{ "id": "us-occupation-automation-probabilities", "name": "US Occupation Automation Probabilities", "title": "US Occupation Automation Probabilities", "description": "Probability of automation, average annual wage, and employment count for hundreds of US occupations (Frey & Osborne dataset).", "category": "finance", "source": "https://github.com/plotly/datasets", "source_url": "https://github.com/plotly/datasets", "updated": "2026-04", "record_count": 702, "columns": [ { "key": "_ - rank", "label": "Rank", "type": "number" }, { "key": "_ - code", "label": "Code", "type": "string" }, { "key": "prob", "label": "Prob", "type": "number" }, { "key": "Average annual wage", "label": "Average Annual Wage", "type": "number" }, { "key": "education", "label": "Education", "type": "string" }, { "key": "occupation", "label": "Occupation", "type": "string" }, { "key": "short occupation", "label": "Short Occupation", "type": "string" }, { "key": "len", "label": "Len", "type": "number" }, { "key": "probability", "label": "Probability", "type": "number" }, { "key": "numbEmployed", "label": "NumbEmployed", "type": "number" }, { "key": "median_ann_wage", "label": "Median Ann Wage", "type": "number" }, { "key": "employed_may2016", "label": "Employed May2016", "type": "number" }, { "key": "average_ann_wage", "label": "Average Ann Wage", "type": "number" } ], "rows": [ { "_ - rank": "624", "_ - code": "51-4033", "prob": "0.95", "Average annual wage": "34920", "education": "High school diploma or equivalent", "occupation": "Grinding, Lapping, Polishing and Buffing Machine Tool Setters, Operators and Tenders, Metal and Plastic", "short occupation": "Tool setters, operators and tenders", "len": "35", "probability": "0.95", "numbEmployed": "74600", "median_ann_wage": "32890", "employed_may2016": "74600", "average_ann_wage": "34920" }, { "_ - rank": "517", "_ - code": "51-9012", "prob": "0.88", "Average annual wage": "41450", "education": "High school diploma or equivalent", "occupation": "Separating, Filtering, Clarifying, Precipitating and Still Machine Setters, Operators and Tenders", "short occupation": "Tool setters, operators and tenders", "len": "35", "probability": "0.88", "numbEmployed": "47160", "median_ann_wage": "38360", "employed_may2016": "47160", "average_ann_wage": "41450" }, { "_ - rank": "484", "_ - code": "41-4012", "prob": "0.85", "Average annual wage": "68410", "education": "High school diploma or equivalent", "occupation": "Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products", "short occupation": "Sales Representatives, Wholesale and Manufacturing", "len": "92", "probability": "0.85", "numbEmployed": "1404050", "median_ann_wage": "57140", "employed_may2016": "1404050", "average_ann_wage": "68410" }, { "_ - rank": "105", "_ - code": "53-1031", "prob": "0.029", "Average annual wage": "59800", "education": "High school diploma or equivalent", "occupation": "First-Line Supervisors of Transportation and Material-Moving Machine and Vehicle Operators", "short occupation": "Supervisors Transportation", "len": "26", "probability": "0.029", "numbEmployed": "202760", "median_ann_wage": "57270", "employed_may2016": "202760", "average_ann_wage": "59800" }, { "_ - rank": "620", "_ - code": "51-4072", "prob": "0.95", "Average annual wage": "32660", "education": "High school diploma or equivalent", "occupation": "Molding, Coremaking and Casting Machine Setters, Operators and Tenders, Metal and Plastic", "short occupation": "Molding, Coremaking and Casting Machine Setters, Operators and Tenders, Metal and Plastic", "len": "89", "probability": "0.95", "numbEmployed": "145560", "median_ann_wage": "30480", "employed_may2016": "145560", "average_ann_wage": "32660" }, { "_ - rank": "518", "_ - code": "51-6091", "prob": "0.88", "Average annual wage": "35420", "education": "High school diploma or equivalent", "occupation": "Extruding and Forming Machine Setters, Operators and Tenders, Synthetic and Glass Fibers", "short occupation": "Extruding and Forming Machine Setters, Operators and Tenders, Synthetic and Glass Fibers", "len": "88", "probability": "0.88", "numbEmployed": "19340", "median_ann_wage": "34240", "employed_may2016": "19340", "average_ann_wage": "35420" }, { "_ - rank": "427", "_ - code": "51-4031", "prob": "0.78", "Average annual wage": "34210", "education": "High school diploma or equivalent", "occupation": "Cutting, Punching and Press Machine Setters, Operators and Tenders, Metal and Plastic", "short occupation": "Cutting, Punching and Press Machine Setters, Operators and Tenders, Metal and Plastic", "len": "85", "probability": "0.78", "numbEmployed": "192800", "median_ann_wage": "32370", "employed_may2016": "192800", "average_ann_wage": "34210" }, { "_ - rank": "228", "_ - code": "41-4011", "prob": "0.25", "Average annual wage": "92910", "education": "Bachelor's degree", "occupation": "Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products", "short occupation": "Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products", "len": "85", "probability": "0.25", "numbEmployed": "328370", "median_ann_wage": "78980", "employed_may2016": "328370", "average_ann_wage": "92910" }, { "_ - rank": "590", "_ - code": "51-4032", "prob": "0.94", "Average annual wage": "38880", "education": "High school diploma or equivalent", "occupation": "Drilling and Boring Machine Tool Setters, Operators and Tenders, Metal and Plastic", "short occupation": "Drilling and Boring Machine Tool Setters, Operators and Tenders, Metal and Plastic", "len": "82", "probability": "0.94", "numbEmployed": "12290", "median_ann_wage": "36410", "employed_may2016": "12290", "average_ann_wage": "38880" }, { "_ - rank": "584", "_ - code": "51-9041", "prob": "0.93", "Average annual wage": "34370", "education": "High school diploma or equivalent", "occupation": "Extruding, Forming, Pressing and Compacting Machine Setters, Operators and Tenders", "short occupation": "Extruding, Forming, Pressing and Compacting Machine Setters, Operators and Tenders", "len": "82", "probability": "0.93", "numbEmployed": "71260", "median_ann_wage": "32510", "employed_may2016": "71260", "average_ann_wage": "34370" }, { "_ - rank": "477", "_ - code": "51-4034", "prob": "0.84", "Average annual wage": "39630", "education": "High school diploma or equivalent", "occupation": "Lathe and Turning Machine Tool Setters, Operators and Tenders, Metal and Plastic", "short occupation": "Lathe and Turning Machine Tool Setters, Operators and Tenders, Metal and Plastic", "len": "80", "probability": "0.84", "numbEmployed": "33850", "median_ann_wage": "38480", "employed_may2016": "33850", "average_ann_wage": "39630" }, { "_ - rank": "560", "_ - code": "51-4021", "prob": "0.91", "Average annual wage": "35340", "education": "High school diploma or equivalent", "occupation": "Extruding and Drawing Machine Setters, Operators and Tenders, Metal and Plastic", "short occupation": "Extruding and Drawing Machine Setters, Operators and Tenders, Metal and Plastic", "len": "79", "probability": "0.91", "numbEmployed": "71960", "median_ann_wage": "33870", "employed_may2016": "71960", "average_ann_wage": "35340" }, { "_ - rank": "637", "_ - code": "51-6064", "prob": "0.96", "Average annual wage": "28110", "education": "High school diploma or equivalent", "occupation": "TextileWinding, Twisting and Drawing Out Machine Setters, Operators and Tenders", "short occupation": "TextileWinding, Twisting and Drawing Out Machine Setters, Operators and Tenders", "len": "79", "probability": "0.96", "numbEmployed": "30340", "median_ann_wage": "27500", "employed_may2016": "30340", "average_ann_wage": "28110" }, { "_ - rank": "323", "_ - code": "37-1012", "prob": "0.57", "Average annual wage": "48790", "education": "High school diploma or equivalent", "occupation": "First-Line Supervisors of Landscaping, Lawn Service and Groundskeeping Workers", "short occupation": "Supervisors Groundskeeping", "len": "26", "probability": "0.57", "numbEmployed": "103070", "median_ann_wage": "45740", "employed_may2016": "103070", "average_ann_wage": "48790" }, { "_ - rank": "634", "_ - code": "43-6014", "prob": "0.96", "Average annual wage": "36140", "education": "High school diploma or equivalent", "occupation": "Secretaries and Administrative Assistants, Except Legal, Medical and Executive", "short occupation": "Secretaries and Administrative Assistants", "len": "41", "probability": "0.96", "numbEmployed": "2295510", "median_ann_wage": "34820", "employed_may2016": "2295510", "average_ann_wage": "36140" }, { "_ - rank": "554", "_ - code": "49-2093", "prob": "0.91", "Average annual wage": "59840", "education": "Postsecondary nondegree award", "occupation": "Electrical and Electronics Installers and Repairers, Transportation Equipment", "short occupation": "Electrical and Electronics Installers and Repairers, Transportation Equipment", "len": "77", "probability": "0.91", "numbEmployed": "13960", "median_ann_wage": "59280", "employed_may2016": "13960", "average_ann_wage": "59840" }, { "_ - rank": "208", "_ - code": "15-1179", "prob": "0.21", "Average annual wage": "67770", "education": "Associate's degree", "occupation": "Information Security Analysts, Web Developers and Computer Network Architects", "short occupation": "Information Security Analysts, Web Developers and Computer Network Architects", "len": "77", "probability": "0.21", "numbEmployed": "188740", "median_ann_wage": "62670", "employed_may2016": "188740", "average_ann_wage": "67770" }, { "_ - rank": "678", "_ - code": "51-4035", "prob": "0.98", "Average annual wage": "41180", "education": "High school diploma or equivalent", "occupation": "Milling and Planing Machine Setters, Operators and Tenders, Metal and Plastic", "short occupation": "Milling and Planing Machine Setters, Operators and Tenders, Metal and Plastic", "len": "77", "probability": "0.98", "numbEmployed": "17560", "median_ann_wage": "39840", "employed_may2016": "17560", "average_ann_wage": "41180" }, { "_ - rank": "569", "_ - code": "51-4193", "prob": "0.92", "Average annual wage": "33690", "education": "High school diploma or equivalent", "occupation": "Plating and Coating Machine Setters, Operators and Tenders, Metal and Plastic", "short occupation": "Plating and Coating Machine Setters, Operators and Tenders, Metal and Plastic", "len": "77", "probability": "0.92", "numbEmployed": "35570", "median_ann_wage": "31280", "employed_may2016": "35570", "average_ann_wage": "33690" }, { "_ - rank": "254", "_ - code": "49-2022", "prob": "0.36", "Average annual wage": "54520", "education": "Postsecondary nondegree award", "occupation": "Telecommunications Equipment Installers and Repairers, Except Line Installers", "short occupation": "Telecommunications Equipment Installers and Repairers", "len": "77", "probability": "0.36", "numbEmployed": "228430", "median_ann_wage": "53640", "employed_may2016": "228430", "average_ann_wage": "54520" }, { "_ - rank": "253", "_ - code": "51-4012", "prob": "0.36", "Average annual wage": "53560", "education": "High school diploma or equivalent", "occupation": "Computer Numerically Controlled Machine Tool Programmers, Metal and Plastic", "short occupation": "Computer Numerically Controlled Machine Tool Programmers, Metal and Plastic", "len": "75", "probability": "0.36", "numbEmployed": "25180", "median_ann_wage": "50580", "employed_may2016": "25180", "average_ann_wage": "53560" }, { "_ - rank": "548", "_ - code": "51-3091", "prob": "0.91", "Average annual wage": "30970", "education": "No formal educational credential", "occupation": "Food and Tobacco Roasting, Baking and Drying Machine Operators and Tenders", "short occupation": "Food and Tobacco Roasting, Baking and Drying Machine Operators and Tenders", "len": "74", "probability": "0.91", "numbEmployed": "20080", "median_ann_wage": "28570", "employed_may2016": "20080", "average_ann_wage": "30970" }, { "_ - rank": "103", "_ - code": "17-2111", "prob": "0.028", "Average annual wage": "90190", "education": "Bachelor's degree", "occupation": "Health and Safety Engineers, Except Mining Safety Engineers and Inspectors", "short occupation": "Health and Safety Engineers", "len": "74", "probability": "0.028", "numbEmployed": "25410", "median_ann_wage": "86720", "employed_may2016": "25410", "average_ann_wage": "90190" }, { "_ - rank": "205", "_ - code": "25-3011", "prob": "0.19", "Average annual wage": "55140", "education": "Bachelor's degree", "occupation": "Adult Basic and Secondary Education and Literacy Teachers and Instructors", "short occupation": "Adult Basic and Secondary Education and Literacy Teachers and Instructors", "len": "73", "probability": "0.19", "numbEmployed": "58810", "median_ann_wage": "50650", "employed_may2016": "58810", "average_ann_wage": "55140" }, { "_ - rank": "277", "_ - code": "49-2094", "prob": "0.41", "Average annual wage": "56990", "education": "Postsecondary nondegree award", "occupation": "Electrical and Electronics Repairers, Commercial and Industrial Equipment", "short occupation": "Electrical and Electronics Repairers, Commercial and Industrial Equipment", "len": "73", "probability": "0.41", "numbEmployed": "67390", "median_ann_wage": "56250", "employed_may2016": "67390", "average_ann_wage": "56990" }, { "_ - rank": "556", "_ - code": "51-4191", "prob": "0.91", "Average annual wage": "39010", "education": "High school diploma or equivalent", "occupation": "Heat Treating Equipment Setters, Operators and Tenders, Metal and Plastic", "short occupation": "Heat Treating Equipment Setters, Operators and Tenders, Metal and Plastic", "len": "73", "probability": "0.91", "numbEmployed": "19780", "median_ann_wage": "37180", "employed_may2016": "19780", "average_ann_wage": "39010" }, { "_ - rank": "463", "_ - code": "47-3011", "prob": "0.83", "Average annual wage": "33610", "education": "No formal educational credential", "occupation": "Helpers–Brickmasons, Blockmasons, Stonemasons and Tile and Marble Setters", "short occupation": "Helpers–Brickmasons, Blockmasons, Stonemasons and Tile and Marble Setters", "len": "73", "probability": "0.83", "numbEmployed": "23950", "median_ann_wage": "30570", "employed_may2016": "23950", "average_ann_wage": "33610" }, { "_ - rank": "373", "_ - code": "33-9092", "prob": "0.67", "Average annual wage": "22640", "education": "No formal educational credential", "occupation": "Lifeguards, Ski Patrol and Other Recreational Protective Service Workers", "short occupation": "Lifeguards, Ski Patrol and Other Recreational Protective Service Workers", "len": "72", "probability": "0.67", "numbEmployed": "145100", "median_ann_wage": "20290", "employed_may2016": "145100", "average_ann_wage": "22640" }, { "_ - rank": "430", "_ - code": "43-5053", "prob": "0.79", "Average annual wage": "49710", "education": "High school diploma or equivalent", "occupation": "Postal Service Mail Sorters, Processors and Processing Machine Operators", "short occupation": "Postal Service Mail Sorters, Processors and Processing Machine Operators", "len": "72", "probability": "0.79", "numbEmployed": "110770", "median_ann_wage": "56220", "employed_may2016": "110770", "average_ann_wage": "49710" }, { "_ - rank": "41", "_ - code": "25-2031", "prob": "0.0078", "Average annual wage": "61420", "education": "Bachelor's degree", "occupation": "Secondary School Teachers, Except Special and Career/Technical Education", "short occupation": "Secondary School Teachers", "len": "72", "probability": "0.0078", "numbEmployed": "1003250", "median_ann_wage": "58030", "employed_may2016": "1003250", "average_ann_wage": "61420" }, { "_ - rank": "652", "_ - code": "51-9021", "prob": "0.97", "Average annual wage": "36050", "education": "High school diploma or equivalent", "occupation": "Crushing, Grinding and Polishing Machine Setters, Operators and Tenders", "short occupation": "Crushing, Grinding and Polishing Machine Setters, Operators and Tenders", "len": "71", "probability": "0.97", "numbEmployed": "29830", "median_ann_wage": "34390", "employed_may2016": "29830", "average_ann_wage": "36050" }, { "_ - rank": "606", "_ - code": "41-9091", "prob": "0.94", "Average annual wage": "28630", "education": "No formal educational credential", "occupation": "Door-to-Door Sales Workers, News and Street Vendors and Related Workers", "short occupation": "Door-to-Door Sales Workers, News and Street Vendors and Related Workers", "len": "71", "probability": "0.94", "numbEmployed": "8040", "median_ann_wage": "24330", "employed_may2016": "8040", "average_ann_wage": "28630" }, { "_ - rank": "227", "_ - code": "53-3011", "prob": "0.25", "Average annual wage": "25600", "education": "High school diploma or equivalent", "occupation": "Ambulance Drivers and Attendants, Except Emergency Medical Technicians", "short occupation": "Ambulance Drivers and Attendants", "len": "32", "probability": "0.25", "numbEmployed": "17300", "median_ann_wage": "23850", "employed_may2016": "17300", "average_ann_wage": "25600" }, { "_ - rank": "261", "_ - code": "49-2095", "prob": "0.38", "Average annual wage": "74540", "education": "Postsecondary nondegree award", "occupation": "Electrical and Electronics Repairers, Powerhouse, Substation and Relay", "short occupation": "Electrical and Electronics Repairers, Powerhouse, Substation and Relay", "len": "70", "probability": "0.38", "numbEmployed": "23060", "median_ann_wage": "75670", "employed_may2016": "23060", "average_ann_wage": "74540" }, { "_ - rank": "552", "_ - code": "51-4081", "prob": "0.91", "Average annual wage": "36190", "education": "High school diploma or equivalent", "occupation": "MultipleMachine Tool Setters, Operators and Tenders, Metal and Plastic", "short occupation": "MultipleMachine Tool Setters, Operators and Tenders, Metal and Plastic", "len": "70", "probability": "0.91", "numbEmployed": "117300", "median_ann_wage": "34340", "employed_may2016": "117300", "average_ann_wage": "36190" }, { "_ - rank": "551", "_ - code": "51-9121", "prob": "0.91", "Average annual wage": "34460", "education": "High school diploma or equivalent", "occupation": "Coating, Painting and Spraying Machine Setters, Operators and Tenders", "short occupation": "Coating, Painting and Spraying Machine Setters, Operators and Tenders", "len": "69", "probability": "0.91", "numbEmployed": "85760", "median_ann_wage": "32790", "employed_may2016": "85760", "average_ann_wage": "34460" }, { "_ - rank": "279", "_ - code": "53-1021", "prob": "0.42", "Average annual wage": "50160", "education": "High school diploma or equivalent", "occupation": "First-Line Supervisors of Helpers, Laborers and Material Movers, Hand", "short occupation": "First-Line Supervisors of Helpers, Laborers and Material Movers, Hand", "len": "69", "probability": "0.42", "numbEmployed": "183620", "median_ann_wage": "47230", "employed_may2016": "183620", "average_ann_wage": "50160" }, { "_ - rank": "200", "_ - code": "25-2022", "prob": "0.17", "Average annual wage": "59800", "education": "Bachelor's degree", "occupation": "Middle School Teachers, Except Special and Career/Technical Education", "short occupation": "Middle School Teachers", "len": "69", "probability": "0.17", "numbEmployed": "626310", "median_ann_wage": "56720", "employed_may2016": "626310", "average_ann_wage": "59800" }, { "_ - rank": "342", "_ - code": "51-4122", "prob": "0.61", "Average annual wage": "38380", "education": "High school diploma or equivalent", "occupation": "Welding, Soldering and Brazing Machine Setters, Operators and Tenders", "short occupation": "Welding, Soldering and Brazing Machine Setters, Operators and Tenders", "len": "69", "probability": "0.61", "numbEmployed": "46920", "median_ann_wage": "36980", "employed_may2016": "46920", "average_ann_wage": "38380" }, { "_ - rank": "445", "_ - code": "51-9192", "prob": "0.81", "Average annual wage": "30590", "education": "No formal educational credential", "occupation": "Cleaning, Washing and Metal Pickling Equipment Operators and Tenders", "short occupation": "Cleaning, Washing and Metal Pickling Equipment Operators and Tenders", "len": "68", "probability": "0.81", "numbEmployed": "17860", "median_ann_wage": "28550", "employed_may2016": "17860", "average_ann_wage": "30590" }, { "_ - rank": "199", "_ - code": "47-1011", "prob": "0.17", "Average annual wage": "68040", "education": "High school diploma or equivalent", "occupation": "First-Line Supervisors of Construction Trades and Extraction Workers", "short occupation": "First-Line Supervisors of Construction Trades and Extraction Workers", "len": "68", "probability": "0.17", "numbEmployed": "538220", "median_ann_wage": "62980", "employed_may2016": "Secondary School Teachers, Except Special and Career/Technical Education", "average_ann_wage": "68040" }, { "_ - rank": "362", "_ - code": "49-9021", "prob": "0.65", "Average annual wage": "48320", "education": "Postsecondary nondegree award", "occupation": "Heating, Air Conditioning and Refrigeration Mechanics and Installers", "short occupation": "Heating, Air Conditioning and Refrigeration Mechanics and Installers", "len": "68", "probability": "0.65", "numbEmployed": "294730", "median_ann_wage": "45910", "employed_may2016": "294730", "average_ann_wage": "48320" }, { "_ - rank": "242", "_ - code": "13-1078", "prob": "0.31", "Average annual wage": "64250", "education": "Bachelor's degree", "occupation": "Human Resources, Training and Labor Relations Specialists, All Other", "short occupation": "Human Resources, Training and Labor Relations Specialists, All Other", "len": "68", "probability": "0.31", "numbEmployed": "79430", "median_ann_wage": "62310", "employed_may2016": "79430", "average_ann_wage": "64250" }, { "_ - rank": "65", "_ - code": "43-1011", "prob": "0.014", "Average annual wage": "57890", "education": "High school diploma or equivalent", "occupation": "First-Line Supervisors of Office and Administrative Support Workers", "short occupation": "First-Line Supervisors of Office and Administrative Support Workers", "len": "67", "probability": "0.014", "numbEmployed": "1443150", "median_ann_wage": "54340", "employed_may2016": "1443150", "average_ann_wage": "57890" }, { "_ - rank": "400", "_ - code": "51-6063", "prob": "0.73", "Average annual wage": "28380", "education": "High school diploma or equivalent", "occupation": "Textile Knitting and Weaving Machine Setters, Operators and Tenders", "short occupation": "Textile Knitting and Weaving Machine Setters, Operators and Tenders", "len": "67", "probability": "0.73", "numbEmployed": "21550", "median_ann_wage": "27470", "employed_may2016": "21550", "average_ann_wage": "28380" }, { "_ - rank": "571", "_ - code": "35-3021", "prob": "0.92", "Average annual wage": "20460", "education": "No formal educational credential", "occupation": "Combined Food Preparation and Serving Workers, Including Fast Food", "short occupation": "Combined Food Preparation and Serving Workers, Including Fast Food", "len": "66", "probability": "0.92", "numbEmployed": "3426090", "median_ann_wage": "19440", "employed_may2016": "3426090", "average_ann_wage": "20460" }, { "_ - rank": "347", "_ - code": "49-9012", "prob": "0.63", "Average annual wage": "56180", "education": "High school diploma or equivalent", "occupation": "Control and Valve Installers and Repairers, Except Mechanical Door", "short occupation": "Control and Valve Installers and Repairers", "len": "66", "probability": "0.63", "numbEmployed": "45740", "median_ann_wage": "54520", "employed_may2016": "45740", "average_ann_wage": "56180" }, { "_ - rank": "419", "_ - code": "19-4091", "prob": "0.77", "Average annual wage": "47930", "education": "Associate's degree", "occupation": "Environmental Science and Protection Technicians, Including Health", "short occupation": "Environmental Science and Protection Technicians, Including Health", "len": "66", "probability": "0.77", "numbEmployed": "32950", "median_ann_wage": "44190", "employed_may2016": "32950", "average_ann_wage": "47930" }, { "_ - rank": "189", "_ - code": "17-2151", "prob": "0.14", "Average annual wage": "103010", "education": "Bachelor's degree", "occupation": "Mining and Geological Engineers, Including Mining Safety Engineers", "short occupation": "Mining and Geological Engineers, Including Mining Safety Engineers", "len": "66", "probability": "0.14", "numbEmployed": "6940", "median_ann_wage": "93720", "employed_may2016": "6940", "average_ann_wage": "103010" }, { "_ - rank": "587", "_ - code": "51-4022", "prob": "0.93", "Average annual wage": "38710", "education": "High school diploma or equivalent", "occupation": "Forging Machine Setters, Operators and Tenders, Metal and Plastic", "short occupation": "Forging Machine Setters, Operators and Tenders, Metal and Plastic", "len": "65", "probability": "0.93", "numbEmployed": "19160", "median_ann_wage": "36930", "employed_may2016": "19160", "average_ann_wage": "38710" }, { "_ - rank": "471", "_ - code": "51-4023", "prob": "0.83", "Average annual wage": "41900", "education": "High school diploma or equivalent", "occupation": "Rolling Machine Setters, Operators and Tenders, Metal and Plastic", "short occupation": "Rolling Machine Setters, Operators and Tenders, Metal and Plastic", "len": "65", "probability": "0.83", "numbEmployed": "29060", "median_ann_wage": "40680", "employed_may2016": "29060", "average_ann_wage": "41900" }, { "_ - 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rank": "361", "_ - code": "49-2097", "prob": "0.65", "Average annual wage": "39340", "education": "Postsecondary nondegree award", "occupation": "Electronic Home Entertainment Equipment Installers and Repairers", "short occupation": "Electronic Home Entertainment Equipment Installers and Repairers", "len": "64", "probability": "0.65", "numbEmployed": "25550", "median_ann_wage": "37410", "employed_may2016": "25550", "average_ann_wage": "39340" }, { "_ - rank": "318", "_ - code": "45-1011", "prob": "0.57", "Average annual wage": "48820", "education": "High school diploma or equivalent", "occupation": "First-Line Supervisors of Farming, Fishing and Forestry Workers", "short occupation": "First-Line Supervisors of Farming, Fishing and Forestry Workers", "len": "63", "probability": "0.57", "numbEmployed": "19550", "median_ann_wage": "45320", "employed_may2016": "19550", "average_ann_wage": "48820" }, { "_ - rank": "207", "_ - code": "39-4831", "prob": "0.2", "Average annual wage": "54700", "education": "Associate's degree", "occupation": "Funeral Service Managers, Directors, Morticians and Undertakers", "short occupation": "Funeral Service Managers, Directors, Morticians and Undertakers", "len": "63", "probability": "0.2", "numbEmployed": "25850", "median_ann_wage": "50090", "employed_may2016": "25850", "average_ann_wage": "54700" }, { "_ - 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rank": "34", "_ - code": "25-4012", "prob": "0.0068", "Average annual wage": "58910", "education": "Master's degree", "occupation": "Curators", "short occupation": "Curators", "len": "8", "probability": "0.0068", "numbEmployed": "11170", "median_ann_wage": "53360", "employed_may2016": "11170", "average_ann_wage": "58910" }, { "_ - rank": "402", "_ - code": "47-2121", "prob": "0.73", "Average annual wage": "47260", "education": "High school diploma or equivalent", "occupation": "Glaziers", "short occupation": "Glaziers", "len": "8", "probability": "0.73", "numbEmployed": "47140", "median_ann_wage": "41920", "employed_may2016": "47140", "average_ann_wage": "47260" }, { "_ - rank": "439", "_ - code": "39-5011", "prob": "0.8", "Average annual wage": "29900", "education": "Postsecondary nondegree award", "occupation": "Barbers", "short occupation": "Barbers", "len": "7", "probability": "0.8", "numbEmployed": "15900", "median_ann_wage": "25760", "employed_may2016": "15900", "average_ann_wage": "29900" }, { "_ - 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rank": "683", "_ - code": "43-3071", "prob": "0.98", "Average annual wage": "28060", "education": "High school diploma or equivalent", "occupation": "Tellers", "short occupation": "Tellers", "len": "7", "probability": "0.98", "numbEmployed": "496760", "median_ann_wage": "27260", "employed_may2016": "496760", "average_ann_wage": "28060" }, { "_ - rank": "259", "_ - code": "27-2011", "prob": "0.37", "Average annual wage": "71313.6", "education": "Some college, no degree", "occupation": "Actors", "short occupation": "Actors", "len": "6", "probability": "0.37", "numbEmployed": "48620", "median_ann_wage": "33473", "employed_may2016": "48620", "average_ann_wage": "71313.6" }, { "_ - rank": "522", "_ - code": "51-3011", "prob": "0.89", "Average annual wage": "27110", "education": "No formal educational credential", "occupation": "Bakers", "short occupation": "Bakers", "len": "6", "probability": "0.89", "numbEmployed": "180450", "median_ann_wage": "25090", "employed_may2016": "180450", "average_ann_wage": "27110" }, { "_ - rank": "42", "_ - code": "21-2011", "prob": "0.0081", "Average annual wage": "49450", "education": "Bachelor's degree", "occupation": "Clergy", "short occupation": "Clergy", "len": "6", "probability": "0.0081", "numbEmployed": "49320", "median_ann_wage": "45740", "employed_may2016": "49320", "average_ann_wage": "49450" }, { "_ - rank": "669", "_ - code": "41-9012", "prob": "0.98", "Average annual wage": "36560", "education": "No formal educational credential", "occupation": "Models", "short occupation": "Models", "len": "6", "probability": "0.98", "numbEmployed": "4390", "median_ann_wage": "21870", "employed_may2016": "4390", "average_ann_wage": "36560" }, { "_ - rank": "344", "_ - code": "47-2082", "prob": "0.62", "Average annual wage": "53790", "education": "No formal educational credential", "occupation": "Tapers", "short occupation": "Tapers", "len": "6", "probability": "0.62", "numbEmployed": "18480", "median_ann_wage": "48990", "employed_may2016": "18480", "average_ann_wage": "53790" } ], "meta": { "title": "US Occupation Automation Probabilities - Free Download", "description": "Probability of automation, average annual wage, and employment count for hundreds of US occupations (Frey & Osborne dataset). Contains 702 records. Download in Excel, CSV, PDF formats.", "seo_title": "US Occupation Automation Probabilities | ListBase", "seo_description": "Download US Occupation Automation Probabilities — 702 records. Available in Excel, CSV, PDF formats.", "key_takeaways": [ "Contains 702 records / 13 fields", "Available for free download in Excel, CSV, and PDF formats", "Data sourced from: https://github.com/plotly/datasets" ] } }