Ranking

By industry

Compare exposure patterns across industry sectors and drill into each sector ranking.

24 sectors indexed. Showing role-level rankings for Information (51).

Highest average sector exposure

Sectors ranked by average role exposure benchmark.

Highest average sector exposureSectors ranked by average role exposure benchmark.0%20%40%60%80%100%33 - Manufacturing33 - Manufacturing: 77% avg exposure77% avg exposure72 - Accommodation and Food Ser…72 - Accommodation and Food Services: 76% avg exposure76% avg exposure32 - Manufacturing32 - Manufacturing: 76% avg exposure76% avg exposure11 - Agriculture, Forestry, Fis…11 - Agriculture, Forestry, Fishing and Hunting: 74% avg exposure74% avg exposure45 - Retail Trade45 - Retail Trade: 73% avg exposure73% avg exposure48 - Transportation and Warehou…48 - Transportation and Warehousing: 67% avg exposure67% avg exposure81 - Other Services (except Pub…81 - Other Services (except Public Administration): 65% avg exposure65% avg exposure49 - Transportation and Warehou…49 - Transportation and Warehousing: 62% avg exposure62% avg exposure

Largest sector coverage

Sectors with the largest number of benchmarked roles.

Largest sector coverageSectors with the largest number of benchmarked roles.0%20%40%60%80%100%54 - Professional, Scientific, …54 - Professional, Scientific, and Technical Services: 187 roles187 roles62 - Health Care and Social Ass…62 - Health Care and Social Assistance: 151 roles151 roles31 - Manufacturing31 - Manufacturing: 85 roles85 roles92 - Public Administration92 - Public Administration: 85 roles85 roles33 - Manufacturing33 - Manufacturing: 63 roles63 roles56 - Administrative and Support…56 - Administrative and Support and Waste Management and Remediation Services: 61 roles61 roles52 - Finance and Insurance52 - Finance and Insurance: 56 roles56 roles61 - Educational Services61 - Educational Services: 45 roles45 roles

Industry sectors

Open a sector ranking

Each sector card opens a focused ranking sorted by exposure benchmark.

Manufacturing (33)

63 roles • 77% avg exposure

Highest: Laundry and Dry-Cleaning Workers

Lowest: Computer Numerically Controlled Tool Programmers

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Accommodation and Food Services (72)

20 roles • 76% avg exposure

Highest: Food Servers, Nonrestaurant

Lowest: Food Preparation and Serving Related Workers, All Other

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Manufacturing (32)

25 roles • 76% avg exposure

Highest: Drilling and Boring Machine Tool Setters, Operators, and Tenders, Metal and Plastic

Lowest: Machinists

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Agriculture, Forestry, Fishing and Hunting (11)

14 roles • 74% avg exposure

Highest: Agricultural Equipment Operators

Lowest: Logging Workers, All Other

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Retail Trade (45)

4 roles • 73% avg exposure

Highest: Parts Salespersons

Lowest: Advertising Sales Agents

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Transportation and Warehousing (48)

40 roles • 67% avg exposure

Highest: Bus Drivers, School

Lowest: Control and Valve Installers and Repairers, Except Mechanical Door

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Other Services (except Public Administration) (81)

20 roles • 65% avg exposure

Highest: Maids and Housekeeping Cleaners

Lowest: Recreation Workers

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Transportation and Warehousing (49)

8 roles • 62% avg exposure

Highest: Automotive and Watercraft Service Attendants

Lowest: Musical Instrument Repairers and Tuners

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Utilities (22)

15 roles • 61% avg exposure

Highest: Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons

Lowest: Civil Engineers

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Mining, Quarrying, and Oil and Gas Extraction (21)

22 roles • 60% avg exposure

Highest: Floor Sanders and Finishers

Lowest: Solar Thermal Installers and Technicians

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Real Estate and Rental and Leasing (53)

17 roles • 60% avg exposure

Highest: Dispatchers, Except Police, Fire, and Ambulance

Lowest: Quality Control Systems Managers

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Construction (23)

41 roles • 59% avg exposure

Highest: Paving, Surfacing, and Tamping Equipment Operators

Lowest: Environmental Engineering Technologists and Technicians

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Manufacturing (31)

85 roles • 59% avg exposure

Highest: Sewing Machine Operators

Lowest: Solar Energy Systems Engineers

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Retail Trade (44)

3 roles • 59% avg exposure

Highest: Sales and Related Workers, All Other

Lowest: Insurance Sales Agents

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Wholesale Trade (42)

12 roles • 59% avg exposure

Highest: Gambling Change Persons and Booth Cashiers

Lowest: Sales Engineers

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Arts, Entertainment, and Recreation (71)

20 roles • 56% avg exposure

Highest: Manicurists and Pedicurists

Lowest: Set and Exhibit Designers

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Administrative and Support and Waste Management and Remediation Services (56)

61 roles • 55% avg exposure

Highest: Landscaping and Groundskeeping Workers

Lowest: Chief Executives

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Finance and Insurance (52)

56 roles • 55% avg exposure

Highest: Order Clerks

Lowest: Architectural and Engineering Managers

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Information (51)

18 roles • 52% avg exposure

Highest: Designers, All Other

Lowest: News Analysts, Reporters, and Journalists

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Professional, Scientific, and Technical Services (54)

187 roles • 52% avg exposure

Highest: Door-to-Door Sales Workers, News and Street Vendors, and Related Workers

Lowest: Arbitrators, Mediators, and Conciliators

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Management of Companies and Enterprises (55)

4 roles • 47% avg exposure

Highest: Tax Preparers

Lowest: Purchasing Managers

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Health Care and Social Assistance (62)

151 roles • 41% avg exposure

Highest: Amusement and Recreation Attendants

Lowest: Nurse Anesthetists

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Public Administration (92)

85 roles • 41% avg exposure

Highest: First-Line Supervisors of Police and Detectives

Lowest: Mental Health Counselors

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Educational Services (61)

45 roles • 34% avg exposure

Highest: Career/Technical Education Teachers, Postsecondary

Lowest: Archivists

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Sector ranking

Information (51)

Highest automation exposure roles in this sector. Showing top 18 results.

Designers, All Other workflow scene#1Low confidenceWorkflowDA
Designers, All Other

Arts, Design, Entertainment, Sports, and MediaInformation

Designers, All Other shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 67% • SOC 27-1029.00

Creative assistantEditing automationProduction workflow
Overall Risk67%
Exposure67%
Task avg68%
Human reliance33%
Open role profile
Media and Communication Equipment Workers, All Other insight scene#2Low confidenceInsightMA
Media and Communication Equipment Workers, All Other

Arts, Design, Entertainment, Sports, and MediaInformation

Media and Communication Equipment Workers, All Other shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 66% • SOC 27-4099.00

Creative assistantEditing automationProduction workflow
Overall Risk66%
Exposure66%
Task avg67%
Human reliance34%
Open role profile
Lighting Technicians planning scene#3High confidencePlanningLT
Lighting Technicians

Arts, Design, Entertainment, Sports, and MediaInformation

Lighting Technicians shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 62% • SOC 27-4015.00

Creative assistantEditing automationProduction workflow
Overall Risk62%
Exposure62%
Task avg63%
Human reliance38%
Open role profile
Choreographers operations scene#4Medium confidenceOperationsC
Choreographers

Arts, Design, Entertainment, Sports, and MediaInformation

Choreographers shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 60% • SOC 27-2032.00

Creative assistantEditing automationProduction workflow
Overall Risk60%
Exposure60%
Task avg61%
Human reliance40%
Open role profile
Computer Programmers productivity scene#5High confidenceProductivityCP
Computer Programmers

Computer and MathematicalInformation

Computer Programmers is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 56% • SOC 15-1251.00

Code assistantTesting automationKnowledge copilot
Overall Risk56%
Exposure56%
Task avg57%
Human reliance44%
Open role profile
Software Quality Assurance Analysts and Testers operations scene#6High confidenceOperationsSQ
Software Quality Assurance Analysts and Testers

Computer and MathematicalInformation

Software Quality Assurance Analysts and Testers is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 56% • SOC 15-1253.00

Code assistantTesting automationKnowledge copilot
Overall Risk56%
Exposure56%
Task avg57%
Human reliance44%
Open role profile
Media Technical Directors/Managers operations scene#7High confidenceOperationsMT
Media Technical Directors/Managers

Arts, Design, Entertainment, Sports, and MediaInformation

Media Technical Directors/Managers is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 55% • SOC 27-2012.05

Creative assistantEditing automationProduction workflow
Overall Risk55%
Exposure55%
Task avg56%
Human reliance45%
Open role profile
Computer Systems Engineers/Architects workflow scene#8High confidenceWorkflowCS
Computer Systems Engineers/Architects

Computer and MathematicalInformation

Computer Systems Engineers/Architects is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 54% • SOC 15-1299.08

Code assistantTesting automationKnowledge copilot
Overall Risk54%
Exposure54%
Task avg55%
Human reliance46%
Open role profile
Software Developers operations scene#9High confidenceOperationsSD
Software Developers

Computer and MathematicalInformation

Software Developers is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 53% • SOC 15-1252.00

Code assistantTesting automationKnowledge copilot
Overall Risk53%
Exposure53%
Task avg54%
Human reliance47%
Open role profile
Craft Artists operations scene#10High confidenceOperationsCA
Craft Artists

Arts, Design, Entertainment, Sports, and MediaInformation

Craft Artists is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 51% • SOC 27-1012.00

Creative assistantEditing automationProduction workflow
Overall Risk51%
Exposure51%
Task avg52%
Human reliance49%
Open role profile
Writers and Authors workflow scene#11Medium confidenceWorkflowWA
Writers and Authors

Arts, Design, Entertainment, Sports, and MediaInformation

Writers and Authors is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 51% • SOC 27-3043.00

Creative assistantEditing automationProduction workflow
Overall Risk51%
Exposure51%
Task avg52%
Human reliance49%
Open role profile
Data Scientists analysis scene#12High confidenceAnalysisDS
Data Scientists

Computer and MathematicalInformation

Data Scientists is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 50% • SOC 15-2051.00

Code assistantTesting automationKnowledge copilot
Overall Risk50%
Exposure50%
Task avg51%
Human reliance50%
Open role profile
Film and Video Editors systems scene#13High confidenceSystemsFA
Film and Video Editors

Arts, Design, Entertainment, Sports, and MediaInformation

Film and Video Editors is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 49% • SOC 27-4032.00

Creative assistantEditing automationProduction workflow
Overall Risk49%
Exposure49%
Task avg50%
Human reliance51%
Open role profile
Interpreters and Translators analysis scene#14Medium confidenceAnalysisIA
Interpreters and Translators

Arts, Design, Entertainment, Sports, and MediaInformation

Interpreters and Translators is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 44% • SOC 27-3091.00

Creative assistantEditing automationProduction workflow
Overall Risk44%
Exposure44%
Task avg45%
Human reliance56%
Open role profile
Digital Forensics Analysts systems scene#15High confidenceSystemsDF
Digital Forensics Analysts

Computer and MathematicalInformation

Digital Forensics Analysts is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 43% • SOC 15-1299.06

Code assistantTesting automationKnowledge copilot
Overall Risk43%
Exposure43%
Task avg44%
Human reliance57%
Open role profile
Media Programming Directors productivity scene#16High confidenceProductivityMP
Media Programming Directors

Arts, Design, Entertainment, Sports, and MediaInformation

Media Programming Directors remains mostly human-led, with selective automation opportunities in support work.

Exposure benchmark: 39% • SOC 27-2012.03

Creative assistantEditing automationProduction workflow
Overall Risk39%
Exposure39%
Task avg40%
Human reliance61%
Open role profile
Editors coordination scene#17Medium confidenceCoordinationE
Editors

Arts, Design, Entertainment, Sports, and MediaInformation

Editors remains mostly human-led, with selective automation opportunities in support work.

Exposure benchmark: 38% • SOC 27-3041.00

Creative assistantEditing automationProduction workflow
Overall Risk38%
Exposure38%
Task avg39%
Human reliance62%
Open role profile
News Analysts, Reporters, and Journalists operations scene#18High confidenceOperationsNA
News Analysts, Reporters, and Journalists

Arts, Design, Entertainment, Sports, and MediaInformation

News Analysts, Reporters, and Journalists remains mostly human-led, with selective automation opportunities in support work.

Exposure benchmark: 38% • SOC 27-3023.00

Creative assistantEditing automationProduction workflow
Overall Risk38%
Exposure38%
Task avg39%
Human reliance62%
Open role profile
Rankings by industry - replaced.fyi