Name: US Job Automation Probability by Occupation
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Contains 702 records / 5 fields
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Data sourced from: https://github.com/plotly/datasets

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Occupation	Automation Probability	Median Annual Wage Usd	Education Required	Number Employed
Grinding, Lapping, Polishing and Buffing Machine Tool Setters, Operators and Tenders, Metal and Plastic	0.95	32890	High school diploma or equivalent	74600
Separating, Filtering, Clarifying, Precipitating and Still Machine Setters, Operators and Tenders	0.88	38360	High school diploma or equivalent	47160
Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products	0.85	57140	High school diploma or equivalent	1404050
First-Line Supervisors of Transportation and Material-Moving Machine and Vehicle Operators	0.029	57270	High school diploma or equivalent	202760
Molding, Coremaking and Casting Machine Setters, Operators and Tenders, Metal and Plastic	0.95	30480	High school diploma or equivalent	145560
Extruding and Forming Machine Setters, Operators and Tenders, Synthetic and Glass Fibers	0.88	34240	High school diploma or equivalent	19340
Cutting, Punching and Press Machine Setters, Operators and Tenders, Metal and Plastic	0.78	32370	High school diploma or equivalent	192800
Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products	0.25	78980	Bachelor's degree	328370
Drilling and Boring Machine Tool Setters, Operators and Tenders, Metal and Plastic	0.94	36410	High school diploma or equivalent	12290
Extruding, Forming, Pressing and Compacting Machine Setters, Operators and Tenders	0.93	32510	High school diploma or equivalent	71260
Lathe and Turning Machine Tool Setters, Operators and Tenders, Metal and Plastic	0.84	38480	High school diploma or equivalent	33850
Extruding and Drawing Machine Setters, Operators and Tenders, Metal and Plastic	0.91	33870	High school diploma or equivalent	71960
TextileWinding, Twisting and Drawing Out Machine Setters, Operators and Tenders	0.96	27500	High school diploma or equivalent	30340
First-Line Supervisors of Landscaping, Lawn Service and Groundskeeping Workers	0.57	45740	High school diploma or equivalent	103070
Secretaries and Administrative Assistants, Except Legal, Medical and Executive	0.96	34820	High school diploma or equivalent	2295510
Electrical and Electronics Installers and Repairers, Transportation Equipment	0.91	59280	Postsecondary nondegree award	13960
Information Security Analysts, Web Developers and Computer Network Architects	0.21	62670	Associate's degree	188740
Milling and Planing Machine Setters, Operators and Tenders, Metal and Plastic	0.98	39840	High school diploma or equivalent	17560
Plating and Coating Machine Setters, Operators and Tenders, Metal and Plastic	0.92	31280	High school diploma or equivalent	35570
Telecommunications Equipment Installers and Repairers, Except Line Installers	0.36	53640	Postsecondary nondegree award	228430
Computer Numerically Controlled Machine Tool Programmers, Metal and Plastic	0.36	50580	High school diploma or equivalent	25180
Food and Tobacco Roasting, Baking and Drying Machine Operators and Tenders	0.91	28570	No formal educational credential	20080
Health and Safety Engineers, Except Mining Safety Engineers and Inspectors	0.028	86720	Bachelor's degree	25410
Adult Basic and Secondary Education and Literacy Teachers and Instructors	0.19	50650	Bachelor's degree	58810
Electrical and Electronics Repairers, Commercial and Industrial Equipment	0.41	56250	Postsecondary nondegree award	67390
Heat Treating Equipment Setters, Operators and Tenders, Metal and Plastic	0.91	37180	High school diploma or equivalent	19780
Helpers–Brickmasons, Blockmasons, Stonemasons and Tile and Marble Setters	0.83	30570	No formal educational credential	23950
Lifeguards, Ski Patrol and Other Recreational Protective Service Workers	0.67	20290	No formal educational credential	145100
Postal Service Mail Sorters, Processors and Processing Machine Operators	0.79	56220	High school diploma or equivalent	110770
Secondary School Teachers, Except Special and Career/Technical Education	0.0078	58030	Bachelor's degree	1003250
Crushing, Grinding and Polishing Machine Setters, Operators and Tenders	0.97	34390	High school diploma or equivalent	29830
Door-to-Door Sales Workers, News and Street Vendors and Related Workers	0.94	24330	No formal educational credential	8040
Ambulance Drivers and Attendants, Except Emergency Medical Technicians	0.25	23850	High school diploma or equivalent	17300
Electrical and Electronics Repairers, Powerhouse, Substation and Relay	0.38	75670	Postsecondary nondegree award	23060
MultipleMachine Tool Setters, Operators and Tenders, Metal and Plastic	0.91	34340	High school diploma or equivalent	117300
Coating, Painting and Spraying Machine Setters, Operators and Tenders	0.91	32790	High school diploma or equivalent	85760
First-Line Supervisors of Helpers, Laborers and Material Movers, Hand	0.42	47230	High school diploma or equivalent	183620
Middle School Teachers, Except Special and Career/Technical Education	0.17	56720	Bachelor's degree	626310
Welding, Soldering and Brazing Machine Setters, Operators and Tenders	0.61	36980	High school diploma or equivalent	46920
Cleaning, Washing and Metal Pickling Equipment Operators and Tenders	0.81	28550	No formal educational credential	17860
First-Line Supervisors of Construction Trades and Extraction Workers	0.17	62980	High school diploma or equivalent	538220
Heating, Air Conditioning and Refrigeration Mechanics and Installers	0.65	45910	Postsecondary nondegree award	294730
Human Resources, Training and Labor Relations Specialists, All Other	0.31	62310	Bachelor's degree	79430
First-Line Supervisors of Office and Administrative Support Workers	0.014	54340	High school diploma or equivalent	1443150
Textile Knitting and Weaving Machine Setters, Operators and Tenders	0.73	27470	High school diploma or equivalent	21550
Combined Food Preparation and Serving Workers, Including Fast Food	0.92	19440	No formal educational credential	3426090
Control and Valve Installers and Repairers, Except Mechanical Door	0.63	54520	High school diploma or equivalent	45740
Environmental Science and Protection Technicians, Including Health	0.77	44190	Associate's degree	32950
Mining and Geological Engineers, Including Mining Safety Engineers	0.14	93720	Bachelor's degree	6940
Forging Machine Setters, Operators and Tenders, Metal and Plastic	0.93	36930	High school diploma or equivalent	19160
Rolling Machine Setters, Operators and Tenders, Metal and Plastic	0.83	40680	High school diploma or equivalent	29060
Woodworking Machine Setters, Operators and Tenders, Except Sawing	0.97	28510	High school diploma or equivalent	76130
Agents and Business Managers of Artists, Performers and Athletes	0.24	62080	Bachelor's degree	13470
Education Administrators, Preschool and Childcare Center/Program	0.015	45790	Bachelor's degree	48530
Electronic Home Entertainment Equipment Installers and Repairers	0.65	37410	Postsecondary nondegree award	25550
First-Line Supervisors of Farming, Fishing and Forestry Workers	0.57	45320	High school diploma or equivalent	19550
Funeral Service Managers, Directors, Morticians and Undertakers	0.2	50090	Associate's degree	25850
Petroleum Pump System Operators, Refinery Operators and Gaugers	0.71	67400	High school diploma or equivalent	41630
Counter Attendants, Cafeteria, Food Concession and Coffee Shop	0.96	19970	No formal educational credential	499550
First-Line Supervisors of Fire Fighting and Prevention Workers	0.0036	74540	Postsecondary nondegree award	57170
First-Line Supervisors of Food Preparation and Serving Workers	0.63	31480	High school diploma or equivalent	908550
Operating Engineers and Other Construction Equipment Operators	0.95	45890	High school diploma or equivalent	356750
Reservation and Transportation Ticket Agents and Travel Clerks	0.61	35230	High school diploma or equivalent	146350
Computer-Controlled Machine Tool Operators, Metal and Plastic	0.86	37880	High school diploma or equivalent	146190
Electronic Equipment Installers and Repairers, Motor Vehicles	0.61	32220	Postsecondary nondegree award	11750
Executive Secretaries and Executive Administrative Assistants	0.86	55860	High school diploma or equivalent	631610
First-Line Supervisors of Mechanics, Installers and Repairers	0.003	63540	High school diploma or equivalent	453330
Janitors and Cleaners, Except Maids and Housekeeping Cleaners	0.66	24190	No formal educational credential	2161740
Mail Clerks and Mail Machine Operators, Except Postal Service	0.94	29160	High school diploma or equivalent	91530
Photographic Process Workers and Processing Machine Operators	0.99	26470	High school diploma or equivalent	26430
Purchasing Agents, Except Wholesale, Retail and Farm Products	0.77	63300	Bachelor's degree	297600
Administrative Law Judges, Adjudicators and Hearing Officers	0.64	92110	Doctoral or professional degree	14540
Aircraft Structure, Surfaces, Rigging and Systems Assemblers	0.79	50050	High school diploma or equivalent	42010
Fine Artists, Including Painters, Sculptors and Illustrators	0.042	50790	Bachelor's degree	11520
First-Line Supervisors of Housekeeping and JanitorialWorkers	0.94	38190	High school diploma or equivalent	161140
Helpers–Painters, Paperhangers, Plasterers and Stucco Masons	0.94	27310	No formal educational credential	10780
Coin, Vending and Amusement Machine Servicers and Repairers	0.94	33070	High school diploma or equivalent	33600
Furnace, Kiln, Oven, Drier and Kettle Operators and Tenders	0.37	36040	High school diploma or equivalent	19520
Securities, Commodities and Financial Services Sales Agents	0.016	67310	Bachelor's degree	353780
Cutting and Slicing Machine Setters, Operators and Tenders	0.86	32870	High school diploma or equivalent	61330
Dining Room and Cafeteria Attendants and Bartender Helpers	0.91	20200	No formal educational credential	423080
Environmental Scientists and Specialists, Including Health	0.033	68910	Bachelor's degree	84250
First-Line Supervisors of Production and Operating Workers	0.016	57780	High school diploma or equivalent	610480
Helpers–Pipelayers, Plumbers, Pipefitters and Steamfitters	0.57	29030	High school diploma or equivalent	54080
Human Resources Assistants, Except Payroll and Timekeeping	0.9	39020	Associate's degree	137150
Radio, Cellular and Tower Equipment Installers and Repairs	0.93	52480	Associate's degree	14120
Textile Bleaching and Dyeing Machine Operators and Tenders	0.97	27270	High school diploma or equivalent	10860
Education Administrators, Elementary and Secondary School	0.0046	92510	Master's degree	242970
ExplosivesWorkers, Ordnance Handling Experts and Blasters	0.48	52170	High school diploma or equivalent	6310
Healthcare Practitioners and Technical Workers, All Other	0.055	48820	Postsecondary nondegree award	36000
Mixing and BlendingMachine Setters, Operators and Tenders	0.83	35680	High school diploma or equivalent	130480
Probation Officers and Correctional Treatment Specialists	0.25	50160	Bachelor's degree	87500
Water and Wastewater Treatment Plant and System Operators	0.61	45760	High school diploma or equivalent	115840
Weighers, Measurers, Checkers and Samplers, Recordkeeping	0.95	28790	High school diploma or equivalent	74460
Life, Physical and Social Science Technicians, All Other	0.61	46040	Associate's degree	68540
Outdoor Power Equipment and Other Small Engine Mechanics	0.93	33730	High school diploma or equivalent	33020
Pesticide Handlers, Sprayers and Applicators, Vegetation	0.97	33740	High school diploma or equivalent	25230
Property, Real Estate and Community Association Managers	0.81	57040	High school diploma or equivalent	180290
Computer, Automated Teller and Office Machine Repairers	0.74	37100	Some college, no degree	102170
Educational, Guidance, School and Vocational Counselors	0.0085	54560	Master's degree	260670
Health Diagnosing and Treating Practitioners, All Other	0.02	74530	Master's degree	36280
Hosts and Hostesses, Restaurant, Lounge and Coffee Shop	0.97	19980	No formal educational credential	404360
Installation, Maintenance and Repair Workers, All Other	0.5	38480	High school diploma or equivalent	146460
Camera Operators, Television, Video and Motion Picture	0.6	55080	Bachelor's degree	21710
Molders, Shapers and Casters, Except Metal and Plastic	0.9	30610	High school diploma or equivalent	39450
Textile Cutting Machine Setters, Operators and Tenders	0.95	26090	High school diploma or equivalent	15040
Veterinary Assistants and Laboratory Animal Caretakers	0.86	25250	High school diploma or equivalent	79990
Bus and Truck Mechanics and Diesel Engine Specialists	0.73	45170	High school diploma or equivalent	254280
Career/Technical Education Teachers, Secondary School	0.0088	57320	Bachelor's degree	80100
Excavating and Loading Machine and Dragline Operators	0.94	41030	High school diploma or equivalent	48320
Gaming Surveillance Officers and Gaming Investigators	0.95	32630	High school diploma or equivalent	10460
Laborers and Freight, Stock and Material Movers, Hand	0.85	25980	No formal educational credential	2587900
Rail-Track Laying and Maintenance Equipment Operators	0.89	53970	High school diploma or equivalent	14250
Cooling and Freezing Equipment Operators and Tenders	0.93	29190	High school diploma or equivalent	8170
Elementary School Teachers, Except Special Education	0.0044	55800	Bachelor's degree	1392660
Helpers–Installation, Maintenance and Repair Workers	0.79	27510	High school diploma or equivalent	118720
Audio-Visual and Multimedia Collections Specialists	0.39	47840	Bachelor's degree	10300
Compensation, Benefits and Job Analysis Specialists	0.47	62080	Bachelor's degree	79190
Engineering Technicians, Except Drafters, All Other	0.24	62330	Associate's degree	74290
Inspectors, Testers, Sorters, Samplers and Weighers	0.98	36780	High school diploma or equivalent	518950
Packaging and Filling Machine Operators and Tenders	0.98	28290	High school diploma or equivalent	386520
Sawing Machine Setters, Operators and Tenders, Wood	0.86	28380	High school diploma or equivalent	50640
Transportation Attendants, Except Flight Attendants	0.75	26060	High school diploma or equivalent	18410
Career/Technical Education Teachers, Middle School	0.26	57560	Bachelor's degree	12730
Electrical and Electronics Engineering Technicians	0.84	62190	Associate's degree	134870
First-Line Supervisors of Non-Retail Sales Workers	0.075	73150	High school diploma or equivalent	252670
First-Line Supervisors of Personal Service Workers	0.076	36700	High school diploma or equivalent	190420
Geoscientists, Except Hydrologists and Geographers	0.63	89780	Bachelor's degree	30420
Locker Room, Coatroom and Dressing Room Attendants	0.43	21720	High school diploma or equivalent	18040
Market Research Analysts and Marketing Specialists	0.61	62560	Bachelor's degree	558630
Medical Records and Health Information Technicians	0.91	38040	Postsecondary nondegree award	200140
Paper Goods Machine Setters, Operators and Tenders	0.67	36990	High school diploma or equivalent	93100
Rail Yard Engineers, Dinkey Operators and Hostlers	0.91	50470	High school diploma or equivalent	4530
Refractory Materials Repairers, Except Brickmasons	0.82	45230	High school diploma or equivalent	1540
Substance Abuse and Behavioral Disorder Counselors	0.033	41070	Bachelor's degree	91040
Switchboard Operators, Including Answering Service	0.96	28030	High school diploma or equivalent	90910
Farmers, Ranchers and Other Agricultural Managers	0.047	66360	High school diploma or equivalent	4560
Forest Fire Inspectors and Prevention Specialists	0.048	36230	High school diploma or equivalent	1650
Licensed Practical and Licensed Vocational Nurses	0.058	44090	Postsecondary nondegree award	702400
Paving, Surfacing and Tamping Equipment Operators	0.83	38970	High school diploma or equivalent	51880
Transportation, Storage and Distribution Managers	0.59	89190	High school diploma or equivalent	113270
Wholesale and Retail Buyers, Except Farm Products	0.29	53340	Bachelor's degree	109440
Aerospace Engineering and Operations Technicians	0.48	68020	Associate's degree	11970
Electric Motor, Power Tool and Related Repairers	0.76	41570	Postsecondary nondegree award	17050
Farm Equipment Mechanics and Service Technicians	0.75	37820	High school diploma or equivalent	35110
Floor Layers, Except Carpet, Wood and Hard Tiles	0.79	37840	No formal educational credential	10340
Gas Compressor and Gas Pumping Station Operators	0.91	60470	High school diploma or equivalent	3890
Manufactured Building and Mobile Home Installers	0.18	29810	High school diploma or equivalent	3200
Mental Health and Substance Abuse Social Workers	0.0031	42700	Bachelor's degree	114040
Mobile Heavy Equipment Mechanics, Except Engines	0.4	49370	High school diploma or equivalent	123570
Pressers, Textile, Garment and Related Materials	0.81	21300	No formal educational credential	45150
Social Scientists and Related Workers, All Other	0.04	77020	Bachelor's degree	36380
Telecommunications Line Installers and Repairers	0.49	52590	High school diploma or equivalent	100080
First-Line Supervisors of Correctional Officers	0.025	60560	High school diploma or equivalent	43230
First-Line Supervisors of Police and Detectives	0.0044	84840	High school diploma or equivalent	100200
Health Technologists and Technicians, All Other	0.4	41070	High school diploma or equivalent	122170
Kindergarten Teachers, Except Special Education	0.15	52620	Bachelor's degree	151290
Tax Examiners and Collectors and Revenue Agents	0.93	52060	Bachelor's degree	58450
Adhesive Bonding Machine Operators and Tenders	0.95	32290	High school diploma or equivalent	16940
Dispatchers, Except Police, Fire and Ambulance	0.96	37940	High school diploma or equivalent	197910
Electrical and Electronic Equipment Assemblers	0.95	31310	High school diploma or equivalent	218530
Electrical Power-Line Installers and Repairers	0.097	68010	High school diploma or equivalent	117670
First-Line Supervisors of Retail Sales Workers	0.28	39040	High school diploma or equivalent	1194220
Airline Pilots, Copilots and Flight Engineers	0.18	127820	Bachelor's degree	81520
Claims Adjusters, Examiners and Investigators	0.98	63680	High school diploma or equivalent	274420
Clinical, Counseling and School Psychologists	0.0047	73270	Doctoral or professional degree	107980
Directors, Religious Activities and Education	0.025	38610	Bachelor's degree	20590
Eligibility Interviewers, Government Programs	0.7	43350	High school diploma or equivalent	135940
Hairdressers, Hairstylists and Cosmetologists	0.11	24260	Postsecondary nondegree award	352380
Insurance Claims and Policy Processing Clerks	0.98	38430	High school diploma or equivalent	274350
Jewelers and Precious Stone and Metal Workers	0.95	38200	High school diploma or equivalent	26480
Loading Machine Operators, Underground Mining	0.5	53420	No formal educational credential	2550
Medical and Clinical Laboratory Technologists	0.9	61070	Bachelor's degree	166730
Mine Cutting and Channeling Machine Operators	0.59	51900	High school diploma or equivalent	5930
Septic Tank Servicers and Sewer Pipe Cleaners	0.83	36430	No formal educational credential	26320
Automotive and Watercraft Service Attendants	0.83	22420	No formal educational credential	109790
Automotive Service Technicians and Mechanics	0.59	38470	Postsecondary nondegree award	647380
Cardiovascular Technologists and Technicians	0.23	55570	Associate's degree	53760
Computer and Information Research Scientists	0.015	111840	Doctoral or professional degree	26580
Emergency Medical Technicians and Paramedics	0.049	32670	Postsecondary nondegree award	244960
Metal-Refining Furnace Operators and Tenders	0.88	41040	High school diploma or equivalent	17730
Preschool Teachers, Except Special Education	0.0074	28790	Associate's degree	385550
Special Education Teachers, Secondary School	0.0077	59700	Bachelor's degree	132490
Umpires, Referees and Other Sports Officials	0.98	25660	High school diploma or equivalent	18660
Bookkeeping, Accounting and Auditing Clerks	0.98	38390	Some college, no degree	1566960
Buyers and Purchasing Agents, Farm Products	0.87	58430	Bachelor's degree	11490
Camera and Photographic Equipment Repairers	0.97	41060	Associate's degree	3760
Captains, Mates and Pilots of Water Vessels	0.27	72680	Postsecondary nondegree award	36720
Construction and Related Workers, All Other	0.71	36890	High school diploma or equivalent	35340
Insulation Workers, Floor, Ceiling and Wall	0.83	35660	No formal educational credential	29500
Meat, Poultry and Fish Cutters and Trimmers	0.94	24490	No formal educational credential	149800
Medical and Clinical Laboratory Technicians	0.47	38950	Associate's degree	160190
Motorboat Mechanics and Service Technicians	0.66	38780	High school diploma or equivalent	20260
Network and Computer Systems Administrators	0.03	79700	Bachelor's degree	376820
Railroad Brake, Signal and Switch Operators	0.83	56570	High school diploma or equivalent	19860
Service Unit Operators, Oil, Gas and Mining	0.93	48610	No formal educational credential	42890
Aircraft Mechanics and Service Technicians	0.71	60170	Postsecondary nondegree award	128570
Business Operations Specialists, All Other	0.23	69040	Bachelor's degree	958670
Food Cooking Machine Operators and Tenders	0.61	28350	High school diploma or equivalent	36520
Gaming and Sports Book Writers and Runners	0.91	22600	High school diploma or equivalent	11460
Graders and Sorters, Agricultural Products	0.41	22520	No formal educational credential	38780
Makeup Artists, Theatrical and Performance	0.01	60970	Postsecondary nondegree award	3600
Medical Scientists, Except Epidemiologists	0.0045	80530	Doctoral or professional degree	108870
Merchandise Displayers and Window Trimmers	0.48	26700	High school diploma or equivalent	114690
Occupational Health and Safety Specialists	0.17	70920	Bachelor's degree	76630
Occupational Health and Safety Technicians	0.25	48820	High school diploma or equivalent	16560
Production, Planning and Expediting Clerks	0.88	46760	High school diploma or equivalent	321780
Public Address System and Other Announcers	0.72	28940	High school diploma or equivalent	8020
Security and Fire Alarm Systems Installers	0.82	44330	High school diploma or equivalent	67700
Title Examiners, Abstractors and Searchers	0.99	45800	High school diploma or equivalent	54560
Ushers, Lobby Attendants and Ticket Takers	0.96	19920	No formal educational credential	117920
Agricultural and Food Science Technicians	0.97	37550	Associate's degree	20420
Automotive Glass Installers and Repairers	0.55	34340	High school diploma or equivalent	18610
Computer and Information Systems Managers	0.035	135800	Bachelor's degree	352510
Fitness Trainers and Aerobics Instructors	0.085	38160	High school diploma or equivalent	257410
Interviewers, Except Eligibility and Loan	0.94	32150	High school diploma or equivalent	186030
Judges	0.4	125880	Doctoral or professional degree	27210
Office Machine Operators, Except Computer	0.92	30460	High school diploma or equivalent	58160
Public Relations and Fundraising Managers	0.015	107320	Bachelor's degree	63970
Refuse and Recyclable Material Collectors	0.93	35270	No formal educational credential	114680
Special Education Teachers, Middle School	0.016	58560	Bachelor's degree	90250
Stationary Engineers and Boiler Operators	0.89	59400	High school diploma or equivalent	33720
Chemical Equipment Operators and Tenders	0.76	47780	High school diploma or equivalent	73840
Gaming Change Persons and Booth Cashiers	0.83	23780	High school diploma or equivalent	23120
Light Truck or Delivery Services Drivers	0.69	30580	High school diploma or equivalent	858710
Painting, Coating and Decorating Workers	0.92	30030	No formal educational credential	15450
Ambulance Drivers and Attendants	0.23	68420	Associate's degree	35850
Recreational Vehicle Service Technicians	0.59	36430	High school diploma or equivalent	13520
Structural Metal Fabricators and Fitters	0.41	37730	High school diploma or equivalent	77270
Veterinary Technologists and Technicians	0.029	32490	Associate's degree	99390
Appraisers and Assessors of Real Estate	0.9	51850	Bachelor's degree	60770
Arbitrators, Mediators and Conciliators	0.06	59770	Bachelor's degree	6300
Child, Family and School Social Workers	0.028	43250	Bachelor's degree	298840
Credit Authorizers, Checkers and Clerks	0.97	36930	High school diploma or equivalent	37680
Education Administrators, Postsecondary	0.01	90760	Master's degree	138430
Heavy and Tractor-Trailer Truck Drivers	0.79	41340	Postsecondary nondegree award	1704520
Industrial-Organizational Psychologists	0.012	82760	Master's degree	1020
Maintenance and Repair Workers, General	0.64	36940	High school diploma or equivalent	1332480
Musical Instrument Repairers and Tuners	0.91	35010	High school diploma or equivalent	7980
Pump Operators, Except Wellhead Pumpers	0.9	42470	High school diploma or equivalent	12030
Welders, Cutters, Solderers and Brazers	0.94	39390	High school diploma or equivalent	382730
Architects, Except Landscape and Naval	0.018	76930	Bachelor's degree	99860
Architectural and Engineering Managers	0.017	134730	Bachelor's degree	178390
Electromechanical Equipment Assemblers	0.97	33350	High school diploma or equivalent	45540
Electronics Engineers, Except Computer	0.025	99210	Bachelor's degree	132100
Industrial Truck and Tractor Operators	0.93	32460	No formal educational credential	542750
Landscaping and Groundskeeping Workers	0.95	26320	No formal educational credential	906570
Meeting, Convention and Event Planners	0.037	47350	Bachelor's degree	95850
Painters, Construction and Maintenance	0.75	37570	No formal educational credential	217280
Plumbers, Pipefitters and Steamfitters	0.35	51450	High school diploma or equivalent	411870
Police, Fire and Ambulance Dispatchers	0.49	38870	High school diploma or equivalent	95170
Shipping, Receiving and Traffic Clerks	0.98	31180	High school diploma or equivalent	676990
Shoe and Leather Workers and Repairers	0.52	23940	High school diploma or equivalent	7780
Tailors, Dressmakers and Custom Sewers	0.84	28240	No formal educational credential	21660
Timing Device Assemblers and Adjusters	0.98	37040	High school diploma or equivalent	790
Audio and Video Equipment Technicians	0.55	42230	Postsecondary nondegree award	69670
Automotive Body and Related Repairers	0.91	41540	High school diploma or equivalent	143940
Bus Drivers, School or Special Client	0.89	30150	High school diploma or equivalent	515020
Detectives and Criminal Investigators	0.34	78120	High school diploma or equivalent	104980
Environmental Engineering Technicians	0.25	49170	Associate's degree	16550
Fiberglass Laminators and Fabricators	0.93	30870	High school diploma or equivalent	19400
Healthcare Support Workers, All Other	0.63	36330	High school diploma or equivalent	93830
Marine Engineers and Naval Architects	0.01	93350	Bachelor's degree	8120
Plant and System Operators, All Other	0.86	54930	High school diploma or equivalent	11970
Social and Community Service Managers	0.0067	64680	Bachelor's degree	126230
Software Developers, Systems Software	0.13	106860	Bachelor's degree	409820
Cement Masons and Concrete Finishers	0.94	39180	No formal educational credential	173920
Construction and Building Inspectors	0.63	58480	High school diploma or equivalent	94960
Geological and Petroleum Technicians	0.91	56470	Associate's degree	15100
Grinding and Polishing Workers, Hand	0.97	28720	No formal educational credential	26670
Medical and Health Services Managers	0.0073	96540	Bachelor's degree	332150
Police and Sheriff’s Patrol Officers	0.098	59680	High school diploma or equivalent	657690
Postmasters and Mail Superintendents	0.75	71670	High school diploma or equivalent	14720
Private Detectives and Investigators	0.31	48190	High school diploma or equivalent	28490
Receptionists and Information Clerks	0.96	27920	High school diploma or equivalent	997770
Tool Grinders, Filers and Sharpeners	0.88	36650	High school diploma or equivalent	9550
Training and Development Specialists	0.014	59020	Bachelor's degree	269710
Advertising and Promotions Managers	0.039	100810	Bachelor's degree	28860
Aircraft Cargo Handling Supervisors	0.066	47360	High school diploma or equivalent	7460
Amusement and Recreation Attendants	0.72	20160	No formal educational credential	286740
Cartographers and Photogrammetrists	0.88	62750	Bachelor's degree	12100
Chemical Plant and System Operators	0.85	59920	High school diploma or equivalent	33300
Commercial and Industrial Designers	0.037	67790	Bachelor's degree	31860
Continuous Mining Machine Operators	0.54	51840	No formal educational credential	12030
Court, Municipal and License Clerks	0.46	36670	High school diploma or equivalent	128620
Demonstrators and Product Promoters	0.51	25610	High school diploma or equivalent	86500
Drywall and Ceiling Tile Installers	0.79	41090	No formal educational credential	93180
Electrical and Electronics Drafters	0.81	59970	Associate's degree	26750
Engine and Other Machine Assemblers	0.82	41210	High school diploma or equivalent	38150
Fishers and Related Fishing Workers	0.83	27110	No formal educational credential	520
Forest and Conservation Technicians	0.42	35560	Associate's degree	30090
Hazardous Materials Removal Workers	0.53	40640	High school diploma or equivalent	44280
Hotel, Motel and Resort Desk Clerks	0.94	22070	High school diploma or equivalent	248440
Museum Technicians and Conservators	0.59	40040	Bachelor's degree	10970
Print Binding and Finishing Workers	0.95	31410	High school diploma or equivalent	52730
Railroad Conductors and Yardmasters	0.83	57480	High school diploma or equivalent	42880
Rotary Drill Operators, Oil and Gas	0.53	54430	No formal educational credential	17400
Social and Human Service Assistants	0.13	31810	High school diploma or equivalent	360650
Teachers and Instructors, All Other	0.0095	28010	Bachelor's degree	609960
Bus Drivers, Transit and Intercity	0.67	39790	High school diploma or equivalent	169680
Cabinetmakers and Bench Carpenters	0.92	33050	High school diploma or equivalent	97980
Cleaners of Vehicles and Equipment	0.37	22220	No formal educational credential	348770
Coil Winders, Tapers and Finishers	0.73	33940	High school diploma or equivalent	14090
Compensation and Benefits Managers	0.96	116240	Bachelor's degree	15230
Earth Drillers, Except Oil and Gas	0.85	44360	High school diploma or equivalent	18500
Industrial Engineering Technicians	0.03	53330	Associate's degree	63220
Mechanical Engineering Technicians	0.38	54480	Associate's degree	45510
Miscellaneous Agricultural Workers	0.87	22520	No formal educational credential	342870
Painters, Transportation Equipment	0.69	42150	High school diploma or equivalent	54860
Power Distributors and Dispatchers	0.64	81900	High school diploma or equivalent	11380
Reinforcing Iron and Rebar Workers	0.9	47600	High school diploma or equivalent	20020
Self-Enrichment Education Teachers	0.13	37330	High school diploma or equivalent	229840
Shoe Machine Operators and Tenders	0.97	26150	High school diploma or equivalent	3500
Social Science Research Assistants	0.65	43190	Bachelor's degree	30030
Zoologists and Wildlife Biologists	0.3	60520	Bachelor's degree	17720
Anthropologists and Archeologists	0.0077	63190	Master's degree	6470
Correctional Officers and Jailers	0.6	42820	High school diploma or equivalent	431600
Elevator Installers and Repairers	0.39	78890	High school diploma or equivalent	22240
Farm and Home Management Advisors	0.0075	49490	Master's degree	8620
Fire Inspectors and Investigators	0.48	58440	Postsecondary nondegree award	11910
Food Scientists and Technologists	0.077	63950	Bachelor's degree	14200
Insurance Appraisers, Auto Damage	0.98	63510	Postsecondary nondegree award	15130
Layout Workers, Metal and Plastic	0.84	45820	High school diploma or equivalent	9070
Ophthalmic Laboratory Technicians	0.97	30640	High school diploma or equivalent	28570
Signal and Track Switch Repairers	0.9	65350	High school diploma or equivalent	8680
Software Developers, Applications	0.042	100080	Bachelor's degree	794000
Structural Iron and Steel Workers	0.83	51800	High school diploma or equivalent	69440
Surveying and Mapping Technicians	0.96	42450	High school diploma or equivalent	53920
Training and Development Managers	0.0063	105830	Bachelor's degree	32880
Administrative Services Managers	0.73	90050	Bachelor's degree	266280
Architectural and Civil Drafters	0.52	51640	Associate's degree	96810
Atmospheric and Space Scientists	0.67	92460	Bachelor's degree	9800
Biological Scientists, All Other	0.015	74790	Bachelor's degree	35110
Cooks, Institution and Cafeteria	0.83	24750	No formal educational credential	409850
Customer Service Representatives	0.55	32300	High school diploma or equivalent	2707040
Fabric and Apparel Patternmakers	0.0049	39650	High school diploma or equivalent	5310
Financial Specialists, All Other	0.33	69470	Bachelor's degree	123270
Laundry and Dry-Cleaning Workers	0.71	21510	No formal educational credential	207710
Multimedia Artists and Animators	0.015	65300	Bachelor's degree	29810
Patternmakers, Metal and Plastic	0.9	44210	High school diploma or equivalent	3420
Prepress Technicians and Workers	0.97	38930	Postsecondary nondegree award	33340
Tank Car, Truck and Ship Loaders	0.72	35770	No formal educational credential	10920
Airfield Operations Specialists	0.71	48910	High school diploma or equivalent	8760
Athletes and Sports Competitors	0.28	47710	No formal educational credential	10260
Computer Occupations, All Other	0.22	86510	Bachelor's degree	261210
Diagnostic Medical Sonographers	0.35	69650	Associate's degree	65790
Forest and Conservation Workers	0.87	26940	High school diploma or equivalent	7170
General and Operations Managers	0.16	99310	Bachelor's degree	2188870
Maids and Housekeeping Cleaners	0.69	21820	No formal educational credential	924640
Model Makers, Metal and Plastic	0.93	48550	High school diploma or equivalent	6250
Nuclear Power Reactor Operators	0.95	91170	High school diploma or equivalent	7170
Occupational Therapy Assistants	0.028	59010	Associate's degree	38170
Oral and Maxillofacial Surgeons	0.0036	232870	Doctoral or professional degree	5380
Paralegals and Legal Assistants	0.94	49500	Associate's degree	277310
Radio and Television Announcers	0.1	31400	Bachelor's degree	29210
Respiratory Therapy Technicians	0.1	49780	Associate's degree	10600
Conveyor Operators and Tenders	0.93	31410	No formal educational credential	28590
Derrick Operators, Oil and Gas	0.8	48130	No formal educational credential	11580
Electro-Mechanical Technicians	0.81	55610	Associate's degree	13710
Emergency Management Directors	0.003	70500	Bachelor's degree	9570
Fabric Menders, Except Garment	0.96	26920	No formal educational credential	550
Industrial Machinery Mechanics	0.67	50040	High school diploma or equivalent	334490
Industrial Production Managers	0.03	97140	Bachelor's degree	168400
Insulation Workers, Mechanical	0.64	45430	High school diploma or equivalent	27270
Machine Feeders and Offbearers	0.93	28410	No formal educational credential	88070
Maintenance Workers, Machinery	0.86	44550	High school diploma or equivalent	89630
Marriage and Family Therapists	0.014	49170	Master's degree	36960
Nuclear Medicine Technologists	0.13	74350	Associate's degree	19650
Payroll and Timekeeping Clerks	0.97	42390	High school diploma or equivalent	159650
Physical Scientists, All Other	0.43	96070	Bachelor's degree	18960
Stock Clerks and Order Fillers	0.64	23840	No formal educational credential	2016340
Subway and Streetcar Operators	0.86	64680	High school diploma or equivalent	12350
Terrazzo Workers and Finishers	0.88	40930	High school diploma or equivalent	3420
Biochemists and Biophysicists	0.027	82180	Doctoral or professional degree	29200
Civil Engineering Technicians	0.75	49980	Associate's degree	72150
Dental Laboratory Technicians	0.97	37680	High school diploma or equivalent	37110
Locksmiths and Safe Repairers	0.77	40420	High school diploma or equivalent	18640
Medical Appliance Technicians	0.45	35980	High school diploma or equivalent	14570
Motion Picture Projectionists	0.97	22100	No formal educational credential	5480
Music Directors and Composers	0.015	50110	Bachelor's degree	18380
Physical Therapist Assistants	0.018	56610	Associate's degree	85580
Production Workers, All Other	0.92	28770	High school diploma or equivalent	251670
Proofreaders and Copy Markers	0.84	36960	Bachelor's degree	11430
Slaughterers and Meat Packers	0.6	26590	No formal educational credential	80780
Sound Engineering Technicians	0.13	53680	Postsecondary nondegree award	15210
Baggage Porters and Bellhops	0.83	22260	High school diploma or equivalent	44750
Computer Support Specialists	0.65	52160	Bachelor's degree	791580
Dietitians and Nutritionists	0.0039	58920	Bachelor's degree	61430
Forensic Science Technicians	0.0095	56750	Bachelor's degree	14800
Interpreters and Translators	0.38	46120	Bachelor's degree	51350
Library Assistants, Clerical	0.95	25220	High school diploma or equivalent	98560
Loan Interviewers and Clerks	0.92	38630	High school diploma or equivalent	224340
Operations Research Analysts	0.035	79200	Bachelor's degree	109150
Plasterers and Stucco Masons	0.84	38890	No formal educational credential	22810
Postal Service Mail Carriers	0.68	58110	High school diploma or equivalent	328950
Public Relations Specialists	0.18	58020	Bachelor's degree	226940
Reporters and Correspondents	0.11	37820	Bachelor's degree	40090
Speech-Language Pathologists	0.0064	74680	Master's degree	135980
Bill and Account Collectors	0.95	35350	High school diploma or equivalent	298960
Brickmasons and Blockmasons	0.82	49250	High school diploma or equivalent	64370
Computer Hardware Engineers	0.22	115080	Bachelor's degree	72950
Floor Sanders and Finishers	0.87	36860	No formal educational credential	4590
Food Servers, Nonrestaurant	0.86	21240	No formal educational credential	261520
Foundry Mold and Coremakers	0.67	34790	High school diploma or equivalent	12810
Highway Maintenance Workers	0.87	38130	High school diploma or equivalent	143320
Logging Equipment Operators	0.79	37490	High school diploma or equivalent	27250
Manicurists and Pedicurists	0.95	22150	Postsecondary nondegree award	90630
Medical Equipment Preparers	0.78	34400	High school diploma or equivalent	52500
Medical Equipment Repairers	0.27	48070	Associate's degree	43370
Orthotists and Prosthetists	0.0035	65630	Master's degree	7500
Packers and Packagers, Hand	0.38	22130	No formal educational credential	705660
Parking Enforcement Workers	0.84	37950	High school diploma or equivalent	8920
Personal Financial Advisors	0.58	90530	Bachelor's degree	201850
Taxi Drivers and Chauffeurs	0.89	24300	No formal educational credential	188860
Tire Repairers and Changers	0.7	25040	High school diploma or equivalent	109350
Transit and Railroad Police	0.57	66610	High school diploma or equivalent	4810
Urban and Regional Planners	0.13	70020	Master's degree	34810
Word Processors and Typists	0.81	38740	High school diploma or equivalent	67230
Billing and Posting Clerks	0.96	36150	High school diploma or equivalent	485220
Cutters and Trimmers, Hand	0.64	27600	No formal educational credential	14250
Helpers–Extraction Workers	0.37	35790	High school diploma or equivalent	17660
Helpers–Production Workers	0.66	24830	No formal educational credential	429890
Instructional Coordinators	0.0042	62460	Master's degree	147330
Mine Shuttle Car Operators	0.37	56450	No formal educational credential	1590
Occupational Therapy Aides	0.27	28330	High school diploma or equivalent	7210
Pourers and Casters, Metal	0.87	36180	High school diploma or equivalent	8560
Butchers and Meat Cutters	0.93	29870	No formal educational credential	133880
Computer Systems Analysts	0.0065	87220	Bachelor's degree	568960
Counter and Rental Clerks	0.97	25550	No formal educational credential	450330
Crane and Tower Operators	0.9	52170	High school diploma or equivalent	45020
Healthcare Social Workers	0.0035	53760	Master's degree	159310
Hoist and Winch Operators	0.65	42530	No formal educational credential	2960
Mechanical Door Repairers	0.91	38480	High school diploma or equivalent	19840
Medical Transcriptionists	0.89	35720	Postsecondary nondegree award	54070
Natural Sciences Managers	0.018	119850	Bachelor's degree	54780
Nonfarm Animal Caretakers	0.82	21990	High school diploma or equivalent	187360
Rehabilitation Counselors	0.0094	34670	Master's degree	103030
Sailors and Marine Oilers	0.83	42060	No formal educational credential	32530
Set and Exhibit Designers	0.0055	50990	Bachelor's degree	12060
Soil and Plant Scientists	0.021	62300	Bachelor's degree	14690
Transportation Inspectors	0.9	72220	High school diploma or equivalent	27430
Tree Trimmers and Pruners	0.77	35030	High school diploma or equivalent	40680
Accountants and Auditors	0.94	68150	Bachelor's degree	1246540
Advertising Sales Agents	0.54	50380	High school diploma or equivalent	141100
Cargo and Freight Agents	0.99	41920	High school diploma or equivalent	88920
Cooks, Private Household	0.3	32060	Postsecondary nondegree award	370
Food Preparation Workers	0.87	21440	No formal educational credential	850670
Home Appliance Repairers	0.72	37570	High school diploma or equivalent	33480
Human Resources Managers	0.0055	106910	Bachelor's degree	129810
Mathematical Technicians	0.99	49660	Bachelor's degree	510
Mental Health Counselors	0.0048	42840	Master's degree	139820
Meter Readers, Utilities	0.85	38940	High school diploma or equivalent	34070
Physical Therapist Aides	0.61	25680	High school diploma or equivalent	50030
Printing Press Operators	0.83	35530	High school diploma or equivalent	169910
Psychologists, All Other	0.0043	95710	Master's degree	13310
Real Estate Sales Agents	0.86	44090	High school diploma or equivalent	151840
Roustabouts, Oil and Gas	0.68	37340	No formal educational credential	51290
Semiconductor Processors	0.88	35660	Associate's degree	24430
Sewing Machine Operators	0.89	23670	No formal educational credential	139500
Agricultural Inspectors	0.94	42800	Bachelor's degree	14710
Air Traffic Controllers	0.11	122410	Associate's degree	23240
Bridge and Lock Tenders	0.97	49090	High school diploma or equivalent	3510
Broadcast News Analysts	0.067	56680	Bachelor's degree	5070
Conservation Scientists	0.016	61810	Bachelor's degree	20470
Couriers and Messengers	0.94	28170	High school diploma or equivalent	74120
Database Administrators	0.03	84950	Bachelor's degree	113730
Environmental Engineers	0.018	84890	Bachelor's degree	52280
Log Graders and Scalers	0.97	37090	High school diploma or equivalent	3020
Occupational Therapists	0.0035	81910	Master's degree	118070
Physicians and Surgeons	0.0042	205560	Doctoral or professional degree	649850
Producers and Directors	0.022	70950	Bachelor's degree	114510
Psychiatric Technicians	0.043	30970	Postsecondary nondegree award	61720
Recreational Therapists	0.0028	46410	Bachelor's degree	18100
Tile and Marble Setters	0.75	40460	No formal educational credential	36830
Tour Guides and Escorts	0.91	24920	High school diploma or equivalent	38660
Agricultural Engineers	0.49	73640	Bachelor's degree	1980
Animal Control Workers	0.21	34550	High school diploma or equivalent	12970
Biological Technicians	0.3	42520	Bachelor's degree	74720
Farm Labor Contractors	0.97	35160	No formal educational credential	810
Film and Video Editors	0.31	62760	Bachelor's degree	29880
Insurance Sales Agents	0.92	49990	High school diploma or equivalent	385700
Insurance Underwriters	0.99	67680	Bachelor's degree	91650
Office Clerks, General	0.96	30580	High school diploma or equivalent	2955550
Parking Lot Attendants	0.87	21730	No formal educational credential	146350
Postsecondary Teachers	0.032	66500	High school diploma or equivalent	1530010
Respiratory Therapists	0.066	58670	Associate's degree	126770
Rock Splitters, Quarry	0.96	34020	No formal educational credential	3770
Statistical Assistants	0.66	46850	Bachelor's degree	10900
Surgical Technologists	0.34	45160	Postsecondary nondegree award	105720
Waiters and Waitresses	0.94	19990	No formal educational credential	2564610
Broadcast Technicians	0.74	38550	Associate's degree	30330
Construction Laborers	0.88	33430	No formal educational credential	912100
Construction Managers	0.071	89300	Bachelor's degree	249650
Correspondence Clerks	0.86	36370	High school diploma or equivalent	6780
Etchers and Engravers	0.98	31110	High school diploma or equivalent	9520
Fish and Game Wardens	0.08	51730	Bachelor's degree	6610
Food Service Managers	0.083	50820	High school diploma or equivalent	201470
Musicians and Singers	0.074	45000.6	No formal educational credential	40110
Opticians, Dispensing	0.71	35530	High school diploma or equivalent	75270
Pile-Driver Operators	0.82	55070	High school diploma or equivalent	3570