Datasets:

Anthropic
/

EconomicIndex

+## Overview
+This directory contains O*NET task mapping and automation vs. augmentation data from "Which Economic Tasks are Performed with AI? Evidence from Millions of Claude Conversations." The data and provided analysis are described below.
+## Data
+- `SOC_Structure.csv` - Standard Occupational Classification (SOC) system hierarchy from the U.S. Department of Labor O*NET database
+- `automation_vs_augmentation.csv` - Data on automation vs augmentation patterns, with columns:
+  - interaction_type: Type of human-AI interaction (directive, feedback loop, task iteration, learning, validation)
+  - pct: Percentage of conversations showing this interaction pattern
+  Data obtained using Clio (Tamkin et al. 2024)
+- `bls_employment_may_2023.csv` - Employment statistics from U.S. Bureau of Labor Statistics, May 2023
+- `onet_task_mappings.csv` - Mappings between tasks and O*NET categories, with columns:
+  - task_name: Task description
+  - pct: Percentage of conversations involving this task
+  Data obtained using Clio (Tamkin et al. 2024)
+- `onet_task_statements.csv` - Task descriptions and metadata from the U.S. Department of Labor O*NET database
+- `wage_data.csv` - Occupational wage data scraped from O*NET website using open source tools from https://github.com/adamkq/onet-dataviz
+## Analysis
+The `plots.ipynb` notebook provides visualizations and analysis including:
+### Task Analysis
+- Top tasks by percentage of conversations
+- Task distribution across occupational categories
+- Comparison with BLS employment data
+![Task Distribution](plots/task_distribution.png)
+### Occupational Analysis
+- Top occupations by conversation percentage
+- Occupational category distributions
+- Occupational category distributions compared to BLS employment data
+![Occupations Distribution](plots/occupations_distribution.png)
+![Occupational Category Distribution](plots/occupational_category_distribution.png)
+![Occupational Category Distribution (BLS)](plots/occupational_category_distribution_bls.png)
+### Wage Analysis
+- Occupational usage by wage
+![Wage Distribution](plots/wage_distribution.png)
+### Automation vs Augmentation Analysis
+- Distribution across interaction modes
+![Automation vs Augmentation](plots/automation_vs_augmentation.png)
+## Usage
+To generate the analysis:
+1. Ensure all data files are present in this directory
+2. Open `plots.ipynb` in Jupyter
+3. Run all cells to generate visualizations
+4. Plots will be saved to the notebook and can be exported
+The notebook uses pandas for data manipulation and seaborn/matplotlib for visualization. Example outputs are contained in the `plots\` folder.
+## Contact
+You can submit inquires to kunal@anthropic.com or atamkin@anthropic.com.

SOC_Structure.csv ADDED Viewed

	@@ -0,0 +1,1597 @@

+Major Group,Minor Group,Broad Occupation,Detailed Occupation,Detailed O*NET-SOC,SOC or O*NET-SOC 2019 Title
+11-0000,,,,,Management Occupations
+,11-1000,,,,Top Executives
+,,11-1010,,,Chief Executives
+,,,11-1011,,Chief Executives
+,,,,11-1011.03,Chief Sustainability Officers
+,,11-1020,,,General and Operations Managers
+,,,11-1021,,General and Operations Managers
+,,11-1030,,,Legislators
+,,,11-1031,,Legislators
+,11-2000,,,,"Advertising, Marketing, Promotions, Public Relations, and Sales Managers"
+,,11-2010,,,Advertising and Promotions Managers
+,,,11-2011,,Advertising and Promotions Managers
+,,11-2020,,,Marketing and Sales Managers
+,,,11-2021,,Marketing Managers
+,,,11-2022,,Sales Managers
+,,11-2030,,,Public Relations and Fundraising Managers
+,,,11-2032,,Public Relations Managers
+,,,11-2033,,Fundraising Managers
+,11-3000,,,,Operations Specialties Managers
+,,11-3010,,,Administrative Services and Facilities Managers
+,,,11-3012,,Administrative Services Managers
+,,,11-3013,,Facilities Managers
+,,,,11-3013.01,Security Managers
+,,11-3020,,,Computer and Information Systems Managers
+,,,11-3021,,Computer and Information Systems Managers
+,,11-3030,,,Financial Managers
+,,,11-3031,,Financial Managers
+,,,,11-3031.01,Treasurers and Controllers
+,,,,11-3031.03,Investment Fund Managers
+,,11-3050,,,Industrial Production Managers
+,,,11-3051,,Industrial Production Managers
+,,,,11-3051.01,Quality Control Systems Managers
+,,,,11-3051.02,Geothermal Production Managers
+,,,,11-3051.03,Biofuels Production Managers
+,,,,11-3051.04,Biomass Power Plant Managers
+,,,,11-3051.06,Hydroelectric Production Managers
+,,11-3060,,,Purchasing Managers
+,,,11-3061,,Purchasing Managers
+,,11-3070,,,"Transportation, Storage, and Distribution Managers"
+,,,11-3071,,"Transportation, Storage, and Distribution Managers"
+,,,,11-3071.04,Supply Chain Managers
+,,11-3110,,,Compensation and Benefits Managers
+,,,11-3111,,Compensation and Benefits Managers
+,,11-3120,,,Human Resources Managers
+,,,11-3121,,Human Resources Managers
+,,11-3130,,,Training and Development Managers
+,,,11-3131,,Training and Development Managers
+,11-9000,,,,Other Management Occupations
+,,11-9010,,,"Farmers, Ranchers, and Other Agricultural Managers"
+,,,11-9013,,"Farmers, Ranchers, and Other Agricultural Managers"
+,,11-9020,,,Construction Managers
+,,,11-9021,,Construction Managers
+,,11-9030,,,Education and Childcare Administrators
+,,,11-9031,,"Education and Childcare Administrators, Preschool and Daycare"
+,,,11-9032,,"Education Administrators, Kindergarten through Secondary"
+,,,11-9033,,"Education Administrators, Postsecondary"
+,,,11-9039,,"Education Administrators, All Other"
+,,11-9040,,,Architectural and Engineering Managers
+,,,11-9041,,Architectural and Engineering Managers
+,,,,11-9041.01,Biofuels/Biodiesel Technology and Product Development Managers
+,,11-9050,,,Food Service Managers
+,,,11-9051,,Food Service Managers
+,,11-9070,,,Entertainment and Recreation Managers
+,,,11-9071,,Gambling Managers
+,,,11-9072,,"Entertainment and Recreation Managers, Except Gambling"
+,,11-9080,,,Lodging Managers
+,,,11-9081,,Lodging Managers
+,,11-9110,,,Medical and Health Services Managers
+,,,11-9111,,Medical and Health Services Managers
+,,11-9120,,,Natural Sciences Managers
+,,,11-9121,,Natural Sciences Managers
+,,,,11-9121.01,Clinical Research Coordinators
+,,,,11-9121.02,Water Resource Specialists
+,,11-9130,,,Postmasters and Mail Superintendents
+,,,11-9131,,Postmasters and Mail Superintendents
+,,11-9140,,,"Property, Real Estate, and Community Association Managers"
+,,,11-9141,,"Property, Real Estate, and Community Association Managers"
+,,11-9150,,,Social and Community Service Managers
+,,,11-9151,,Social and Community Service Managers
+,,11-9160,,,Emergency Management Directors
+,,,11-9161,,Emergency Management Directors
+,,11-9170,,,Personal Service Managers
+,,,11-9171,,Funeral Home Managers
+,,,11-9179,,"Personal Service Managers, All Other"
+,,,,11-9179.01,Fitness and Wellness Coordinators
+,,,,11-9179.02,Spa Managers
+,,11-9190,,,Miscellaneous Managers
+,,,11-9199,,"Managers, All Other"
+,,,,11-9199.01,Regulatory Affairs Managers
+,,,,11-9199.02,Compliance Managers
+,,,,11-9199.08,Loss Prevention Managers
+,,,,11-9199.09,Wind Energy Operations Managers
+,,,,11-9199.10,Wind Energy Development Managers
+,,,,11-9199.11,Brownfield Redevelopment Specialists and Site Managers
+13-0000,,,,,Business and Financial Operations Occupations
+,13-1000,,,,Business Operations Specialists
+,,13-1010,,,"Agents and Business Managers of Artists, Performers, and Athletes"
+,,,13-1011,,"Agents and Business Managers of Artists, Performers, and Athletes"
+,,13-1020,,,Buyers and Purchasing Agents
+,,,13-1021,,"Buyers and Purchasing Agents, Farm Products"
+,,,13-1022,,"Wholesale and Retail Buyers, Except Farm Products"
+,,,13-1023,,"Purchasing Agents, Except Wholesale, Retail, and Farm Products"
+,,13-1030,,,"Claims Adjusters, Appraisers, Examiners, and Investigators"
+,,,13-1031,,"Claims Adjusters, Examiners, and Investigators"
+,,,13-1032,,"Insurance Appraisers, Auto Damage"
+,,13-1040,,,Compliance Officers
+,,,13-1041,,Compliance Officers
+,,,,13-1041.01,Environmental Compliance Inspectors
+,,,,13-1041.03,Equal Opportunity Representatives and Officers
+,,,,13-1041.04,Government Property Inspectors and Investigators
+,,,,13-1041.06,Coroners
+,,,,13-1041.07,Regulatory Affairs Specialists
+,,,,13-1041.08,Customs Brokers
+,,13-1050,,,Cost Estimators
+,,,13-1051,,Cost Estimators
+,,13-1070,,,Human Resources Workers
+,,,13-1071,,Human Resources Specialists
+,,,13-1074,,Farm Labor Contractors
+,,,13-1075,,Labor Relations Specialists
+,,13-1080,,,Logisticians and Project Management Specialists
+,,,13-1081,,Logisticians
+,,,,13-1081.01,Logistics Engineers
+,,,,13-1081.02,Logistics Analysts
+,,,13-1082,,Project Management Specialists
+,,13-1110,,,Management Analysts
+,,,13-1111,,Management Analysts
+,,13-1120,,,"Meeting, Convention, and Event Planners"
+,,,13-1121,,"Meeting, Convention, and Event Planners"
+,,13-1130,,,Fundraisers
+,,,13-1131,,Fundraisers
+,,13-1140,,,"Compensation, Benefits, and Job Analysis Specialists"
+,,,13-1141,,"Compensation, Benefits, and Job Analysis Specialists"
+,,13-1150,,,Training and Development Specialists
+,,,13-1151,,Training and Development Specialists
+,,13-1160,,,Market Research Analysts and Marketing Specialists
+,,,13-1161,,Market Research Analysts and Marketing Specialists
+,,,,13-1161.01,Search Marketing Strategists
+,,13-1190,,,Miscellaneous Business Operations Specialists
+,,,13-1199,,"Business Operations Specialists, All Other"
+,,,,13-1199.04,Business Continuity Planners
+,,,,13-1199.05,Sustainability Specialists
+,,,,13-1199.06,Online Merchants
+,,,,13-1199.07,Security Management Specialists
+,13-2000,,,,Financial Specialists
+,,13-2010,,,Accountants and Auditors
+,,,13-2011,,Accountants and Auditors
+,,13-2020,,,Property Appraisers and Assessors
+,,,13-2022,,Appraisers of Personal and Business Property
+,,,13-2023,,Appraisers and Assessors of Real Estate
+,,13-2030,,,Budget Analysts
+,,,13-2031,,Budget Analysts
+,,13-2040,,,Credit Analysts
+,,,13-2041,,Credit Analysts
+,,13-2050,,,Financial Analysts and Advisors
+,,,13-2051,,Financial and Investment Analysts
+,,,13-2052,,Personal Financial Advisors
+,,,13-2053,,Insurance Underwriters
+,,,13-2054,,Financial Risk Specialists
+,,13-2060,,,Financial Examiners
+,,,13-2061,,Financial Examiners
+,,13-2070,,,Credit Counselors and Loan Officers
+,,,13-2071,,Credit Counselors
+,,,13-2072,,Loan Officers
+,,13-2080,,,"Tax Examiners, Collectors and Preparers, and Revenue Agents"
+,,,13-2081,,"Tax Examiners and Collectors, and Revenue Agents"
+,,,13-2082,,Tax Preparers
+,,13-2090,,,Miscellaneous Financial Specialists
+,,,13-2099,,"Financial Specialists, All Other"
+,,,,13-2099.01,Financial Quantitative Analysts
+,,,,13-2099.04,"Fraud Examiners, Investigators and Analysts"
+15-0000,,,,,Computer and Mathematical Occupations
+,15-1200,,,,Computer Occupations
+,,15-1210,,,Computer and Information Analysts
+,,,15-1211,,Computer Systems Analysts
+,,,,15-1211.01,Health Informatics Specialists
+,,,15-1212,,Information Security Analysts
+,,15-1220,,,Computer and Information Research Scientists
+,,,15-1221,,Computer and Information Research Scientists
+,,15-1230,,,Computer Support Specialists
+,,,15-1231,,Computer Network Support Specialists
+,,,15-1232,,Computer User Support Specialists
+,,15-1240,,,Database and Network Administrators and Architects
+,,,15-1241,,Computer Network Architects
+,,,,15-1241.01,Telecommunications Engineering Specialists
+,,,15-1242,,Database Administrators
+,,,15-1243,,Database Architects
+,,,,15-1243.01,Data Warehousing Specialists
+,,,15-1244,,Network and Computer Systems Administrators
+,,15-1250,,,"Software and Web Developers, Programmers, and Testers"
+,,,15-1251,,Computer Programmers
+,,,15-1252,,Software Developers
+,,,15-1253,,Software Quality Assurance Analysts and Testers
+,,,15-1254,,Web Developers
+,,,15-1255,,Web and Digital Interface Designers
+,,,,15-1255.01,Video Game Designers
+,,15-1290,,,Miscellaneous Computer Occupations
+,,,15-1299,,"Computer Occupations, All Other"
+,,,,15-1299.01,Web Administrators
+,,,,15-1299.02,Geographic Information Systems Technologists and Technicians
+,,,,15-1299.03,Document Management Specialists
+,,,,15-1299.04,Penetration Testers
+,,,,15-1299.05,Information Security Engineers
+,,,,15-1299.06,Digital Forensics Analysts
+,,,,15-1299.07,Blockchain Engineers
+,,,,15-1299.08,Computer Systems Engineers/Architects
+,,,,15-1299.09,Information Technology Project Managers
+,15-2000,,,,Mathematical Science Occupations
+,,15-2010,,,Actuaries
+,,,15-2011,,Actuaries
+,,15-2020,,,Mathematicians
+,,,15-2021,,Mathematicians
+,,15-2030,,,Operations Research Analysts
+,,,15-2031,,Operations Research Analysts
+,,15-2040,,,Statisticians
+,,,15-2041,,Statisticians
+,,,,15-2041.01,Biostatisticians
+,,15-2050,,,Data Scientists
+,,,15-2051,,Data Scientists
+,,,,15-2051.01,Business Intelligence Analysts
+,,,,15-2051.02,Clinical Data Managers
+,,15-2090,,,Miscellaneous Mathematical Science Occupations
+,,,15-2099,,"Mathematical Science Occupations, All Other"
+,,,,15-2099.01,Bioinformatics Technicians
+17-0000,,,,,Architecture and Engineering Occupations
+,17-1000,,,,"Architects, Surveyors, and Cartographers"
+,,17-1010,,,"Architects, Except Naval"
+,,,17-1011,,"Architects, Except Landscape and Naval"
+,,,17-1012,,Landscape Architects
+,,17-1020,,,"Surveyors, Cartographers, and Photogrammetrists"
+,,,17-1021,,Cartographers and Photogrammetrists
+,,,17-1022,,Surveyors
+,,,,17-1022.01,Geodetic Surveyors
+,17-2000,,,,Engineers
+,,17-2010,,,Aerospace Engineers
+,,,17-2011,,Aerospace Engineers
+,,17-2020,,,Agricultural Engineers
+,,,17-2021,,Agricultural Engineers
+,,17-2030,,,Bioengineers and Biomedical Engineers
+,,,17-2031,,Bioengineers and Biomedical Engineers
+,,17-2040,,,Chemical Engineers
+,,,17-2041,,Chemical Engineers
+,,17-2050,,,Civil Engineers
+,,,17-2051,,Civil Engineers
+,,,,17-2051.01,Transportation Engineers
+,,,,17-2051.02,Water/Wastewater Engineers
+,,17-2060,,,Computer Hardware Engineers
+,,,17-2061,,Computer Hardware Engineers
+,,17-2070,,,Electrical and Electronics Engineers
+,,,17-2071,,Electrical Engineers
+,,,17-2072,,"Electronics Engineers, Except Computer"
+,,,,17-2072.01,Radio Frequency Identification Device Specialists
+,,17-2080,,,Environmental Engineers
+,,,17-2081,,Environmental Engineers
+,,17-2110,,,"Industrial Engineers, Including Health and Safety"
+,,,17-2111,,"Health and Safety Engineers, Except Mining Safety Engineers and Inspectors"
+,,,,17-2111.02,Fire-Prevention and Protection Engineers
+,,,17-2112,,Industrial Engineers
+,,,,17-2112.01,Human Factors Engineers and Ergonomists
+,,,,17-2112.02,Validation Engineers
+,,,,17-2112.03,Manufacturing Engineers
+,,17-2120,,,Marine Engineers and Naval Architects
+,,,17-2121,,Marine Engineers and Naval Architects
+,,17-2130,,,Materials Engineers
+,,,17-2131,,Materials Engineers
+,,17-2140,,,Mechanical Engineers
+,,,17-2141,,Mechanical Engineers
+,,,,17-2141.01,Fuel Cell Engineers
+,,,,17-2141.02,Automotive Engineers
+,,17-2150,,,"Mining and Geological Engineers, Including Mining Safety Engineers"
+,,,17-2151,,"Mining and Geological Engineers, Including Mining Safety Engineers"
+,,17-2160,,,Nuclear Engineers
+,,,17-2161,,Nuclear Engineers
+,,17-2170,,,Petroleum Engineers
+,,,17-2171,,Petroleum Engineers
+,,17-2190,,,Miscellaneous Engineers
+,,,17-2199,,"Engineers, All Other"
+,,,,17-2199.03,"Energy Engineers, Except Wind and Solar"
+,,,,17-2199.05,Mechatronics Engineers
+,,,,17-2199.06,Microsystems Engineers
+,,,,17-2199.07,Photonics Engineers
+,,,,17-2199.08,Robotics Engineers
+,,,,17-2199.09,Nanosystems Engineers
+,,,,17-2199.10,Wind Energy Engineers
+,,,,17-2199.11,Solar Energy Systems Engineers
+,17-3000,,,,"Drafters, Engineering Technicians, and Mapping Technicians"
+,,17-3010,,,Drafters
+,,,17-3011,,Architectural and Civil Drafters
+,,,17-3012,,Electrical and Electronics Drafters
+,,,17-3013,,Mechanical Drafters
+,,,17-3019,,"Drafters, All Other"
+,,17-3020,,,"Engineering Technologists and Technicians, Except Drafters"
+,,,17-3021,,Aerospace Engineering and Operations Technologists and Technicians
+,,,17-3022,,Civil Engineering Technologists and Technicians
+,,,17-3023,,Electrical and Electronic Engineering Technologists and Technicians
+,,,17-3024,,Electro-Mechanical and Mechatronics Technologists and Technicians
+,,,,17-3024.01,Robotics Technicians
+,,,17-3025,,Environmental Engineering Technologists and Technicians
+,,,17-3026,,Industrial Engineering Technologists and Technicians
+,,,,17-3026.01,Nanotechnology Engineering Technologists and Technicians
+,,,17-3027,,Mechanical Engineering Technologists and Technicians
+,,,,17-3027.01,Automotive Engineering Technicians
+,,,17-3028,,Calibration Technologists and Technicians
+,,,17-3029,,"Engineering Technologists and Technicians, Except Drafters, All Other"
+,,,,17-3029.01,Non-Destructive Testing Specialists
+,,,,17-3029.08,Photonics Technicians
+,,17-3030,,,Surveying and Mapping Technicians
+,,,17-3031,,Surveying and Mapping Technicians
+19-0000,,,,,"Life, Physical, and Social Science Occupations"
+,19-1000,,,,Life Scientists
+,,19-1010,,,Agricultural and Food Scientists
+,,,19-1011,,Animal Scientists
+,,,19-1012,,Food Scientists and Technologists
+,,,19-1013,,Soil and Plant Scientists
+,,19-1020,,,Biological Scientists
+,,,19-1021,,Biochemists and Biophysicists
+,,,19-1022,,Microbiologists
+,,,19-1023,,Zoologists and Wildlife Biologists
+,,,19-1029,,"Biological Scientists, All Other"
+,,,,19-1029.01,Bioinformatics Scientists
+,,,,19-1029.02,Molecular and Cellular Biologists
+,,,,19-1029.03,Geneticists
+,,,,19-1029.04,Biologists
+,,19-1030,,,Conservation Scientists and Foresters
+,,,19-1031,,Conservation Scientists
+,,,,19-1031.02,Range Managers
+,,,,19-1031.03,Park Naturalists
+,,,19-1032,,Foresters
+,,19-1040,,,Medical Scientists
+,,,19-1041,,Epidemiologists
+,,,19-1042,,"Medical Scientists, Except Epidemiologists"
+,,19-1090,,,Miscellaneous Life Scientists
+,,,19-1099,,"Life Scientists, All Other"
+,19-2000,,,,Physical Scientists
+,,19-2010,,,Astronomers and Physicists
+,,,19-2011,,Astronomers
+,,,19-2012,,Physicists
+,,19-2020,,,Atmospheric and Space Scientists
+,,,19-2021,,Atmospheric and Space Scientists
+,,19-2030,,,Chemists and Materials Scientists
+,,,19-2031,,Chemists
+,,,19-2032,,Materials Scientists
+,,19-2040,,,Environmental Scientists and Geoscientists
+,,,19-2041,,"Environmental Scientists and Specialists, Including Health"
+,,,,19-2041.01,Climate Change Policy Analysts
+,,,,19-2041.02,Environmental Restoration Planners
+,,,,19-2041.03,Industrial Ecologists
+,,,19-2042,,"Geoscientists, Except Hydrologists and Geographers"
+,,,19-2043,,Hydrologists
+,,19-2090,,,Miscellaneous Physical Scientists
+,,,19-2099,,"Physical Scientists, All Other"
+,,,,19-2099.01,Remote Sensing Scientists and Technologists
+,19-3000,,,,Social Scientists and Related Workers
+,,19-3010,,,Economists
+,,,19-3011,,Economists
+,,,,19-3011.01,Environmental Economists
+,,19-3020,,,Survey Researchers
+,,,19-3022,,Survey Researchers
+,,19-3030,,,Psychologists
+,,,19-3032,,Industrial-Organizational Psychologists
+,,,19-3033,,Clinical and Counseling Psychologists
+,,,19-3034,,School Psychologists
+,,,19-3039,,"Psychologists, All Other"
+,,,,19-3039.02,Neuropsychologists
+,,,,19-3039.03,Clinical Neuropsychologists
+,,19-3040,,,Sociologists
+,,,19-3041,,Sociologists
+,,19-3050,,,Urban and Regional Planners
+,,,19-3051,,Urban and Regional Planners
+,,19-3090,,,Miscellaneous Social Scientists and Related Workers
+,,,19-3091,,Anthropologists and Archeologists
+,,,19-3092,,Geographers
+,,,19-3093,,Historians
+,,,19-3094,,Political Scientists
+,,,19-3099,,"Social Scientists and Related Workers, All Other"
+,,,,19-3099.01,Transportation Planners
+,19-4000,,,,"Life, Physical, and Social Science Technicians"
+,,19-4010,,,Agricultural and Food Science Technicians
+,,,19-4012,,Agricultural Technicians
+,,,,19-4012.01,Precision Agriculture Technicians
+,,,19-4013,,Food Science Technicians
+,,19-4020,,,Biological Technicians
+,,,19-4021,,Biological Technicians
+,,19-4030,,,Chemical Technicians
+,,,19-4031,,Chemical Technicians
+,,19-4040,,,Environmental Science and Geoscience Technicians
+,,,19-4042,,"Environmental Science and Protection Technicians, Including Health"
+,,,19-4043,,"Geological Technicians, Except Hydrologic Technicians"
+,,,19-4044,,Hydrologic Technicians
+,,19-4050,,,Nuclear Technicians
+,,,19-4051,,Nuclear Technicians
+,,,,19-4051.02,Nuclear Monitoring Technicians
+,,19-4060,,,Social Science Research Assistants
+,,,19-4061,,Social Science Research Assistants
+,,19-4070,,,Forest and Conservation Technicians
+,,,19-4071,,Forest and Conservation Technicians
+,,19-4090,,,"Miscellaneous Life, Physical, and Social Science Technicians"
+,,,19-4092,,Forensic Science Technicians
+,,,19-4099,,"Life, Physical, and Social Science Technicians, All Other"
+,,,,19-4099.01,Quality Control Analysts
+,,,,19-4099.03,Remote Sensing Technicians
+,19-5000,,,,Occupational Health and Safety Specialists and Technicians
+,,19-5010,,,Occupational Health and Safety Specialists and Technicians
+,,,19-5011,,Occupational Health and Safety Specialists
+,,,19-5012,,Occupational Health and Safety Technicians
+21-0000,,,,,Community and Social Service Occupations
+,21-1000,,,,"Counselors, Social Workers, and Other Community and Social Service Specialists"
+,,21-1010,,,Counselors
+,,,21-1011,,Substance Abuse and Behavioral Disorder Counselors
+,,,21-1012,,"Educational, Guidance, and Career Counselors and Advisors"
+,,,21-1013,,Marriage and Family Therapists
+,,,21-1014,,Mental Health Counselors
+,,,21-1015,,Rehabilitation Counselors
+,,,21-1019,,"Counselors, All Other"
+,,21-1020,,,Social Workers
+,,,21-1021,,"Child, Family, and School Social Workers"
+,,,21-1022,,Healthcare Social Workers
+,,,21-1023,,Mental Health and Substance Abuse Social Workers
+,,,21-1029,,"Social Workers, All Other"
+,,21-1090,,,Miscellaneous Community and Social Service Specialists
+,,,21-1091,,Health Education Specialists
+,,,21-1092,,Probation Officers and Correctional Treatment Specialists
+,,,21-1093,,Social and Human Service Assistants
+,,,21-1094,,Community Health Workers
+,,,21-1099,,"Community and Social Service Specialists, All Other"
+,21-2000,,,,Religious Workers
+,,21-2010,,,Clergy
+,,,21-2011,,Clergy
+,,21-2020,,,"Directors, Religious Activities and Education"
+,,,21-2021,,"Directors, Religious Activities and Education"
+,,21-2090,,,Miscellaneous Religious Workers
+,,,21-2099,,"Religious Workers, All Other"
+23-0000,,,,,Legal Occupations
+,23-1000,,,,"Lawyers, Judges, and Related Workers"
+,,23-1010,,,Lawyers and Judicial Law Clerks
+,,,23-1011,,Lawyers
+,,,23-1012,,Judicial Law Clerks
+,,23-1020,,,"Judges, Magistrates, and Other Judicial Workers"
+,,,23-1021,,"Administrative Law Judges, Adjudicators, and Hearing Officers"
+,,,23-1022,,"Arbitrators, Mediators, and Conciliators"
+,,,23-1023,,"Judges, Magistrate Judges, and Magistrates"
+,23-2000,,,,Legal Support Workers
+,,23-2010,,,Paralegals and Legal Assistants
+,,,23-2011,,Paralegals and Legal Assistants
+,,23-2090,,,Miscellaneous Legal Support Workers
+,,,23-2093,,"Title Examiners, Abstractors, and Searchers"
+,,,23-2099,,"Legal Support Workers, All Other"
+25-0000,,,,,Educational Instruction and Library Occupations
+,25-1000,,,,Postsecondary Teachers
+,,25-1010,,,"Business Teachers, Postsecondary"
+,,,25-1011,,"Business Teachers, Postsecondary"
+,,25-1020,,,"Math and Computer Science Teachers, Postsecondary"
+,,,25-1021,,"Computer Science Teachers, Postsecondary"
+,,,25-1022,,"Mathematical Science Teachers, Postsecondary"
+,,25-1030,,,"Engineering and Architecture Teachers, Postsecondary"
+,,,25-1031,,"Architecture Teachers, Postsecondary"
+,,,25-1032,,"Engineering Teachers, Postsecondary"
+,,25-1040,,,"Life Sciences Teachers, Postsecondary"
+,,,25-1041,,"Agricultural Sciences Teachers, Postsecondary"
+,,,25-1042,,"Biological Science Teachers, Postsecondary"
+,,,25-1043,,"Forestry and Conservation Science Teachers, Postsecondary"
+,,25-1050,,,"Physical Sciences Teachers, Postsecondary"
+,,,25-1051,,"Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary"
+,,,25-1052,,"Chemistry Teachers, Postsecondary"
+,,,25-1053,,"Environmental Science Teachers, Postsecondary"
+,,,25-1054,,"Physics Teachers, Postsecondary"
+,,25-1060,,,"Social Sciences Teachers, Postsecondary"
+,,,25-1061,,"Anthropology and Archeology Teachers, Postsecondary"
+,,,25-1062,,"Area, Ethnic, and Cultural Studies Teachers, Postsecondary"
+,,,25-1063,,"Economics Teachers, Postsecondary"
+,,,25-1064,,"Geography Teachers, Postsecondary"
+,,,25-1065,,"Political Science Teachers, Postsecondary"
+,,,25-1066,,"Psychology Teachers, Postsecondary"
+,,,25-1067,,"Sociology Teachers, Postsecondary"
+,,,25-1069,,"Social Sciences Teachers, Postsecondary, All Other"
+,,25-1070,,,"Health Teachers, Postsecondary"
+,,,25-1071,,"Health Specialties Teachers, Postsecondary"
+,,,25-1072,,"Nursing Instructors and Teachers, Postsecondary"
+,,25-1080,,,"Education and Library Science Teachers, Postsecondary"
+,,,25-1081,,"Education Teachers, Postsecondary"
+,,,25-1082,,"Library Science Teachers, Postsecondary"
+,,25-1110,,,"Law, Criminal Justice, and Social Work Teachers, Postsecondary"
+,,,25-1111,,"Criminal Justice and Law Enforcement Teachers, Postsecondary"
+,,,25-1112,,"Law Teachers, Postsecondary"
+,,,25-1113,,"Social Work Teachers, Postsecondary"
+,,25-1120,,,"Arts, Communications, History, and Humanities Teachers, Postsecondary"
+,,,25-1121,,"Art, Drama, and Music Teachers, Postsecondary"
+,,,25-1122,,"Communications Teachers, Postsecondary"
+,,,25-1123,,"English Language and Literature Teachers, Postsecondary"
+,,,25-1124,,"Foreign Language and Literature Teachers, Postsecondary"
+,,,25-1125,,"History Teachers, Postsecondary"
+,,,25-1126,,"Philosophy and Religion Teachers, Postsecondary"
+,,25-1190,,,Miscellaneous Postsecondary Teachers
+,,,25-1192,,"Family and Consumer Sciences Teachers, Postsecondary"
+,,,25-1193,,"Recreation and Fitness Studies Teachers, Postsecondary"
+,,,25-1194,,"Career/Technical Education Teachers, Postsecondary"
+,,,25-1199,,"Postsecondary Teachers, All Other"
+,25-2000,,,,"Preschool, Elementary, Middle, Secondary, and Special Education Teachers"
+,,25-2010,,,Preschool and Kindergarten Teachers
+,,,25-2011,,"Preschool Teachers, Except Special Education"
+,,,25-2012,,"Kindergarten Teachers, Except Special Education"
+,,25-2020,,,Elementary and Middle School Teachers
+,,,25-2021,,"Elementary School Teachers, Except Special Education"
+,,,25-2022,,"Middle School Teachers, Except Special and Career/Technical Education"
+,,,25-2023,,"Career/Technical Education Teachers, Middle School"
+,,25-2030,,,Secondary School Teachers
+,,,25-2031,,"Secondary School Teachers, Except Special and Career/Technical Education"
+,,,25-2032,,"Career/Technical Education Teachers, Secondary School"
+,,25-2050,,,Special Education Teachers
+,,,25-2051,,"Special Education Teachers, Preschool"
+,,,25-2055,,"Special Education Teachers, Kindergarten"
+,,,25-2056,,"Special Education Teachers, Elementary School"
+,,,25-2057,,"Special Education Teachers, Middle School"
+,,,25-2058,,"Special Education Teachers, Secondary School"
+,,,25-2059,,"Special Education Teachers, All Other"
+,,,,25-2059.01,Adapted Physical Education Specialists
+,25-3000,,,,Other Teachers and Instructors
+,,25-3010,,,"Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors"
+,,,25-3011,,"Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors"
+,,25-3020,,,Self-Enrichment Teachers
+,,,25-3021,,Self-Enrichment Teachers
+,,25-3030,,,"Substitute Teachers, Short-Term"
+,,,25-3031,,"Substitute Teachers, Short-Term"
+,,25-3040,,,Tutors
+,,,25-3041,,Tutors
+,,25-3090,,,Miscellaneous Teachers and Instructors
+,,,25-3099,,"Teachers and Instructors, All Other"
+,25-4000,,,,"Librarians, Curators, and Archivists"
+,,25-4010,,,"Archivists, Curators, and Museum Technicians"
+,,,25-4011,,Archivists
+,,,25-4012,,Curators
+,,,25-4013,,Museum Technicians and Conservators
+,,25-4020,,,Librarians and Media Collections Specialists
+,,,25-4022,,Librarians and Media Collections Specialists
+,,25-4030,,,Library Technicians
+,,,25-4031,,Library Technicians
+,25-9000,,,,Other Educational Instruction and Library Occupations
+,,25-9020,,,Farm and Home Management Educators
+,,,25-9021,,Farm and Home Management Educators
+,,25-9030,,,Instructional Coordinators
+,,,25-9031,,Instructional Coordinators
+,,25-9040,,,Teaching Assistants
+,,,25-9042,,"Teaching Assistants, Preschool, Elementary, Middle, and Secondary School, Except Special Education"
+,,,25-9043,,"Teaching Assistants, Special Education"
+,,,25-9044,,"Teaching Assistants, Postsecondary"
+,,,25-9049,,"Teaching Assistants, All Other"
+,,25-9090,,,Miscellaneous Educational Instruction and Library Workers
+,,,25-9099,,"Educational Instruction and Library Workers, All Other"
+27-0000,,,,,"Arts, Design, Entertainment, Sports, and Media Occupations"
+,27-1000,,,,Art and Design Workers
+,,27-1010,,,Artists and Related Workers
+,,,27-1011,,Art Directors
+,,,27-1012,,Craft Artists
+,,,27-1013,,"Fine Artists, Including Painters, Sculptors, and Illustrators"
+,,,27-1014,,Special Effects Artists and Animators
+,,,27-1019,,"Artists and Related Workers, All Other"
+,,27-1020,,,Designers
+,,,27-1021,,Commercial and Industrial Designers
+,,,27-1022,,Fashion Designers
+,,,27-1023,,Floral Designers
+,,,27-1024,,Graphic Designers
+,,,27-1025,,Interior Designers
+,,,27-1026,,Merchandise Displayers and Window Trimmers
+,,,27-1027,,Set and Exhibit Designers
+,,,27-1029,,"Designers, All Other"
+,27-2000,,,,"Entertainers and Performers, Sports and Related Workers"
+,,27-2010,,,"Actors, Producers, and Directors"
+,,,27-2011,,Actors
+,,,27-2012,,Producers and Directors
+,,,,27-2012.03,Media Programming Directors
+,,,,27-2012.04,Talent Directors
+,,,,27-2012.05,Media Technical Directors/Managers
+,,27-2020,,,"Athletes, Coaches, Umpires, and Related Workers"
+,,,27-2021,,Athletes and Sports Competitors
+,,,27-2022,,Coaches and Scouts
+,,,27-2023,,"Umpires, Referees, and Other Sports Officials"
+,,27-2030,,,Dancers and Choreographers
+,,,27-2031,,Dancers
+,,,27-2032,,Choreographers
+,,27-2040,,,"Musicians, Singers, and Related Workers"
+,,,27-2041,,Music Directors and Composers
+,,,27-2042,,Musicians and Singers
+,,27-2090,,,"Miscellaneous Entertainers and Performers, Sports and Related Workers"
+,,,27-2091,,"Disc Jockeys, Except Radio"
+,,,27-2099,,"Entertainers and Performers, Sports and Related Workers, All Other"
+,27-3000,,,,Media and Communication Workers
+,,27-3010,,,Broadcast Announcers and Radio Disc Jockeys
+,,,27-3011,,Broadcast Announcers and Radio Disc Jockeys
+,,27-3020,,,"News Analysts, Reporters and Journalists"
+,,,27-3023,,"News Analysts, Reporters, and Journalists"
+,,27-3030,,,Public Relations Specialists
+,,,27-3031,,Public Relations Specialists
+,,27-3040,,,Writers and Editors
+,,,27-3041,,Editors
+,,,27-3042,,Technical Writers
+,,,27-3043,,Writers and Authors
+,,,,27-3043.05,"Poets, Lyricists and Creative Writers"
+,,27-3090,,,Miscellaneous Media and Communication Workers
+,,,27-3091,,Interpreters and Translators
+,,,27-3092,,Court Reporters and Simultaneous Captioners
+,,,27-3099,,"Media and Communication Workers, All Other"
+,27-4000,,,,Media and Communication Equipment Workers
+,,27-4010,,,"Broadcast, Sound, and Lighting Technicians"
+,,,27-4011,,Audio and Video Technicians
+,,,27-4012,,Broadcast Technicians
+,,,27-4014,,Sound Engineering Technicians
+,,,27-4015,,Lighting Technicians
+,,27-4020,,,Photographers
+,,,27-4021,,Photographers
+,,27-4030,,,"Television, Video, and Film Camera Operators and Editors"
+,,,27-4031,,"Camera Operators, Television, Video, and Film"
+,,,27-4032,,Film and Video Editors
+,,27-4090,,,Miscellaneous Media and Communication Equipment Workers
+,,,27-4099,,"Media and Communication Equipment Workers, All Other"
+29-0000,,,,,Healthcare Practitioners and Technical Occupations
+,29-1000,,,,Healthcare Diagnosing or Treating Practitioners
+,,29-1010,,,Chiropractors
+,,,29-1011,,Chiropractors
+,,29-1020,,,Dentists
+,,,29-1021,,"Dentists, General"
+,,,29-1022,,Oral and Maxillofacial Surgeons
+,,,29-1023,,Orthodontists
+,,,29-1024,,Prosthodontists
+,,,29-1029,,"Dentists, All Other Specialists"
+,,29-1030,,,Dietitians and Nutritionists
+,,,29-1031,,Dietitians and Nutritionists
+,,29-1040,,,Optometrists
+,,,29-1041,,Optometrists
+,,29-1050,,,Pharmacists
+,,,29-1051,,Pharmacists
+,,29-1070,,,Physician Assistants
+,,,29-1071,,Physician Assistants
+,,,,29-1071.01,Anesthesiologist Assistants
+,,29-1080,,,Podiatrists
+,,,29-1081,,Podiatrists
+,,29-1120,,,Therapists
+,,,29-1122,,Occupational Therapists
+,,,,29-1122.01,"Low Vision Therapists, Orientation and Mobility Specialists, and Vision Rehabilitation Therapists"
+,,,29-1123,,Physical Therapists
+,,,29-1124,,Radiation Therapists
+,,,29-1125,,Recreational Therapists
+,,,29-1126,,Respiratory Therapists
+,,,29-1127,,Speech-Language Pathologists
+,,,29-1128,,Exercise Physiologists
+,,,29-1129,,"Therapists, All Other"
+,,,,29-1129.01,Art Therapists
+,,,,29-1129.02,Music Therapists
+,,29-1130,,,Veterinarians
+,,,29-1131,,Veterinarians
+,,29-1140,,,Registered Nurses
+,,,29-1141,,Registered Nurses
+,,,,29-1141.01,Acute Care Nurses
+,,,,29-1141.02,Advanced Practice Psychiatric Nurses
+,,,,29-1141.03,Critical Care Nurses
+,,,,29-1141.04,Clinical Nurse Specialists
+,,29-1150,,,Nurse Anesthetists
+,,,29-1151,,Nurse Anesthetists
+,,29-1160,,,Nurse Midwives
+,,,29-1161,,Nurse Midwives
+,,29-1170,,,Nurse Practitioners
+,,,29-1171,,Nurse Practitioners
+,,29-1180,,,Audiologists
+,,,29-1181,,Audiologists
+,,29-1210,,,Physicians
+,,,29-1211,,Anesthesiologists
+,,,29-1212,,Cardiologists
+,,,29-1213,,Dermatologists
+,,,29-1214,,Emergency Medicine Physicians
+,,,29-1215,,Family Medicine Physicians
+,,,29-1216,,General Internal Medicine Physicians
+,,,29-1217,,Neurologists
+,,,29-1218,,Obstetricians and Gynecologists
+,,,29-1221,,"Pediatricians, General"
+,,,29-1222,,"Physicians, Pathologists"
+,,,29-1223,,Psychiatrists
+,,,29-1224,,Radiologists
+,,,29-1229,,"Physicians, All Other"
+,,,,29-1229.01,Allergists and Immunologists
+,,,,29-1229.02,Hospitalists
+,,,,29-1229.03,Urologists
+,,,,29-1229.04,Physical Medicine and Rehabilitation Physicians
+,,,,29-1229.05,Preventive Medicine Physicians
+,,,,29-1229.06,Sports Medicine Physicians
+,,29-1240,,,Surgeons
+,,,29-1241,,"Ophthalmologists, Except Pediatric"
+,,,29-1242,,"Orthopedic Surgeons, Except Pediatric"
+,,,29-1243,,Pediatric Surgeons
+,,,29-1249,,"Surgeons, All Other"
+,,29-1290,,,Miscellaneous Healthcare Diagnosing or Treating Practitioners
+,,,29-1291,,Acupuncturists
+,,,29-1292,,Dental Hygienists
+,,,29-1299,,"Healthcare Diagnosing or Treating Practitioners, All Other"
+,,,,29-1299.01,Naturopathic Physicians
+,,,,29-1299.02,Orthoptists
+,29-2000,,,,Health Technologists and Technicians
+,,29-2010,,,Clinical Laboratory Technologists and Technicians
+,,,29-2011,,Medical and Clinical Laboratory Technologists
+,,,,29-2011.01,Cytogenetic Technologists
+,,,,29-2011.02,Cytotechnologists
+,,,,29-2011.04,Histotechnologists
+,,,29-2012,,Medical and Clinical Laboratory Technicians
+,,,,29-2012.01,Histology Technicians
+,,29-2030,,,Diagnostic Related Technologists and Technicians
+,,,29-2031,,Cardiovascular Technologists and Technicians
+,,,29-2032,,Diagnostic Medical Sonographers
+,,,29-2033,,Nuclear Medicine Technologists
+,,,29-2034,,Radiologic Technologists and Technicians
+,,,29-2035,,Magnetic Resonance Imaging Technologists
+,,,29-2036,,Medical Dosimetrists
+,,29-2040,,,Emergency Medical Technicians and Paramedics
+,,,29-2042,,Emergency Medical Technicians
+,,,29-2043,,Paramedics
+,,29-2050,,,Health Practitioner Support Technologists and Technicians
+,,,29-2051,,Dietetic Technicians
+,,,29-2052,,Pharmacy Technicians
+,,,29-2053,,Psychiatric Technicians
+,,,29-2055,,Surgical Technologists
+,,,29-2056,,Veterinary Technologists and Technicians
+,,,29-2057,,Ophthalmic Medical Technicians
+,,29-2060,,,Licensed Practical and Licensed Vocational Nurses
+,,,29-2061,,Licensed Practical and Licensed Vocational Nurses
+,,29-2070,,,Medical Records Specialists
+,,,29-2072,,Medical Records Specialists
+,,29-2080,,,"Opticians, Dispensing"
+,,,29-2081,,"Opticians, Dispensing"
+,,29-2090,,,Miscellaneous Health Technologists and Technicians
+,,,29-2091,,Orthotists and Prosthetists
+,,,29-2092,,Hearing Aid Specialists
+,,,29-2099,,"Health Technologists and Technicians, All Other"
+,,,,29-2099.01,Neurodiagnostic Technologists
+,,,,29-2099.05,Ophthalmic Medical Technologists
+,,,,29-2099.08,Patient Representatives
+,29-9000,,,,Other Healthcare Practitioners and Technical Occupations
+,,29-9020,,,Health Information Technologists and Medical Registrars
+,,,29-9021,,Health Information Technologists and Medical Registrars
+,,29-9090,,,Miscellaneous Health Practitioners and Technical Workers
+,,,29-9091,,Athletic Trainers
+,,,29-9092,,Genetic Counselors
+,,,29-9093,,Surgical Assistants
+,,,29-9099,,"Healthcare Practitioners and Technical Workers, All Other"
+,,,,29-9099.01,Midwives
+31-0000,,,,,Healthcare Support Occupations
+,31-1100,,,,"Home Health and Personal Care Aides; and Nursing Assistants, Orderlies, and Psychiatric Aides"
+,,31-1120,,,Home Health and Personal Care Aides
+,,,31-1121,,Home Health Aides
+,,,31-1122,,Personal Care Aides
+,,31-1130,,,"Nursing Assistants, Orderlies, and Psychiatric Aides"
+,,,31-1131,,Nursing Assistants
+,,,31-1132,,Orderlies
+,,,31-1133,,Psychiatric Aides
+,31-2000,,,,Occupational Therapy and Physical Therapist Assistants and Aides
+,,31-2010,,,Occupational Therapy Assistants and Aides
+,,,31-2011,,Occupational Therapy Assistants
+,,,31-2012,,Occupational Therapy Aides
+,,31-2020,,,Physical Therapist Assistants and Aides
+,,,31-2021,,Physical Therapist Assistants
+,,,31-2022,,Physical Therapist Aides
+,31-9000,,,,Other Healthcare Support Occupations
+,,31-9010,,,Massage Therapists
+,,,31-9011,,Massage Therapists
+,,31-9090,,,Miscellaneous Healthcare Support Occupations
+,,,31-9091,,Dental Assistants
+,,,31-9092,,Medical Assistants
+,,,31-9093,,Medical Equipment Preparers
+,,,31-9094,,Medical Transcriptionists
+,,,31-9095,,Pharmacy Aides
+,,,31-9096,,Veterinary Assistants and Laboratory Animal Caretakers
+,,,31-9097,,Phlebotomists
+,,,31-9099,,"Healthcare Support Workers, All Other"
+,,,,31-9099.01,Speech-Language Pathology Assistants
+,,,,31-9099.02,Endoscopy Technicians
+33-0000,,,,,Protective Service Occupations
+,33-1000,,,,Supervisors of Protective Service Workers
+,,33-1010,,,First-Line Supervisors of Law Enforcement Workers
+,,,33-1011,,First-Line Supervisors of Correctional Officers
+,,,33-1012,,First-Line Supervisors of Police and Detectives
+,,33-1020,,,First-Line Supervisors of Firefighting and Prevention Workers
+,,,33-1021,,First-Line Supervisors of Firefighting and Prevention Workers
+,,33-1090,,,"Miscellaneous First-Line Supervisors, Protective Service Workers"
+,,,33-1091,,First-Line Supervisors of Security Workers
+,,,33-1099,,"First-Line Supervisors of Protective Service Workers, All Other"
+,33-2000,,,,Firefighting and Prevention Workers
+,,33-2010,,,Firefighters
+,,,33-2011,,Firefighters
+,,33-2020,,,Fire Inspectors
+,,,33-2021,,Fire Inspectors and Investigators
+,,,33-2022,,Forest Fire Inspectors and Prevention Specialists
+,33-3000,,,,Law Enforcement Workers
+,,33-3010,,,"Bailiffs, Correctional Officers, and Jailers"
+,,,33-3011,,Bailiffs
+,,,33-3012,,Correctional Officers and Jailers
+,,33-3020,,,Detectives and Criminal Investigators
+,,,33-3021,,Detectives and Criminal Investigators
+,,,,33-3021.02,Police Identification and Records Officers
+,,,,33-3021.06,Intelligence Analysts
+,,33-3030,,,Fish and Game Wardens
+,,,33-3031,,Fish and Game Wardens
+,,33-3040,,,Parking Enforcement Workers
+,,,33-3041,,Parking Enforcement Workers
+,,33-3050,,,Police Officers
+,,,33-3051,,Police and Sheriff's Patrol Officers
+,,,,33-3051.04,Customs and Border Protection Officers
+,,,33-3052,,Transit and Railroad Police
+,33-9000,,,,Other Protective Service Workers
+,,33-9010,,,Animal Control Workers
+,,,33-9011,,Animal Control Workers
+,,33-9020,,,Private Detectives and Investigators
+,,,33-9021,,Private Detectives and Investigators
+,,33-9030,,,Security Guards and Gambling Surveillance Officers
+,,,33-9031,,Gambling Surveillance Officers and Gambling Investigators
+,,,33-9032,,Security Guards
+,,33-9090,,,Miscellaneous Protective Service Workers
+,,,33-9091,,Crossing Guards and Flaggers
+,,,33-9092,,"Lifeguards, Ski Patrol, and Other Recreational Protective Service Workers"
+,,,33-9093,,Transportation Security Screeners
+,,,33-9094,,School Bus Monitors
+,,,33-9099,,"Protective Service Workers, All Other"
+,,,,33-9099.02,Retail Loss Prevention Specialists
+35-0000,,,,,Food Preparation and Serving Related Occupations
+,35-1000,,,,Supervisors of Food Preparation and Serving Workers
+,,35-1010,,,Supervisors of Food Preparation and Serving Workers
+,,,35-1011,,Chefs and Head Cooks
+,,,35-1012,,First-Line Supervisors of Food Preparation and Serving Workers
+,35-2000,,,,Cooks and Food Preparation Workers
+,,35-2010,,,Cooks
+,,,35-2011,,"Cooks, Fast Food"
+,,,35-2012,,"Cooks, Institution and Cafeteria"
+,,,35-2013,,"Cooks, Private Household"
+,,,35-2014,,"Cooks, Restaurant"
+,,,35-2015,,"Cooks, Short Order"
+,,,35-2019,,"Cooks, All Other"
+,,35-2020,,,Food Preparation Workers
+,,,35-2021,,Food Preparation Workers
+,35-3000,,,,Food and Beverage Serving Workers
+,,35-3010,,,Bartenders
+,,,35-3011,,Bartenders
+,,35-3020,,,Fast Food and Counter Workers
+,,,35-3023,,Fast Food and Counter Workers
+,,,,35-3023.01,Baristas
+,,35-3030,,,Waiters and Waitresses
+,,,35-3031,,Waiters and Waitresses
+,,35-3040,,,"Food Servers, Nonrestaurant"
+,,,35-3041,,"Food Servers, Nonrestaurant"
+,35-9000,,,,Other Food Preparation and Serving Related Workers
+,,35-9010,,,Dining Room and Cafeteria Attendants and Bartender Helpers
+,,,35-9011,,Dining Room and Cafeteria Attendants and Bartender Helpers
+,,35-9020,,,Dishwashers
+,,,35-9021,,Dishwashers
+,,35-9030,,,"Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop"
+,,,35-9031,,"Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop"
+,,35-9090,,,Miscellaneous Food Preparation and Serving Related Workers
+,,,35-9099,,"Food Preparation and Serving Related Workers, All Other"
+37-0000,,,,,Building and Grounds Cleaning and Maintenance Occupations
+,37-1000,,,,Supervisors of Building and Grounds Cleaning and Maintenance Workers
+,,37-1010,,,First-Line Supervisors of Building and Grounds Cleaning and Maintenance Workers
+,,,37-1011,,First-Line Supervisors of Housekeeping and Janitorial Workers
+,,,37-1012,,"First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers"
+,37-2000,,,,Building Cleaning and Pest Control Workers
+,,37-2010,,,Building Cleaning Workers
+,,,37-2011,,"Janitors and Cleaners, Except Maids and Housekeeping Cleaners"
+,,,37-2012,,Maids and Housekeeping Cleaners
+,,,37-2019,,"Building Cleaning Workers, All Other"
+,,37-2020,,,Pest Control Workers
+,,,37-2021,,Pest Control Workers
+,37-3000,,,,Grounds Maintenance Workers
+,,37-3010,,,Grounds Maintenance Workers
+,,,37-3011,,Landscaping and Groundskeeping Workers
+,,,37-3012,,"Pesticide Handlers, Sprayers, and Applicators, Vegetation"
+,,,37-3013,,Tree Trimmers and Pruners
+,,,37-3019,,"Grounds Maintenance Workers, All Other"
+39-0000,,,,,Personal Care and Service Occupations
+,39-1000,,,,Supervisors of Personal Care and Service Workers
+,,39-1010,,,First-Line Supervisors of Entertainment and Recreation Workers
+,,,39-1013,,First-Line Supervisors of Gambling Services Workers
+,,,39-1014,,"First-Line Supervisors of Entertainment and Recreation Workers, Except Gambling Services"
+,,39-1020,,,First-Line Supervisors of Personal Service Workers
+,,,39-1022,,First-Line Supervisors of Personal Service Workers
+,39-2000,,,,Animal Care and Service Workers
+,,39-2010,,,Animal Trainers
+,,,39-2011,,Animal Trainers
+,,39-2020,,,Animal Caretakers
+,,,39-2021,,Animal Caretakers
+,39-3000,,,,Entertainment Attendants and Related Workers
+,,39-3010,,,Gambling Services Workers
+,,,39-3011,,Gambling Dealers
+,,,39-3012,,Gambling and Sports Book Writers and Runners
+,,,39-3019,,"Gambling Service Workers, All Other"
+,,39-3020,,,Motion Picture Projectionists
+,,,39-3021,,Motion Picture Projectionists
+,,39-3030,,,"Ushers, Lobby Attendants, and Ticket Takers"
+,,,39-3031,,"Ushers, Lobby Attendants, and Ticket Takers"
+,,39-3090,,,Miscellaneous Entertainment Attendants and Related Workers
+,,,39-3091,,Amusement and Recreation Attendants
+,,,39-3092,,Costume Attendants
+,,,39-3093,,"Locker Room, Coatroom, and Dressing Room Attendants"
+,,,39-3099,,"Entertainment Attendants and Related Workers, All Other"
+,39-4000,,,,Funeral Service Workers
+,,39-4010,,,Embalmers and Crematory Operators
+,,,39-4011,,Embalmers
+,,,39-4012,,Crematory Operators
+,,39-4020,,,Funeral Attendants
+,,,39-4021,,Funeral Attendants
+,,39-4030,,,"Morticians, Undertakers, and Funeral Arrangers"
+,,,39-4031,,"Morticians, Undertakers, and Funeral Arrangers"
+,39-5000,,,,Personal Appearance Workers
+,,39-5010,,,"Barbers, Hairdressers, Hairstylists and Cosmetologists"
+,,,39-5011,,Barbers
+,,,39-5012,,"Hairdressers, Hairstylists, and Cosmetologists"
+,,39-5090,,,Miscellaneous Personal Appearance Workers
+,,,39-5091,,"Makeup Artists, Theatrical and Performance"
+,,,39-5092,,Manicurists and Pedicurists
+,,,39-5093,,Shampooers
+,,,39-5094,,Skincare Specialists
+,39-6000,,,,"Baggage Porters, Bellhops, and Concierges"
+,,39-6010,,,"Baggage Porters, Bellhops, and Concierges"
+,,,39-6011,,Baggage Porters and Bellhops
+,,,39-6012,,Concierges
+,39-7000,,,,Tour and Travel Guides
+,,39-7010,,,Tour and Travel Guides
+,,,39-7011,,Tour Guides and Escorts
+,,,39-7012,,Travel Guides
+,39-9000,,,,Other Personal Care and Service Workers
+,,39-9010,,,Childcare Workers
+,,,39-9011,,Childcare Workers
+,,,,39-9011.01,Nannies
+,,39-9030,,,Recreation and Fitness Workers
+,,,39-9031,,Exercise Trainers and Group Fitness Instructors
+,,,39-9032,,Recreation Workers
+,,39-9040,,,Residential Advisors
+,,,39-9041,,Residential Advisors
+,,39-9090,,,Miscellaneous Personal Care and Service Workers
+,,,39-9099,,"Personal Care and Service Workers, All Other"
+41-0000,,,,,Sales and Related Occupations
+,41-1000,,,,Supervisors of Sales Workers
+,,41-1010,,,First-Line Supervisors of Sales Workers
+,,,41-1011,,First-Line Supervisors of Retail Sales Workers
+,,,41-1012,,First-Line Supervisors of Non-Retail Sales Workers
+,41-2000,,,,Retail Sales Workers
+,,41-2010,,,Cashiers
+,,,41-2011,,Cashiers
+,,,41-2012,,Gambling Change Persons and Booth Cashiers
+,,41-2020,,,Counter and Rental Clerks and Parts Salespersons
+,,,41-2021,,Counter and Rental Clerks
+,,,41-2022,,Parts Salespersons
+,,41-2030,,,Retail Salespersons
+,,,41-2031,,Retail Salespersons
+,41-3000,,,,"Sales Representatives, Services"
+,,41-3010,,,Advertising Sales Agents
+,,,41-3011,,Advertising Sales Agents
+,,41-3020,,,Insurance Sales Agents
+,,,41-3021,,Insurance Sales Agents
+,,41-3030,,,"Securities, Commodities, and Financial Services Sales Agents"
+,,,41-3031,,"Securities, Commodities, and Financial Services Sales Agents"
+,,41-3040,,,Travel Agents
+,,,41-3041,,Travel Agents
+,,41-3090,,,"Miscellaneous Sales Representatives, Services"
+,,,41-3091,,"Sales Representatives of Services, Except Advertising, Insurance, Financial Services, and Travel"
+,41-4000,,,,"Sales Representatives, Wholesale and Manufacturing"
+,,41-4010,,,"Sales Representatives, Wholesale and Manufacturing"
+,,,41-4011,,"Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products"
+,,,,41-4011.07,Solar Sales Representatives and Assessors
+,,,41-4012,,"Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products"
+,41-9000,,,,Other Sales and Related Workers
+,,41-9010,,,"Models, Demonstrators, and Product Promoters"
+,,,41-9011,,Demonstrators and Product Promoters
+,,,41-9012,,Models
+,,41-9020,,,Real Estate Brokers and Sales Agents
+,,,41-9021,,Real Estate Brokers
+,,,41-9022,,Real Estate Sales Agents
+,,41-9030,,,Sales Engineers
+,,,41-9031,,Sales Engineers
+,,41-9040,,,Telemarketers
+,,,41-9041,,Telemarketers
+,,41-9090,,,Miscellaneous Sales and Related Workers
+,,,41-9091,,"Door-to-Door Sales Workers, News and Street Vendors, and Related Workers"
+,,,41-9099,,"Sales and Related Workers, All Other"
+43-0000,,,,,Office and Administrative Support Occupations
+,43-1000,,,,Supervisors of Office and Administrative Support Workers
+,,43-1010,,,First-Line Supervisors of Office and Administrative Support Workers
+,,,43-1011,,First-Line Supervisors of Office and Administrative Support Workers
+,43-2000,,,,Communications Equipment Operators
+,,43-2010,,,"Switchboard Operators, Including Answering Service"
+,,,43-2011,,"Switchboard Operators, Including Answering Service"
+,,43-2020,,,Telephone Operators
+,,,43-2021,,Telephone Operators
+,,43-2090,,,Miscellaneous Communications Equipment Operators
+,,,43-2099,,"Communications Equipment Operators, All Other"
+,43-3000,,,,Financial Clerks
+,,43-3010,,,Bill and Account Collectors
+,,,43-3011,,Bill and Account Collectors
+,,43-3020,,,Billing and Posting Clerks
+,,,43-3021,,Billing and Posting Clerks
+,,43-3030,,,"Bookkeeping, Accounting, and Auditing Clerks"
+,,,43-3031,,"Bookkeeping, Accounting, and Auditing Clerks"
+,,43-3040,,,Gambling Cage Workers
+,,,43-3041,,Gambling Cage Workers
+,,43-3050,,,Payroll and Timekeeping Clerks
+,,,43-3051,,Payroll and Timekeeping Clerks
+,,43-3060,,,Procurement Clerks
+,,,43-3061,,Procurement Clerks
+,,43-3070,,,Tellers
+,,,43-3071,,Tellers
+,,43-3090,,,Miscellaneous Financial Clerks
+,,,43-3099,,"Financial Clerks, All Other"
+,43-4000,,,,Information and Record Clerks
+,,43-4010,,,Brokerage Clerks
+,,,43-4011,,Brokerage Clerks
+,,43-4020,,,Correspondence Clerks
+,,,43-4021,,Correspondence Clerks
+,,43-4030,,,"Court, Municipal, and License Clerks"
+,,,43-4031,,"Court, Municipal, and License Clerks"
+,,43-4040,,,"Credit Authorizers, Checkers, and Clerks"
+,,,43-4041,,"Credit Authorizers, Checkers, and Clerks"
+,,43-4050,,,Customer Service Representatives
+,,,43-4051,,Customer Service Representatives
+,,43-4060,,,"Eligibility Interviewers, Government Programs"
+,,,43-4061,,"Eligibility Interviewers, Government Programs"
+,,43-4070,,,File Clerks
+,,,43-4071,,File Clerks
+,,43-4080,,,"Hotel, Motel, and Resort Desk Clerks"
+,,,43-4081,,"Hotel, Motel, and Resort Desk Clerks"
+,,43-4110,,,"Interviewers, Except Eligibility and Loan"
+,,,43-4111,,"Interviewers, Except Eligibility and Loan"
+,,43-4120,,,"Library Assistants, Clerical"
+,,,43-4121,,"Library Assistants, Clerical"
+,,43-4130,,,Loan Interviewers and Clerks
+,,,43-4131,,Loan Interviewers and Clerks
+,,43-4140,,,New Accounts Clerks
+,,,43-4141,,New Accounts Clerks
+,,43-4150,,,Order Clerks
+,,,43-4151,,Order Clerks
+,,43-4160,,,"Human Resources Assistants, Except Payroll and Timekeeping"
+,,,43-4161,,"Human Resources Assistants, Except Payroll and Timekeeping"
+,,43-4170,,,Receptionists and Information Clerks
+,,,43-4171,,Receptionists and Information Clerks
+,,43-4180,,,Reservation and Transportation Ticket Agents and Travel Clerks
+,,,43-4181,,Reservation and Transportation Ticket Agents and Travel Clerks
+,,43-4190,,,Miscellaneous Information and Record Clerks
+,,,43-4199,,"Information and Record Clerks, All Other"
+,43-5000,,,,"Material Recording, Scheduling, Dispatching, and Distributing Workers"
+,,43-5010,,,Cargo and Freight Agents
+,,,43-5011,,Cargo and Freight Agents
+,,,,43-5011.01,Freight Forwarders
+,,43-5020,,,Couriers and Messengers
+,,,43-5021,,Couriers and Messengers
+,,43-5030,,,Dispatchers
+,,,43-5031,,Public Safety Telecommunicators
+,,,43-5032,,"Dispatchers, Except Police, Fire, and Ambulance"
+,,43-5040,,,"Meter Readers, Utilities"
+,,,43-5041,,"Meter Readers, Utilities"
+,,43-5050,,,Postal Service Workers
+,,,43-5051,,Postal Service Clerks
+,,,43-5052,,Postal Service Mail Carriers
+,,,43-5053,,"Postal Service Mail Sorters, Processors, and Processing Machine Operators"
+,,43-5060,,,"Production, Planning, and Expediting Clerks"
+,,,43-5061,,"Production, Planning, and Expediting Clerks"
+,,43-5070,,,"Shipping, Receiving, and Inventory Clerks"
+,,,43-5071,,"Shipping, Receiving, and Inventory Clerks"
+,,43-5110,,,"Weighers, Measurers, Checkers, and Samplers, Recordkeeping"
+,,,43-5111,,"Weighers, Measurers, Checkers, and Samplers, Recordkeeping"
+,43-6000,,,,Secretaries and Administrative Assistants
+,,43-6010,,,Secretaries and Administrative Assistants
+,,,43-6011,,Executive Secretaries and Executive Administrative Assistants
+,,,43-6012,,Legal Secretaries and Administrative Assistants
+,,,43-6013,,Medical Secretaries and Administrative Assistants
+,,,43-6014,,"Secretaries and Administrative Assistants, Except Legal, Medical, and Executive"
+,43-9000,,,,Other Office and Administrative Support Workers
+,,43-9020,,,Data Entry and Information Processing Workers
+,,,43-9021,,Data Entry Keyers
+,,,43-9022,,Word Processors and Typists
+,,43-9030,,,Desktop Publishers
+,,,43-9031,,Desktop Publishers
+,,43-9040,,,Insurance Claims and Policy Processing Clerks
+,,,43-9041,,Insurance Claims and Policy Processing Clerks
+,,43-9050,,,"Mail Clerks and Mail Machine Operators, Except Postal Service"
+,,,43-9051,,"Mail Clerks and Mail Machine Operators, Except Postal Service"
+,,43-9060,,,"Office Clerks, General"
+,,,43-9061,,"Office Clerks, General"
+,,43-9070,,,"Office Machine Operators, Except Computer"
+,,,43-9071,,"Office Machine Operators, Except Computer"
+,,43-9080,,,Proofreaders and Copy Markers
+,,,43-9081,,Proofreaders and Copy Markers
+,,43-9110,,,Statistical Assistants
+,,,43-9111,,Statistical Assistants
+,,43-9190,,,Miscellaneous Office and Administrative Support Workers
+,,,43-9199,,"Office and Administrative Support Workers, All Other"
+45-0000,,,,,"Farming, Fishing, and Forestry Occupations"
+,45-1000,,,,"Supervisors of Farming, Fishing, and Forestry Workers"
+,,45-1010,,,"First-Line Supervisors of Farming, Fishing, and Forestry Workers"
+,,,45-1011,,"First-Line Supervisors of Farming, Fishing, and Forestry Workers"
+,45-2000,,,,Agricultural Workers
+,,45-2010,,,Agricultural Inspectors
+,,,45-2011,,Agricultural Inspectors
+,,45-2020,,,Animal Breeders
+,,,45-2021,,Animal Breeders
+,,45-2040,,,"Graders and Sorters, Agricultural Products"
+,,,45-2041,,"Graders and Sorters, Agricultural Products"
+,,45-2090,,,Miscellaneous Agricultural Workers
+,,,45-2091,,Agricultural Equipment Operators
+,,,45-2092,,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse"
+,,,45-2093,,"Farmworkers, Farm, Ranch, and Aquacultural Animals"
+,,,45-2099,,"Agricultural Workers, All Other"
+,45-3000,,,,Fishing and Hunting Workers
+,,45-3030,,,Fishing and Hunting Workers
+,,,45-3031,,Fishing and Hunting Workers
+,45-4000,,,,"Forest, Conservation, and Logging Workers"
+,,45-4010,,,Forest and Conservation Workers
+,,,45-4011,,Forest and Conservation Workers
+,,45-4020,,,Logging Workers
+,,,45-4021,,Fallers
+,,,45-4022,,Logging Equipment Operators
+,,,45-4023,,Log Graders and Scalers
+,,,45-4029,,"Logging Workers, All Other"
+47-0000,,,,,Construction and Extraction Occupations
+,47-1000,,,,Supervisors of Construction and Extraction Workers
+,,47-1010,,,First-Line Supervisors of Construction Trades and Extraction Workers
+,,,47-1011,,First-Line Supervisors of Construction Trades and Extraction Workers
+,,,,47-1011.03,Solar Energy Installation Managers
+,47-2000,,,,Construction Trades Workers
+,,47-2010,,,Boilermakers
+,,,47-2011,,Boilermakers
+,,47-2020,,,"Brickmasons, Blockmasons, and Stonemasons"
+,,,47-2021,,Brickmasons and Blockmasons
+,,,47-2022,,Stonemasons
+,,47-2030,,,Carpenters
+,,,47-2031,,Carpenters
+,,47-2040,,,"Carpet, Floor, and Tile Installers and Finishers"
+,,,47-2041,,Carpet Installers
+,,,47-2042,,"Floor Layers, Except Carpet, Wood, and Hard Tiles"
+,,,47-2043,,Floor Sanders and Finishers
+,,,47-2044,,Tile and Stone Setters
+,,47-2050,,,"Cement Masons, Concrete Finishers, and Terrazzo Workers"
+,,,47-2051,,Cement Masons and Concrete Finishers
+,,,47-2053,,Terrazzo Workers and Finishers
+,,47-2060,,,Construction Laborers
+,,,47-2061,,Construction Laborers
+,,47-2070,,,Construction Equipment Operators
+,,,47-2071,,"Paving, Surfacing, and Tamping Equipment Operators"
+,,,47-2072,,Pile Driver Operators
+,,,47-2073,,Operating Engineers and Other Construction Equipment Operators
+,,47-2080,,,"Drywall Installers, Ceiling Tile Installers, and Tapers"
+,,,47-2081,,Drywall and Ceiling Tile Installers
+,,,47-2082,,Tapers
+,,47-2110,,,Electricians
+,,,47-2111,,Electricians
+,,47-2120,,,Glaziers
+,,,47-2121,,Glaziers
+,,47-2130,,,Insulation Workers
+,,,47-2131,,"Insulation Workers, Floor, Ceiling, and Wall"
+,,,47-2132,,"Insulation Workers, Mechanical"
+,,47-2140,,,Painters and Paperhangers
+,,,47-2141,,"Painters, Construction and Maintenance"
+,,,47-2142,,Paperhangers
+,,47-2150,,,"Pipelayers, Plumbers, Pipefitters, and Steamfitters"
+,,,47-2151,,Pipelayers
+,,,47-2152,,"Plumbers, Pipefitters, and Steamfitters"
+,,,,47-2152.04,Solar Thermal Installers and Technicians
+,,47-2160,,,Plasterers and Stucco Masons
+,,,47-2161,,Plasterers and Stucco Masons
+,,47-2170,,,Reinforcing Iron and Rebar Workers
+,,,47-2171,,Reinforcing Iron and Rebar Workers
+,,47-2180,,,Roofers
+,,,47-2181,,Roofers
+,,47-2210,,,Sheet Metal Workers
+,,,47-2211,,Sheet Metal Workers
+,,47-2220,,,Structural Iron and Steel Workers
+,,,47-2221,,Structural Iron and Steel Workers
+,,47-2230,,,Solar Photovoltaic Installers
+,,,47-2231,,Solar Photovoltaic Installers
+,47-3000,,,,"Helpers, Construction Trades"
+,,47-3010,,,"Helpers, Construction Trades"
+,,,47-3011,,"Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters"
+,,,47-3012,,Helpers--Carpenters
+,,,47-3013,,Helpers--Electricians
+,,,47-3014,,"Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons"
+,,,47-3015,,"Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters"
+,,,47-3016,,Helpers--Roofers
+,,,47-3019,,"Helpers, Construction Trades, All Other"
+,47-4000,,,,Other Construction and Related Workers
+,,47-4010,,,Construction and Building Inspectors
+,,,47-4011,,Construction and Building Inspectors
+,,,,47-4011.01,Energy Auditors
+,,47-4020,,,Elevator and Escalator Installers and Repairers
+,,,47-4021,,Elevator and Escalator Installers and Repairers
+,,47-4030,,,Fence Erectors
+,,,47-4031,,Fence Erectors
+,,47-4040,,,Hazardous Materials Removal Workers
+,,,47-4041,,Hazardous Materials Removal Workers
+,,47-4050,,,Highway Maintenance Workers
+,,,47-4051,,Highway Maintenance Workers
+,,47-4060,,,Rail-Track Laying and Maintenance Equipment Operators
+,,,47-4061,,Rail-Track Laying and Maintenance Equipment Operators
+,,47-4070,,,Septic Tank Servicers and Sewer Pipe Cleaners
+,,,47-4071,,Septic Tank Servicers and Sewer Pipe Cleaners
+,,47-4090,,,Miscellaneous Construction and Related Workers
+,,,47-4091,,Segmental Pavers
+,,,47-4099,,"Construction and Related Workers, All Other"
+,,,,47-4099.03,Weatherization Installers and Technicians
+,47-5000,,,,Extraction Workers
+,,47-5010,,,"Derrick, Rotary Drill, and Service Unit Operators, Oil and Gas"
+,,,47-5011,,"Derrick Operators, Oil and Gas"
+,,,47-5012,,"Rotary Drill Operators, Oil and Gas"
+,,,47-5013,,"Service Unit Operators, Oil and Gas"
+,,47-5020,,,Surface Mining Machine Operators and Earth Drillers
+,,,47-5022,,"Excavating and Loading Machine and Dragline Operators, Surface Mining"
+,,,47-5023,,"Earth Drillers, Except Oil and Gas"
+,,47-5030,,,"Explosives Workers, Ordnance Handling Experts, and Blasters"
+,,,47-5032,,"Explosives Workers, Ordnance Handling Experts, and Blasters"
+,,47-5040,,,Underground Mining Machine Operators
+,,,47-5041,,Continuous Mining Machine Operators
+,,,47-5043,,"Roof Bolters, Mining"
+,,,47-5044,,"Loading and Moving Machine Operators, Underground Mining"
+,,,47-5049,,"Underground Mining Machine Operators, All Other"
+,,47-5050,,,"Rock Splitters, Quarry"
+,,,47-5051,,"Rock Splitters, Quarry"
+,,47-5070,,,"Roustabouts, Oil and Gas"
+,,,47-5071,,"Roustabouts, Oil and Gas"
+,,47-5080,,,Helpers--Extraction Workers
+,,,47-5081,,Helpers--Extraction Workers
+,,47-5090,,,Miscellaneous Extraction Workers
+,,,47-5099,,"Extraction Workers, All Other"
+49-0000,,,,,"Installation, Maintenance, and Repair Occupations"
+,49-1000,,,,"Supervisors of Installation, Maintenance, and Repair Workers"
+,,49-1010,,,"First-Line Supervisors of Mechanics, Installers, and Repairers"
+,,,49-1011,,"First-Line Supervisors of Mechanics, Installers, and Repairers"
+,49-2000,,,,"Electrical and Electronic Equipment Mechanics, Installers, and Repairers"
+,,49-2010,,,"Computer, Automated Teller, and Office Machine Repairers"
+,,,49-2011,,"Computer, Automated Teller, and Office Machine Repairers"
+,,49-2020,,,Radio and Telecommunications Equipment Installers and Repairers
+,,,49-2021,,"Radio, Cellular, and Tower Equipment Installers and Repairers"
+,,,49-2022,,"Telecommunications Equipment Installers and Repairers, Except Line Installers"
+,,49-2090,,,"Miscellaneous Electrical and Electronic Equipment Mechanics, Installers, and Repairers"
+,,,49-2091,,Avionics Technicians
+,,,49-2092,,"Electric Motor, Power Tool, and Related Repairers"
+,,,49-2093,,"Electrical and Electronics Installers and Repairers, Transportation Equipment"
+,,,49-2094,,"Electrical and Electronics Repairers, Commercial and Industrial Equipment"
+,,,49-2095,,"Electrical and Electronics Repairers, Powerhouse, Substation, and Relay"
+,,,49-2096,,"Electronic Equipment Installers and Repairers, Motor Vehicles"
+,,,49-2097,,Audiovisual Equipment Installers and Repairers
+,,,49-2098,,Security and Fire Alarm Systems Installers
+,49-3000,,,,"Vehicle and Mobile Equipment Mechanics, Installers, and Repairers"
+,,49-3010,,,Aircraft Mechanics and Service Technicians
+,,,49-3011,,Aircraft Mechanics and Service Technicians
+,,49-3020,,,Automotive Technicians and Repairers
+,,,49-3021,,Automotive Body and Related Repairers
+,,,49-3022,,Automotive Glass Installers and Repairers
+,,,49-3023,,Automotive Service Technicians and Mechanics
+,,49-3030,,,Bus and Truck Mechanics and Diesel Engine Specialists
+,,,49-3031,,Bus and Truck Mechanics and Diesel Engine Specialists
+,,49-3040,,,Heavy Vehicle and Mobile Equipment Service Technicians and Mechanics
+,,,49-3041,,Farm Equipment Mechanics and Service Technicians
+,,,49-3042,,"Mobile Heavy Equipment Mechanics, Except Engines"
+,,,49-3043,,Rail Car Repairers
+,,49-3050,,,Small Engine Mechanics
+,,,49-3051,,Motorboat Mechanics and Service Technicians
+,,,49-3052,,Motorcycle Mechanics
+,,,49-3053,,Outdoor Power Equipment and Other Small Engine Mechanics
+,,49-3090,,,"Miscellaneous Vehicle and Mobile Equipment Mechanics, Installers, and Repairers"
+,,,49-3091,,Bicycle Repairers
+,,,49-3092,,Recreational Vehicle Service Technicians
+,,,49-3093,,Tire Repairers and Changers
+,49-9000,,,,"Other Installation, Maintenance, and Repair Occupations"
+,,49-9010,,,Control and Valve Installers and Repairers
+,,,49-9011,,Mechanical Door Repairers
+,,,49-9012,,"Control and Valve Installers and Repairers, Except Mechanical Door"
+,,49-9020,,,"Heating, Air Conditioning, and Refrigeration Mechanics and Installers"
+,,,49-9021,,"Heating, Air Conditioning, and Refrigeration Mechanics and Installers"
+,,49-9030,,,Home Appliance Repairers
+,,,49-9031,,Home Appliance Repairers
+,,49-9040,,,"Industrial Machinery Installation, Repair, and Maintenance Workers"
+,,,49-9041,,Industrial Machinery Mechanics
+,,,49-9043,,"Maintenance Workers, Machinery"
+,,,49-9044,,Millwrights
+,,,49-9045,,"Refractory Materials Repairers, Except Brickmasons"
+,,49-9050,,,Line Installers and Repairers
+,,,49-9051,,Electrical Power-Line Installers and Repairers
+,,,49-9052,,Telecommunications Line Installers and Repairers
+,,49-9060,,,Precision Instrument and Equipment Repairers
+,,,49-9061,,Camera and Photographic Equipment Repairers
+,,,49-9062,,Medical Equipment Repairers
+,,,49-9063,,Musical Instrument Repairers and Tuners
+,,,49-9064,,Watch and Clock Repairers
+,,,49-9069,,"Precision Instrument and Equipment Repairers, All Other"
+,,49-9070,,,"Maintenance and Repair Workers, General"
+,,,49-9071,,"Maintenance and Repair Workers, General"
+,,49-9080,,,Wind Turbine Service Technicians
+,,,49-9081,,Wind Turbine Service Technicians
+,,49-9090,,,"Miscellaneous Installation, Maintenance, and Repair Workers"
+,,,49-9091,,"Coin, Vending, and Amusement Machine Servicers and Repairers"
+,,,49-9092,,Commercial Divers
+,,,49-9094,,Locksmiths and Safe Repairers
+,,,49-9095,,Manufactured Building and Mobile Home Installers
+,,,49-9096,,Riggers
+,,,49-9097,,Signal and Track Switch Repairers
+,,,49-9098,,"Helpers--Installation, Maintenance, and Repair Workers"
+,,,49-9099,,"Installation, Maintenance, and Repair Workers, All Other"
+,,,,49-9099.01,Geothermal Technicians
+51-0000,,,,,Production Occupations
+,51-1000,,,,Supervisors of Production Workers
+,,51-1010,,,First-Line Supervisors of Production and Operating Workers
+,,,51-1011,,First-Line Supervisors of Production and Operating Workers
+,51-2000,,,,Assemblers and Fabricators
+,,51-2010,,,"Aircraft Structure, Surfaces, Rigging, and Systems Assemblers"
+,,,51-2011,,"Aircraft Structure, Surfaces, Rigging, and Systems Assemblers"
+,,51-2020,,,"Electrical, Electronics, and Electromechanical Assemblers"
+,,,51-2021,,"Coil Winders, Tapers, and Finishers"
+,,,51-2022,,Electrical and Electronic Equipment Assemblers
+,,,51-2023,,Electromechanical Equipment Assemblers
+,,51-2030,,,Engine and Other Machine Assemblers
+,,,51-2031,,Engine and Other Machine Assemblers
+,,51-2040,,,Structural Metal Fabricators and Fitters
+,,,51-2041,,Structural Metal Fabricators and Fitters
+,,51-2050,,,Fiberglass Laminators and Fabricators
+,,,51-2051,,Fiberglass Laminators and Fabricators
+,,51-2060,,,Timing Device Assemblers and Adjusters
+,,,51-2061,,Timing Device Assemblers and Adjusters
+,,51-2090,,,Miscellaneous Assemblers and Fabricators
+,,,51-2092,,Team Assemblers
+,,,51-2099,,"Assemblers and Fabricators, All Other"
+,51-3000,,,,Food Processing Workers
+,,51-3010,,,Bakers
+,,,51-3011,,Bakers
+,,51-3020,,,"Butchers and Other Meat, Poultry, and Fish Processing Workers"
+,,,51-3021,,Butchers and Meat Cutters
+,,,51-3022,,"Meat, Poultry, and Fish Cutters and Trimmers"
+,,,51-3023,,Slaughterers and Meat Packers
+,,51-3090,,,Miscellaneous Food Processing Workers
+,,,51-3091,,"Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders"
+,,,51-3092,,Food Batchmakers
+,,,51-3093,,Food Cooking Machine Operators and Tenders
+,,,51-3099,,"Food Processing Workers, All Other"
+,51-4000,,,,Metal Workers and Plastic Workers
+,,51-4020,,,"Forming Machine Setters, Operators, and Tenders, Metal and Plastic"
+,,,51-4021,,"Extruding and Drawing Machine Setters, Operators, and Tenders, Metal and Plastic"
+,,,51-4022,,"Forging Machine Setters, Operators, and Tenders, Metal and Plastic"
+,,,51-4023,,"Rolling Machine Setters, Operators, and Tenders, Metal and Plastic"
+,,51-4030,,,"Machine Tool Cutting Setters, Operators, and Tenders, Metal and Plastic"
+,,,51-4031,,"Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic"
+,,,51-4032,,"Drilling and Boring Machine Tool Setters, Operators, and Tenders, Metal and Plastic"
+,,,51-4033,,"Grinding, Lapping, Polishing, and Buffing Machine Tool Setters, Operators, and Tenders, Metal and Plastic"
+,,,51-4034,,"Lathe and Turning Machine Tool Setters, Operators, and Tenders, Metal and Plastic"
+,,,51-4035,,"Milling and Planing Machine Setters, Operators, and Tenders, Metal and Plastic"
+,,51-4040,,,Machinists
+,,,51-4041,,Machinists
+,,51-4050,,,"Metal Furnace Operators, Tenders, Pourers, and Casters"
+,,,51-4051,,Metal-Refining Furnace Operators and Tenders
+,,,51-4052,,"Pourers and Casters, Metal"
+,,51-4060,,,"Model Makers and Patternmakers, Metal and Plastic"
+,,,51-4061,,"Model Makers, Metal and Plastic"
+,,,51-4062,,"Patternmakers, Metal and Plastic"
+,,51-4070,,,"Molders and Molding Machine Setters, Operators, and Tenders, Metal and Plastic"
+,,,51-4071,,Foundry Mold and Coremakers
+,,,51-4072,,"Molding, Coremaking, and Casting Machine Setters, Operators, and Tenders, Metal and Plastic"
+,,51-4080,,,"Multiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic"
+,,,51-4081,,"Multiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic"
+,,51-4110,,,Tool and Die Makers
+,,,51-4111,,Tool and Die Makers
+,,51-4120,,,"Welding, Soldering, and Brazing Workers"
+,,,51-4121,,"Welders, Cutters, Solderers, and Brazers"
+,,,51-4122,,"Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders"
+,,51-4190,,,Miscellaneous Metal Workers and Plastic Workers
+,,,51-4191,,"Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic"
+,,,51-4192,,"Layout Workers, Metal and Plastic"
+,,,51-4193,,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic"
+,,,51-4194,,"Tool Grinders, Filers, and Sharpeners"
+,,,51-4199,,"Metal Workers and Plastic Workers, All Other"
+,51-5100,,,,Printing Workers
+,,51-5110,,,Printing Workers
+,,,51-5111,,Prepress Technicians and Workers
+,,,51-5112,,Printing Press Operators
+,,,51-5113,,Print Binding and Finishing Workers
+,51-6000,,,,"Textile, Apparel, and Furnishings Workers"
+,,51-6010,,,Laundry and Dry-Cleaning Workers
+,,,51-6011,,Laundry and Dry-Cleaning Workers
+,,51-6020,,,"Pressers, Textile, Garment, and Related Materials"
+,,,51-6021,,"Pressers, Textile, Garment, and Related Materials"
+,,51-6030,,,Sewing Machine Operators
+,,,51-6031,,Sewing Machine Operators
+,,51-6040,,,Shoe and Leather Workers
+,,,51-6041,,Shoe and Leather Workers and Repairers
+,,,51-6042,,Shoe Machine Operators and Tenders
+,,51-6050,,,"Tailors, Dressmakers, and Sewers"
+,,,51-6051,,"Sewers, Hand"
+,,,51-6052,,"Tailors, Dressmakers, and Custom Sewers"
+,,51-6060,,,"Textile Machine Setters, Operators, and Tenders"
+,,,51-6061,,Textile Bleaching and Dyeing Machine Operators and Tenders
+,,,51-6062,,"Textile Cutting Machine Setters, Operators, and Tenders"
+,,,51-6063,,"Textile Knitting and Weaving Machine Setters, Operators, and Tenders"
+,,,51-6064,,"Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders"
+,,51-6090,,,"Miscellaneous Textile, Apparel, and Furnishings Workers"
+,,,51-6091,,"Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers"
+,,,51-6092,,Fabric and Apparel Patternmakers
+,,,51-6093,,Upholsterers
+,,,51-6099,,"Textile, Apparel, and Furnishings Workers, All Other"
+,51-7000,,,,Woodworkers
+,,51-7010,,,Cabinetmakers and Bench Carpenters
+,,,51-7011,,Cabinetmakers and Bench Carpenters
+,,51-7020,,,Furniture Finishers
+,,,51-7021,,Furniture Finishers
+,,51-7030,,,"Model Makers and Patternmakers, Wood"
+,,,51-7031,,"Model Makers, Wood"
+,,,51-7032,,"Patternmakers, Wood"
+,,51-7040,,,"Woodworking Machine Setters, Operators, and Tenders"
+,,,51-7041,,"Sawing Machine Setters, Operators, and Tenders, Wood"
+,,,51-7042,,"Woodworking Machine Setters, Operators, and Tenders, Except Sawing"
+,,51-7090,,,Miscellaneous Woodworkers
+,,,51-7099,,"Woodworkers, All Other"
+,51-8000,,,,Plant and System Operators
+,,51-8010,,,"Power Plant Operators, Distributors, and Dispatchers"
+,,,51-8011,,Nuclear Power Reactor Operators
+,,,51-8012,,Power Distributors and Dispatchers
+,,,51-8013,,Power Plant Operators
+,,,,51-8013.03,Biomass Plant Technicians
+,,,,51-8013.04,Hydroelectric Plant Technicians
+,,51-8020,,,Stationary Engineers and Boiler Operators
+,,,51-8021,,Stationary Engineers and Boiler Operators
+,,51-8030,,,Water and Wastewater Treatment Plant and System Operators
+,,,51-8031,,Water and Wastewater Treatment Plant and System Operators
+,,51-8090,,,Miscellaneous Plant and System Operators
+,,,51-8091,,Chemical Plant and System Operators
+,,,51-8092,,Gas Plant Operators
+,,,51-8093,,"Petroleum Pump System Operators, Refinery Operators, and Gaugers"
+,,,51-8099,,"Plant and System Operators, All Other"
+,,,,51-8099.01,Biofuels Processing Technicians
+,51-9000,,,,Other Production Occupations
+,,51-9010,,,"Chemical Processing Machine Setters, Operators, and Tenders"
+,,,51-9011,,Chemical Equipment Operators and Tenders
+,,,51-9012,,"Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders"
+,,51-9020,,,"Crushing, Grinding, Polishing, Mixing, and Blending Workers"
+,,,51-9021,,"Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders"
+,,,51-9022,,"Grinding and Polishing Workers, Hand"
+,,,51-9023,,"Mixing and Blending Machine Setters, Operators, and Tenders"
+,,51-9030,,,Cutting Workers
+,,,51-9031,,"Cutters and Trimmers, Hand"
+,,,51-9032,,"Cutting and Slicing Machine Setters, Operators, and Tenders"
+,,51-9040,,,"Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders"
+,,,51-9041,,"Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders"
+,,51-9050,,,"Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders"
+,,,51-9051,,"Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders"
+,,51-9060,,,"Inspectors, Testers, Sorters, Samplers, and Weighers"
+,,,51-9061,,"Inspectors, Testers, Sorters, Samplers, and Weighers"
+,,51-9070,,,Jewelers and Precious Stone and Metal Workers
+,,,51-9071,,Jewelers and Precious Stone and Metal Workers
+,,,,51-9071.06,Gem and Diamond Workers
+,,51-9080,,,Dental and Ophthalmic Laboratory Technicians and Medical Appliance Technicians
+,,,51-9081,,Dental Laboratory Technicians
+,,,51-9082,,Medical Appliance Technicians
+,,,51-9083,,Ophthalmic Laboratory Technicians
+,,51-9110,,,Packaging and Filling Machine Operators and Tenders
+,,,51-9111,,Packaging and Filling Machine Operators and Tenders
+,,51-9120,,,Painting Workers
+,,,51-9123,,"Painting, Coating, and Decorating Workers"
+,,,51-9124,,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders"
+,,51-9140,,,Semiconductor Processing Technicians
+,,,51-9141,,Semiconductor Processing Technicians
+,,51-9150,,,Photographic Process Workers and Processing Machine Operators
+,,,51-9151,,Photographic Process Workers and Processing Machine Operators
+,,51-9160,,,Computer Numerically Controlled Tool Operators and Programmers
+,,,51-9161,,Computer Numerically Controlled Tool Operators
+,,,51-9162,,Computer Numerically Controlled Tool Programmers
+,,51-9190,,,Miscellaneous Production Workers
+,,,51-9191,,Adhesive Bonding Machine Operators and Tenders
+,,,51-9192,,"Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders"
+,,,51-9193,,Cooling and Freezing Equipment Operators and Tenders
+,,,51-9194,,Etchers and Engravers
+,,,51-9195,,"Molders, Shapers, and Casters, Except Metal and Plastic"
+,,,,51-9195.03,"Stone Cutters and Carvers, Manufacturing"
+,,,,51-9195.04,"Glass Blowers, Molders, Benders, and Finishers"
+,,,,51-9195.05,"Potters, Manufacturing"
+,,,51-9196,,"Paper Goods Machine Setters, Operators, and Tenders"
+,,,51-9197,,Tire Builders
+,,,51-9198,,Helpers--Production Workers
+,,,51-9199,,"Production Workers, All Other"
+53-0000,,,,,Transportation and Material Moving Occupations
+,53-1000,,,,Supervisors of Transportation and Material Moving Workers
+,,53-1040,,,First-Line Supervisors of Transportation and Material Moving Workers
+,,,53-1041,,Aircraft Cargo Handling Supervisors
+,,,53-1042,,"First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand"
+,,,,53-1042.01,Recycling Coordinators
+,,,53-1043,,First-Line Supervisors of Material-Moving Machine and Vehicle Operators
+,,,53-1044,,First-Line Supervisors of Passenger Attendants
+,,,53-1049,,"First-Line Supervisors of Transportation Workers, All Other"
+,53-2000,,,,Air Transportation Workers
+,,53-2010,,,Aircraft Pilots and Flight Engineers
+,,,53-2011,,"Airline Pilots, Copilots, and Flight Engineers"
+,,,53-2012,,Commercial Pilots
+,,53-2020,,,Air Traffic Controllers and Airfield Operations Specialists
+,,,53-2021,,Air Traffic Controllers
+,,,53-2022,,Airfield Operations Specialists
+,,53-2030,,,Flight Attendants
+,,,53-2031,,Flight Attendants
+,53-3000,,,,Motor Vehicle Operators
+,,53-3010,,,"Ambulance Drivers and Attendants, Except Emergency Medical Technicians"
+,,,53-3011,,"Ambulance Drivers and Attendants, Except Emergency Medical Technicians"
+,,53-3030,,,Driver/Sales Workers and Truck Drivers
+,,,53-3031,,Driver/Sales Workers
+,,,53-3032,,Heavy and Tractor-Trailer Truck Drivers
+,,,53-3033,,Light Truck Drivers
+,,53-3050,,,Passenger Vehicle Drivers
+,,,53-3051,,"Bus Drivers, School"
+,,,53-3052,,"Bus Drivers, Transit and Intercity"
+,,,53-3053,,Shuttle Drivers and Chauffeurs
+,,,53-3054,,Taxi Drivers
+,,53-3090,,,Miscellaneous Motor Vehicle Operators
+,,,53-3099,,"Motor Vehicle Operators, All Other"
+,53-4000,,,,Rail Transportation Workers
+,,53-4010,,,Locomotive Engineers and Operators
+,,,53-4011,,Locomotive Engineers
+,,,53-4013,,"Rail Yard Engineers, Dinkey Operators, and Hostlers"
+,,53-4020,,,"Railroad Brake, Signal, and Switch Operators and Locomotive Firers"
+,,,53-4022,,"Railroad Brake, Signal, and Switch Operators and Locomotive Firers"
+,,53-4030,,,Railroad Conductors and Yardmasters
+,,,53-4031,,Railroad Conductors and Yardmasters
+,,53-4040,,,Subway and Streetcar Operators
+,,,53-4041,,Subway and Streetcar Operators
+,,53-4090,,,Miscellaneous Rail Transportation Workers
+,,,53-4099,,"Rail Transportation Workers, All Other"
+,53-5000,,,,Water Transportation Workers
+,,53-5010,,,Sailors and Marine Oilers
+,,,53-5011,,Sailors and Marine Oilers
+,,53-5020,,,Ship and Boat Captains and Operators
+,,,53-5021,,"Captains, Mates, and Pilots of Water Vessels"
+,,,53-5022,,Motorboat Operators
+,,53-5030,,,Ship Engineers
+,,,53-5031,,Ship Engineers
+,53-6000,,,,Other Transportation Workers
+,,53-6010,,,Bridge and Lock Tenders
+,,,53-6011,,Bridge and Lock Tenders
+,,53-6020,,,Parking Attendants
+,,,53-6021,,Parking Attendants
+,,53-6030,,,Transportation Service Attendants
+,,,53-6031,,Automotive and Watercraft Service Attendants
+,,,53-6032,,Aircraft Service Attendants
+,,53-6040,,,Traffic Technicians
+,,,53-6041,,Traffic Technicians
+,,53-6050,,,Transportation Inspectors
+,,,53-6051,,Transportation Inspectors
+,,,,53-6051.01,Aviation Inspectors
+,,,,53-6051.07,"Transportation Vehicle, Equipment and Systems Inspectors, Except Aviation"
+,,53-6060,,,Passenger Attendants
+,,,53-6061,,Passenger Attendants
+,,53-6090,,,Miscellaneous Transportation Workers
+,,,53-6099,,"Transportation Workers, All Other"
+,53-7000,,,,Material Moving Workers
+,,53-7010,,,Conveyor Operators and Tenders
+,,,53-7011,,Conveyor Operators and Tenders
+,,53-7020,,,Crane and Tower Operators
+,,,53-7021,,Crane and Tower Operators
+,,53-7030,,,Dredge Operators
+,,,53-7031,,Dredge Operators
+,,53-7040,,,Hoist and Winch Operators
+,,,53-7041,,Hoist and Winch Operators
+,,53-7050,,,Industrial Truck and Tractor Operators
+,,,53-7051,,Industrial Truck and Tractor Operators
+,,53-7060,,,Laborers and Material Movers
+,,,53-7061,,Cleaners of Vehicles and Equipment
+,,,53-7062,,"Laborers and Freight, Stock, and Material Movers, Hand"
+,,,,53-7062.04,Recycling and Reclamation Workers
+,,,53-7063,,Machine Feeders and Offbearers
+,,,53-7064,,"Packers and Packagers, Hand"
+,,,53-7065,,Stockers and Order Fillers
+,,53-7070,,,Pumping Station Operators
+,,,53-7071,,Gas Compressor and Gas Pumping Station Operators
+,,,53-7072,,"Pump Operators, Except Wellhead Pumpers"
+,,,53-7073,,Wellhead Pumpers
+,,53-7080,,,Refuse and Recyclable Material Collectors
+,,,53-7081,,Refuse and Recyclable Material Collectors
+,,53-7120,,,"Tank Car, Truck, and Ship Loaders"
+,,,53-7121,,"Tank Car, Truck, and Ship Loaders"
+,,53-7190,,,Miscellaneous Material Moving Workers
+,,,53-7199,,"Material Moving Workers, All Other"
+55-0000,,,,,Military Specific Occupations
+,55-1000,,,,Military Officer Special and Tactical Operations Leaders
+,,55-1010,,,Military Officer Special and Tactical Operations Leaders
+,,,55-1011,,Air Crew Officers
+,,,55-1012,,Aircraft Launch and Recovery Officers
+,,,55-1013,,Armored Assault Vehicle Officers
+,,,55-1014,,Artillery and Missile Officers
+,,,55-1015,,Command and Control Center Officers
+,,,55-1016,,Infantry Officers
+,,,55-1017,,Special Forces Officers
+,,,55-1019,,"Military Officer Special and Tactical Operations Leaders, All Other"
+,55-2000,,,,First-Line Enlisted Military Supervisors
+,,55-2010,,,First-Line Enlisted Military Supervisors
+,,,55-2011,,First-Line Supervisors of Air Crew Members
+,,,55-2012,,First-Line Supervisors of Weapons Specialists/Crew Members
+,,,55-2013,,First-Line Supervisors of All Other Tactical Operations Specialists
+,55-3000,,,,Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members
+,,55-3010,,,Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members
+,,,55-3011,,Air Crew Members
+,,,55-3012,,Aircraft Launch and Recovery Specialists
+,,,55-3013,,Armored Assault Vehicle Crew Members
+,,,55-3014,,Artillery and Missile Crew Members
+,,,55-3015,,Command and Control Center Specialists
+,,,55-3016,,Infantry
+,,,55-3018,,Special Forces
+,,,55-3019,,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other"

automation_vs_augmentation.csv ADDED Viewed

	@@ -0,0 +1,7 @@

+interaction_type,pct
+directive,22.563272409918948
+feedback loop,12.036303266190515
+learning,18.917648061953294
+none,2.9013020624347967
+task iteration,25.47648663831153
+validation,2.314220367546746

bls_employment_may_2023.csv ADDED Viewed

	@@ -0,0 +1,23 @@

+SOC or O*NET-SOC 2019 Title,bls_distribution
+Management Occupations,10495770
+Business and Financial Operations Occupations,10087830
+Computer and Mathematical Occupations,5177400
+Architecture and Engineering Occupations,2539660
+"Life, Physical, and Social Science Occupations",1389430
+Community and Social Service Occupations,2418130
+Legal Occupations,1240630
+Educational Instruction and Library Occupations,8744560
+"Arts, Design, Entertainment, Sports, and Media Occupations",2106490
+Healthcare Practitioners and Technical Occupations,9284210
+Healthcare Support Occupations,7063530
+Protective Service Occupations,3504330
+Food Preparation and Serving Related Occupations,13247870
+Building and Grounds Cleaning and Maintenance Occupations,4429070
+Personal Care and Service Occupations,3040630
+Sales and Related Occupations,13380660
+Office and Administrative Support Occupations,18533450
+"Farming, Fishing, and Forestry Occupations",432200
+Construction and Extraction Occupations,6225630
+"Installation, Maintenance, and Repair Occupations",5989460
+Production Occupations,8770170
+Transportation and Material Moving Occupations,13752760

onet_task_mappings.csv ADDED Viewed

The diff for this file is too large to render. See raw diff

onet_task_statements.csv ADDED Viewed

The diff for this file is too large to render. See raw diff

plots.ipynb ADDED Viewed

	@@ -0,0 +1,767 @@

+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Which Economic Tasks are Performed with AI? Evidence from Millions of Claude Conversations\n",
+    "\n",
+    "_Handa et al., 2025_"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "from textwrap import wrap\n",
+    "import numpy as np\n",
+    "\n",
+    "palette = sns.color_palette(\"colorblind\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Create O*NET / SOC Merged Dataframe"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def merge_onet_soc_data() -> pd.DataFrame:\n",
+    "    \"\"\"\n",
+    "    Merges O*NET task statements with SOC (Standard Occupational Classification) data\n",
+    "    based on major group codes.\n",
+    "    \n",
+    "    Args:\n",
+    "        onet_path (str): Path to the O*NET task statements CSV file\n",
+    "        soc_path (str): Path to the SOC structure CSV file\n",
+    "    \n",
+    "    Returns:\n",
+    "        pd.DataFrame: Merged DataFrame containing O*NET data with SOC major group titles\n",
+    "    \"\"\"\n",
+    "\n",
+    "    # Read and process O*NET data\n",
+    "    onet_df = pd.read_csv(\"onet_task_statements.csv\")\n",
+    "    onet_df[\"soc_major_group\"] = onet_df[\"O*NET-SOC Code\"].str[:2]\n",
+    "    \n",
+    "    # Read and process SOC data\n",
+    "    soc_df = pd.read_csv(\"SOC_Structure.csv\")\n",
+    "    soc_df = soc_df.dropna(subset=['Major Group'])\n",
+    "    soc_df[\"soc_major_group\"] = soc_df[\"Major Group\"].str[:2]\n",
+    "    \n",
+    "    # Merge datasets\n",
+    "    merged_df = onet_df.merge(\n",
+    "        soc_df[['soc_major_group', 'SOC or O*NET-SOC 2019 Title']],\n",
+    "        on='soc_major_group',\n",
+    "        how='left'\n",
+    "    )\n",
+    "\n",
+    "    return merged_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "task_occupations_df = merge_onet_soc_data()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "task_occupations_df[\"Title\"].nunique()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Update cluster mappings to include data from the merged_df\n",
+    "task_occupations_df[\"task_normalized\"] = task_occupations_df[\"Task\"].str.lower().str.strip()\n",
+    "# Some tasks are included multiple times, so we need to count the number of occurrences per task\n",
+    "task_occupations_df[\"n_occurrences\"] = task_occupations_df.groupby(\"task_normalized\")[\"Title\"].transform(\"nunique\")\n",
+    "\n",
+    "task_occupations_df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Load Task Mappings and Join"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "task_mappings_df = pd.read_csv(\"onet_task_mappings.csv\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "grouped_with_occupations = task_mappings_df.merge(\n",
+    "    task_occupations_df,\n",
+    "    left_on=\"task_name\",\n",
+    "    right_on=\"task_normalized\",\n",
+    "    how=\"left\"\n",
+    ")\n",
+    "\n",
+    "grouped_with_occupations[\"pct_occ_scaled\"] = 100 * (grouped_with_occupations[\"pct\"] / grouped_with_occupations[\"n_occurrences\"]) / (grouped_with_occupations[\"pct\"] / grouped_with_occupations[\"n_occurrences\"]).sum()\n",
+    "grouped_with_occupations[\"pct_occ_scaled\"].sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "grouped_with_occupations"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## EXPERIMENTS"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### TASKS"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Set style and increase font sizes\n",
+    "plt.rcParams['font.size'] = 12  # Base font size\n",
+    "plt.rcParams['axes.titlesize'] = 14  # Title font size\n",
+    "plt.rcParams['axes.labelsize'] = 12  # Axis labels size\n",
+    "plt.rcParams['xtick.labelsize'] = 11  # X-axis tick labels size\n",
+    "plt.rcParams['ytick.labelsize'] = 11  # Y-axis tick labels size\n",
+    "plt.rcParams['legend.fontsize'] = 11  # Legend font size\n",
+    "plt.rcParams['figure.titlesize'] = 16  # Figure title size\n",
+    "\n",
+    "# If you're using seaborn, you can also set its context\n",
+    "sns.set_context(\"notebook\", font_scale=1.2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Get top 10 tasks overall to ensure consistent comparison\n",
+    "total_tasks = (grouped_with_occupations.groupby(\"Task\")[\"pct_occ_scaled\"]\n",
+    "               .sum()\n",
+    "               .sort_values(ascending=False))\n",
+    "top_10_tasks = total_tasks.head(10).index\n",
+    "\n",
+    "# Create plot dataframe with all groups\n",
+    "plot_df = (grouped_with_occupations[grouped_with_occupations[\"Task\"].isin(top_10_tasks)]\n",
+    "           .groupby([\"Task\"])[\"pct_occ_scaled\"]\n",
+    "           .sum()\n",
+    "           .reset_index())\n",
+    "\n",
+    "# Sort tasks by overall frequency\n",
+    "task_order = (plot_df.groupby(\"Task\")[\"pct_occ_scaled\"]\n",
+    "              .sum()\n",
+    "              .sort_values(ascending=False)\n",
+    "              .index)\n",
+    "plot_df[\"Task\"] = pd.Categorical(plot_df[\"Task\"], categories=task_order, ordered=True)\n",
+    "\n",
+    "# Create the plot\n",
+    "plt.figure(figsize=(16, 12))\n",
+    "sns.barplot(\n",
+    "    data=plot_df,\n",
+    "    x=\"pct_occ_scaled\",\n",
+    "    y=\"Task\",\n",
+    "    color=palette[0],\n",
+    ")\n",
+    "\n",
+    "# Wrap task titles\n",
+    "ax = plt.gca()\n",
+    "ax.set_yticklabels(['\\n'.join(wrap(label.get_text(), width=40)) \n",
+    "                    for label in ax.get_yticklabels()])\n",
+    "\n",
+    "# Modify legend\n",
+    "handles, labels = ax.get_legend_handles_labels()\n",
+    "\n",
+    "# Wrap task labels\n",
+    "ax = plt.gca()\n",
+    "ax.set_yticklabels(['\\n'.join(wrap(label.get_text(), width=40)) \n",
+    "                    for label in ax.get_yticklabels()])\n",
+    "\n",
+    "# Format x-axis as percentages\n",
+    "ax.xaxis.set_major_formatter(plt.FuncFormatter(lambda x, _: f'{x:.1f}%'))\n",
+    "\n",
+    "# Customize the plot\n",
+    "plt.title('Top Tasks by % of Conversations')\n",
+    "plt.xlabel('Percentage of Records')\n",
+    "plt.ylabel('O*NET Task')\n",
+    "\n",
+    "# Adjust layout to prevent label cutoff\n",
+    "plt.tight_layout()\n",
+    "\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### OCCUPATIONS"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "grouped_with_occupations.groupby(\"Title\")[\"pct_occ_scaled\"].sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Calculate percentages per group and occupation\n",
+    "plot_df = (grouped_with_occupations.groupby(\"Title\")[\"pct_occ_scaled\"]\n",
+    "           .sum()\n",
+    "           .reset_index())\n",
+    "\n",
+    "# Get top occupations overall\n",
+    "total_occs = (plot_df.groupby(\"Title\")[\"pct_occ_scaled\"]\n",
+    "              .sum()\n",
+    "              .sort_values(ascending=False))\n",
+    "top_occs = total_occs.head(15).index\n",
+    "\n",
+    "# Filter for top occupations\n",
+    "plot_df = plot_df[plot_df[\"Title\"].isin(top_occs)]\n",
+    "\n",
+    "# Sort occupations by overall frequency\n",
+    "occ_order = (plot_df.groupby(\"Title\")[\"pct_occ_scaled\"]\n",
+    "             .sum()\n",
+    "             .sort_values(ascending=False)\n",
+    "             .index)\n",
+    "plot_df[\"Title\"] = pd.Categorical(plot_df[\"Title\"], categories=occ_order, ordered=True)\n",
+    "\n",
+    "# Create the plot\n",
+    "plt.figure(figsize=(18, 16))\n",
+    "sns.barplot(\n",
+    "    data=plot_df,\n",
+    "    x=\"pct_occ_scaled\",\n",
+    "    y=\"Title\",\n",
+    "    color=palette[0],\n",
+    ")\n",
+    "\n",
+    "# Wrap occupation titles\n",
+    "ax = plt.gca()\n",
+    "ax.set_yticklabels(['\\n'.join(wrap(label.get_text(), width=40)) \n",
+    "                    for label in ax.get_yticklabels()])\n",
+    "\n",
+    "# Format x-axis as percentages\n",
+    "ax.xaxis.set_major_formatter(plt.FuncFormatter(lambda x, _: f'{x:.1f}%'))\n",
+    "\n",
+    "# Customize the plot\n",
+    "plt.title('Top Occupations by % of Conversations')\n",
+    "plt.xlabel('Percentage of Conversations')\n",
+    "plt.ylabel('Occupation')\n",
+    "\n",
+    "# Adjust layout to prevent label cutoff\n",
+    "plt.tight_layout()\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### OCCUPATIONAL CATEGORIES"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Calculate percentages per group and occupational category\n",
+    "plot_df = (grouped_with_occupations.groupby(\"SOC or O*NET-SOC 2019 Title\")[\"pct_occ_scaled\"]\n",
+    "           .sum()\n",
+    "           .reset_index())\n",
+    "\n",
+    "# Sort categories by group-1 frequency\n",
+    "cat_order = plot_df.sort_values(\"pct_occ_scaled\", ascending=False)[\"SOC or O*NET-SOC 2019 Title\"]\n",
+    "plot_df[\"SOC or O*NET-SOC 2019 Title\"] = pd.Categorical(\n",
+    "    plot_df[\"SOC or O*NET-SOC 2019 Title\"], \n",
+    "    categories=cat_order, \n",
+    "    ordered=True\n",
+    ")\n",
+    "\n",
+    "# Create the plot\n",
+    "plt.figure(figsize=(18, 16))\n",
+    "sns.barplot(\n",
+    "    data=plot_df,\n",
+    "    x=\"pct_occ_scaled\",\n",
+    "    y=\"SOC or O*NET-SOC 2019 Title\",\n",
+    "    color=palette[0],\n",
+    ")\n",
+    "\n",
+    "# Wrap category labels and remove \" Occupations\" string\n",
+    "ax = plt.gca()\n",
+    "ax.set_yticklabels(['\\n'.join(wrap(label.get_text().replace(\" Occupations\", \"\"), width=60)) \n",
+    "                    for label in ax.get_yticklabels()])\n",
+    "\n",
+    "# Format x-axis as percentages\n",
+    "ax.xaxis.set_major_formatter(plt.FuncFormatter(lambda x, _: f'{x:.1f}%'))\n",
+    "\n",
+    "# Customize the plot\n",
+    "plt.title('Occupational Categories by % of Conversations')\n",
+    "plt.xlabel('Percentage of Conversations')\n",
+    "plt.ylabel('Occupational Category')\n",
+    "\n",
+    "# Adjust layout to prevent label cutoff\n",
+    "plt.tight_layout()\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "grouped_with_occupations"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Load employment data\n",
+    "bls_employment_df = pd.read_csv(\"bls_employment_may_2023.csv\")\n",
+    "\n",
+    "claude_employment_df = grouped_with_occupations.groupby(\"SOC or O*NET-SOC 2019 Title\")[\"pct_occ_scaled\"].sum().reset_index(name='claude_distribution')\n",
+    "\n",
+    "employment_df = claude_employment_df.merge(bls_employment_df, \n",
+    "                                     on='SOC or O*NET-SOC 2019 Title',\n",
+    "                                     how='left')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Calculate percentages and setup data\n",
+    "plot_df = employment_df.copy()\n",
+    "\n",
+    "def get_distribution(df, value_column):\n",
+    "   total = df[value_column].sum()\n",
+    "   return (df[value_column] / total * 100).round(1)\n",
+    "\n",
+    "plot_df['bls_pct'] = get_distribution(plot_df, 'bls_distribution')\n",
+    "plot_df['claude_pct'] = get_distribution(plot_df, 'claude_distribution')\n",
+    "plot_df['clean_label'] = plot_df['SOC or O*NET-SOC 2019 Title'].str.replace(' Occupations', '')\n",
+    "plot_df['pct_difference'] = plot_df['claude_pct'] - plot_df['bls_pct']\n",
+    "plot_df = plot_df.sort_values('bls_pct', ascending=True)\n",
+    "\n",
+    "# Create the plot\n",
+    "fig, ax = plt.subplots(figsize=(20, 12))\n",
+    "\n",
+    "# Set colors\n",
+    "claude_color = palette[1] \n",
+    "bls_color = palette[0] \n",
+    "\n",
+    "# Create lines and circles\n",
+    "y_positions = range(len(plot_df))\n",
+    "for i, row in enumerate(plot_df.itertuples()):\n",
+    "   # Determine color based on which value is larger\n",
+    "   line_color = claude_color if row.claude_pct > row.bls_pct else bls_color\n",
+    "   \n",
+    "   # Draw the line between bls and claude percentages\n",
+    "   ax.plot([row.bls_pct, row.claude_pct], [i, i], \n",
+    "           color=line_color, \n",
+    "           linestyle='-', \n",
+    "           linewidth=2.5,\n",
+    "           zorder=1)\n",
+    "   \n",
+    "   # Determine label positioning\n",
+    "   if row.claude_pct > row.bls_pct:\n",
+    "       bls_ha = 'right'\n",
+    "       claude_ha = 'left'\n",
+    "       bls_offset = -0.4\n",
+    "       claude_offset = 0.4\n",
+    "   else:\n",
+    "       bls_ha = 'left'\n",
+    "       claude_ha = 'right'\n",
+    "       bls_offset = 0.4\n",
+    "       claude_offset = -0.4\n",
+    "\n",
+    "   # Plot BLS percentage\n",
+    "   ax.scatter([row.bls_pct], [i], \n",
+    "              color=bls_color,\n",
+    "              s=200,\n",
+    "              zorder=2,\n",
+    "              label='% of U.S. workers (BLS)' if i == 0 else \"\")\n",
+    "   ax.text(row.bls_pct + bls_offset,\n",
+    "           i,\n",
+    "           f'{row.bls_pct:.1f}%',\n",
+    "           ha=bls_ha,\n",
+    "           va='center',\n",
+    "           color=bls_color)\n",
+    "   \n",
+    "   # Plot Claude's percentage\n",
+    "   ax.scatter([row.claude_pct], [i], \n",
+    "              color=claude_color,\n",
+    "              s=200,\n",
+    "              zorder=2,\n",
+    "              label='% of Claude conversations' if i == 0 else \"\")\n",
+    "   ax.text(row.claude_pct + claude_offset,\n",
+    "           i,\n",
+    "           f'{row.claude_pct:.1f}%',\n",
+    "           ha=claude_ha,\n",
+    "           va='center',\n",
+    "           color=claude_color)\n",
+    "\n",
+    "# Customize the plot\n",
+    "ax.set_xlabel('Percentage')\n",
+    "ax.set_ylabel('Occupational Category')\n",
+    "\n",
+    "# Add percentage formatter to x-axis\n",
+    "ax.xaxis.set_major_formatter(plt.FuncFormatter(lambda x, _: f'{x:.1f}%'))\n",
+    "\n",
+    "# Set y-axis labels\n",
+    "ax.set_yticks(y_positions)\n",
+    "ax.set_yticklabels(plot_df['clean_label'])\n",
+    "\n",
+    "# Add legend\n",
+    "handles, labels = ax.get_legend_handles_labels()\n",
+    "handles = handles[::-1]\n",
+    "labels = labels[::-1]\n",
+    "ax.legend(handles, labels, loc='lower right', bbox_to_anchor=(1.0, 0.0))\n",
+    "\n",
+    "# Adjust grid and layout\n",
+    "ax.grid(axis='x', linestyle='--', alpha=0.3)\n",
+    "ax.set_axisbelow(True)\n",
+    "\n",
+    "# Set axis limits with padding\n",
+    "max_val = max(plot_df['bls_pct'].max(), plot_df['claude_pct'].max())\n",
+    "min_val = min(plot_df['bls_pct'].min(), plot_df['claude_pct'].min())\n",
+    "padding = (max_val - min_val) * 0.15\n",
+    "ax.set_xlim(min_val - padding, max_val + padding)\n",
+    "ax.set_ylim(-1, len(plot_df))\n",
+    "\n",
+    "# Adjust layout\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### USAGE BY WAGE"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Read and process wage data\n",
+    "wage_df = pd.read_csv(\"wage_data.csv\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "wage_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Join wage and occupation data\n",
+    "grouped_with_occupations_and_wage = grouped_with_occupations.merge(wage_df, left_on=\"O*NET-SOC Code\", right_on=\"SOCcode\", how=\"left\")\n",
+    "grouped_with_occupations_and_wage"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def create_wage_distribution_plot(plot_df):\n",
+    "    # Create figure\n",
+    "    plt.figure(figsize=(24, 12))\n",
+    "    \n",
+    "    # Create scatter plot\n",
+    "    sns.scatterplot(data=plot_df,\n",
+    "                    x='MedianSalary',\n",
+    "                    y='pct_occ_scaled',\n",
+    "                    alpha=0.5,\n",
+    "                    size='pct_occ_scaled',\n",
+    "                    sizes=(60, 400),\n",
+    "                    color=palette[0],\n",
+    "                    legend=False)\n",
+    "    \n",
+    "    # Style the plot\n",
+    "    plt.xlabel('Median Wage ($)')\n",
+    "    plt.ylabel('Percent of Conversations')\n",
+    "    plt.gca().yaxis.set_major_formatter(plt.FuncFormatter(lambda y, _: '{:.1f}%'.format(y)))\n",
+    "    \n",
+    "    # Add title\n",
+    "    plt.title('Wage Distribution by % of Conversations'), \n",
+    "    \n",
+    "    # Annotate points\n",
+    "    # Top points by percentage\n",
+    "    top_n = 7\n",
+    "    for _, row in plot_df.nlargest(top_n, 'pct_occ_scaled').iterrows():\n",
+    "        plt.annotate('\\n'.join(wrap(row['Title'], width=20)), \n",
+    "                    (row['MedianSalary'], row['pct_occ_scaled']),\n",
+    "                    xytext=(5, 5), \n",
+    "                    textcoords='offset points')\n",
+    "    \n",
+    "    # Extreme salary points\n",
+    "    n_extremes = 2\n",
+    "    # Annotate lowest and highest salaries\n",
+    "    for df_subset in [plot_df.nsmallest(n_extremes, 'MedianSalary'),\n",
+    "                     plot_df.nlargest(n_extremes, 'MedianSalary')]:\n",
+    "        for i, row in enumerate(df_subset.iterrows()):\n",
+    "            if i != 0:  # Skip if already annotated in top_n\n",
+    "                plt.annotate('\\n'.join(wrap(row[1]['Title'], width=20)), \n",
+    "                            (row[1]['MedianSalary'], row[1]['pct_occ_scaled']),\n",
+    "                            xytext=(5, -15),\n",
+    "                            textcoords='offset points')\n",
+    "    \n",
+    "    # Formatting\n",
+    "    plt.ylim(bottom=0)\n",
+    "    plt.grid(True, linestyle='--', alpha=0.7)\n",
+    "    plt.gca().xaxis.set_major_formatter(plt.FuncFormatter(lambda x, p: f'${x:,.0f}'))\n",
+    "    \n",
+    "    plt.tight_layout()\n",
+    "    \n",
+    "    plt.show()\n",
+    "    plt.close()\n",
+    "\n",
+    "# Create aggregation dictionary, excluding groupby columns\n",
+    "groupby_cols = [\"Title\"]\n",
+    "agg_dict = {col: 'first' for col in grouped_with_occupations_and_wage.columns \n",
+    "            if col not in groupby_cols}\n",
+    "agg_dict['pct_occ_scaled'] = 'sum'\n",
+    "\n",
+    "\n",
+    "plot_df = (grouped_with_occupations_and_wage\n",
+    "            .groupby(groupby_cols)\n",
+    "            .agg(agg_dict)\n",
+    "            .reset_index()\n",
+    "            .copy())\n",
+    "    \n",
+    "# Filter out null values and very low salaries\n",
+    "plot_df = plot_df[plot_df[\"MedianSalary\"].notnull() & \n",
+    "                    (plot_df[\"MedianSalary\"] > 100)]\n",
+    "    \n",
+    "# Create and save plot for current group\n",
+    "create_wage_distribution_plot(plot_df)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### AUTOMATION VS AUGMENTATION"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "automation_vs_augmentation_df = pd.read_csv(\"automation_vs_augmentation.csv\")\n",
+    "\n",
+    "def adjust_color_brightness(color, factor):\n",
+    "    \"\"\"Adjust the brightness of a color by a factor\"\"\"\n",
+    "    # Convert color to RGB if it's not already\n",
+    "    if isinstance(color, str):\n",
+    "        color = mcolors.to_rgb(color)\n",
+    "    # Make brighter by scaling RGB values\n",
+    "    return tuple(min(1.0, c * factor) for c in color)\n",
+    "\n",
+    "def plot_interaction_modes(df):\n",
+    "    # Load in dataframe\n",
+    "    plot_df = df.copy()\n",
+    "    \n",
+    "    # Convert cluster_name to lowercase first, then filter and normalize\n",
+    "    plot_df['interaction_type'] = plot_df['interaction_type'].str.lower()\n",
+    "    plot_df = plot_df[plot_df['interaction_type'] != 'none']\n",
+    "    total = plot_df['pct'].sum()\n",
+    "    plot_df['pct'] = plot_df['pct'] / total\n",
+    "    \n",
+    "    # Create category mapping\n",
+    "    category_map = {\n",
+    "        'directive': 'Automation',\n",
+    "        'feedback loop': 'Automation',\n",
+    "        'task iteration': 'Augmentation',\n",
+    "        'learning': 'Augmentation',\n",
+    "        'validation': 'Augmentation'\n",
+    "    }\n",
+    "    \n",
+    "    # Add category column\n",
+    "    plot_df['category'] = plot_df['interaction_type'].map(category_map)\n",
+    "    \n",
+    "    # Convert to title case for plotting\n",
+    "    plot_df['interaction_type'] = plot_df['interaction_type'].str.title()\n",
+    "    \n",
+    "    # Create color variants\n",
+    "    colors_a = [\n",
+    "        palette[1],\n",
+    "        adjust_color_brightness(palette[1], 1.3)\n",
+    "    ]\n",
+    "    \n",
+    "    colors_b = [\n",
+    "        palette[2],\n",
+    "        adjust_color_brightness(palette[2], 1.3),\n",
+    "        adjust_color_brightness(palette[2], 1.6)\n",
+    "    ]\n",
+    "    \n",
+    "    # Create the stacked bar plot\n",
+    "    plt.figure(figsize=(16, 6))\n",
+    "    \n",
+    "    # Create separate dataframes for each category and sort them to match visual order\n",
+    "    automation_df = plot_df[plot_df['category'] == 'Automation'].sort_values('interaction_type', ascending=False)\n",
+    "    augmentation_df = plot_df[plot_df['category'] == 'Augmentation'].sort_values('interaction_type', ascending=False)\n",
+    "    \n",
+    "    # Calculate positions for the bars\n",
+    "    bar_positions = [0, 1]\n",
+    "    bar_width = 0.8\n",
+    "    \n",
+    "    # Create the stacked bars for each category\n",
+    "    left_auto = 0\n",
+    "    handles, labels = [], []  # Initialize empty lists for legend ordering\n",
+    "    \n",
+    "    # First plot automation bars but save their handles/labels\n",
+    "    auto_handles, auto_labels = [], []\n",
+    "    for i, (_, row) in enumerate(automation_df.iterrows()):\n",
+    "        bar = plt.barh(0, row['pct'], left=left_auto, height=bar_width, \n",
+    "                color=colors_a[i])\n",
+    "        auto_handles.append(bar)\n",
+    "        auto_labels.append(row['interaction_type'])\n",
+    "        plt.text(left_auto + row['pct']/2, 0, \n",
+    "                f'{row[\"pct\"]*100:.1f}%', \n",
+    "                ha='center', va='center',\n",
+    "                color='white')\n",
+    "        left_auto += row['pct']\n",
+    "    \n",
+    "    # Plot augmentation bars and save handles/labels\n",
+    "    left_aug = 0\n",
+    "    aug_handles, aug_labels = [], []\n",
+    "    for i, (_, row) in enumerate(augmentation_df.iterrows()):\n",
+    "        bar = plt.barh(1, row['pct'], left=left_aug, height=bar_width,\n",
+    "                color=colors_b[i])\n",
+    "        aug_handles.append(bar)\n",
+    "        aug_labels.append(row['interaction_type'])\n",
+    "        plt.text(left_aug + row['pct']/2, 1, \n",
+    "                f'{row[\"pct\"]*100:.1f}%', \n",
+    "                ha='center', va='center',\n",
+    "                color='white')\n",
+    "        left_aug += row['pct']\n",
+    "    \n",
+    "    # Customize the plot\n",
+    "    plt.yticks(bar_positions, ['Automation', 'Augmentation'])\n",
+    "    plt.xlabel('Percentage of Conversations')\n",
+    "    \n",
+    "    # Create legend with custom order\n",
+    "    # Combine handles and labels in the desired order\n",
+    "    all_handles = aug_handles + auto_handles\n",
+    "    all_labels = aug_labels + auto_labels\n",
+    "    \n",
+    "    # Create legend with specified order\n",
+    "    desired_order = ['Validation', 'Task Iteration', 'Learning', 'Feedback Loop', 'Directive'] \n",
+    "    ordered_handles = []\n",
+    "    ordered_labels = []\n",
+    "    \n",
+    "    for label in desired_order:\n",
+    "        idx = all_labels.index(label)\n",
+    "        ordered_handles.append(all_handles[idx])\n",
+    "        ordered_labels.append(all_labels[idx])\n",
+    "    \n",
+    "    plt.legend(ordered_handles, ordered_labels, loc='lower right')\n",
+    "    \n",
+    "    plt.tight_layout()\n",
+    "\n",
+    "plot_interaction_modes(automation_vs_augmentation_df)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "py311",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
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+ },
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+ "nbformat_minor": 2
+}