-Line Supervisors of Transportation and Material Moving Workers"
#> [1089] "Air Transportation Workers"
#> [1090] "Aircraft Pilots and Flight Engineers"
#> [1091] "Air Traffic Controllers and Airfield Operations Specialists"
#> [1092] "Motor Vehicle Operators"
#> [1093] "Driver/Sales Workers and Truck Drivers"
#> [1094] "Passenger Vehicle Drivers"
#> [1095] "Rail Transportation Workers"
#> [1096] "Locomotive Engineers and Operators"
#> [1097] "Water Transportation Workers"
#> [1098] "Ship and Boat Captains and Operators"
#> [1099] "Other Transportation Workers"
#> [1100] "Transportation Service Attendants"
#> [1101] "Material Moving Workers"
#> [1102] "Dredge Operators"
#> [1103] "Laborers and Material Movers"
#> [1104] "Pumping Station Operators"
# Filter for specific occupation
software_devs <- oews_data[grepl("Software", occupation_name)]
# Get full diagnostic object if needed
oews_with_diagnostics <- get_oews(return_diagnostics = TRUE)
#> Warning: There was 1 warning in `dplyr::mutate()`.
#> ℹ In argument: `value = as.numeric(value)`.
#> Caused by warning:
#> ! NAs introduced by coercion
print_bls_warnings(oews_with_diagnostics)
#> No warnings forOEWSdata download
# }