Ranking

By industry

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

24 sectors indexed. Showing role-level rankings for Construction (23).

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

Show ranking

Accommodation and Food Services (72)

20 roles • 76% avg exposure

Highest: Food Servers, Nonrestaurant

Lowest: Food Preparation and Serving Related Workers, All Other

Show ranking

Manufacturing (32)

25 roles • 76% avg exposure

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

Lowest: Machinists

Show ranking

Agriculture, Forestry, Fishing and Hunting (11)

14 roles • 74% avg exposure

Highest: Agricultural Equipment Operators

Lowest: Logging Workers, All Other

Show ranking

Retail Trade (45)

4 roles • 73% avg exposure

Highest: Parts Salespersons

Lowest: Advertising Sales Agents

Show ranking

Transportation and Warehousing (48)

40 roles • 67% avg exposure

Highest: Bus Drivers, School

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

Show ranking

Other Services (except Public Administration) (81)

20 roles • 65% avg exposure

Highest: Maids and Housekeeping Cleaners

Lowest: Recreation Workers

Show ranking

Transportation and Warehousing (49)

8 roles • 62% avg exposure

Highest: Automotive and Watercraft Service Attendants

Lowest: Musical Instrument Repairers and Tuners

Show ranking

Utilities (22)

15 roles • 61% avg exposure

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

Lowest: Civil Engineers

Show ranking

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

22 roles • 60% avg exposure

Highest: Floor Sanders and Finishers

Lowest: Solar Thermal Installers and Technicians

Show ranking

Real Estate and Rental and Leasing (53)

17 roles • 60% avg exposure

Highest: Dispatchers, Except Police, Fire, and Ambulance

Lowest: Quality Control Systems Managers

Show ranking

Construction (23)

41 roles • 59% avg exposure

Highest: Paving, Surfacing, and Tamping Equipment Operators

Lowest: Environmental Engineering Technologists and Technicians

Show ranking

Manufacturing (31)

85 roles • 59% avg exposure

Highest: Sewing Machine Operators

Lowest: Solar Energy Systems Engineers

Show ranking

Retail Trade (44)

3 roles • 59% avg exposure

Highest: Sales and Related Workers, All Other

Lowest: Insurance Sales Agents

Show ranking

Wholesale Trade (42)

12 roles • 59% avg exposure

Highest: Gambling Change Persons and Booth Cashiers

Lowest: Sales Engineers

Show ranking

Arts, Entertainment, and Recreation (71)

20 roles • 56% avg exposure

Highest: Manicurists and Pedicurists

Lowest: Set and Exhibit Designers

Show ranking

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

61 roles • 55% avg exposure

Highest: Landscaping and Groundskeeping Workers

Lowest: Chief Executives

Show ranking

Finance and Insurance (52)

56 roles • 55% avg exposure

Highest: Order Clerks

Lowest: Architectural and Engineering Managers

Show ranking

Information (51)

18 roles • 52% avg exposure

Highest: Designers, All Other

Lowest: News Analysts, Reporters, and Journalists

Show ranking

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

Show ranking

Management of Companies and Enterprises (55)

4 roles • 47% avg exposure

Highest: Tax Preparers

Lowest: Purchasing Managers

Show ranking

Health Care and Social Assistance (62)

151 roles • 41% avg exposure

Highest: Amusement and Recreation Attendants

Lowest: Nurse Anesthetists

Show ranking

Public Administration (92)

85 roles • 41% avg exposure

Highest: First-Line Supervisors of Police and Detectives

Lowest: Mental Health Counselors

Show ranking

Educational Services (61)

45 roles • 34% avg exposure

Highest: Career/Technical Education Teachers, Postsecondary

Lowest: Archivists

Show ranking

Sector ranking

Construction (23)

Highest automation exposure roles in this sector. Showing top 41 results.

Paving, Surfacing, and Tamping Equipment Operators workflow scene#1High confidenceWorkflowPS
Paving, Surfacing, and Tamping Equipment Operators

Construction and Extraction • Construction

Paving, Surfacing, and Tamping Equipment Operators shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 74% • SOC 47-2071.00

Project workflowPlanning assistantDocumentation copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Helpers--Electricians systems scene#2High confidenceSystemsH
Helpers--Electricians

Construction and Extraction • Construction

Helpers--Electricians shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 73% • SOC 47-3013.00

Project workflowPlanning assistantDocumentation copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Terrazzo Workers and Finishers systems scene#3High confidenceSystemsTW
Terrazzo Workers and Finishers

Construction and Extraction • Construction

Terrazzo Workers and Finishers shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 72% • SOC 47-2053.00

Project workflowPlanning assistantDocumentation copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Painters, Construction and Maintenance execution scene#4High confidenceExecutionPC
Painters, Construction and Maintenance

Construction and Extraction • Construction

Painters, Construction and Maintenance shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 71% • SOC 47-2141.00

Project workflowPlanning assistantDocumentation copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Solar Photovoltaic Installers tooling scene#5High confidenceToolingSP
Solar Photovoltaic Installers

Construction and Extraction • Construction

Solar Photovoltaic Installers shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 71% • SOC 47-2231.00

Project workflowPlanning assistantDocumentation copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Electro-Mechanical and Mechatronics Technologists and Technicians planning scene#6High confidencePlanningEA
Electro-Mechanical and Mechatronics Technologists and Technicians

Architecture and Engineering • Construction

Electro-Mechanical and Mechatronics Technologists and Technicians shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 70% • SOC 17-3024.00

CAD automationSimulation toolingTechnical copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Carpet Installers tooling scene#7Medium confidenceToolingCI
Carpet Installers

Construction and Extraction • Construction

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

Exposure benchmark: 69% • SOC 47-2041.00

Project workflowPlanning assistantDocumentation copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Construction Laborers coordination scene#8High confidenceCoordinationCL
Construction Laborers

Construction and Extraction • Construction

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

Exposure benchmark: 67% • SOC 47-2061.00

Project workflowPlanning assistantDocumentation copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Segmental Pavers execution scene#9Medium confidenceExecutionSP
Segmental Pavers

Construction and Extraction • Construction

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

Exposure benchmark: 67% • SOC 47-4091.00

Project workflowPlanning assistantDocumentation copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Derrick Operators, Oil and Gas workflow scene#10Medium confidenceWorkflowDO
Derrick Operators, Oil and Gas

Construction and Extraction • Construction

Derrick Operators, Oil and Gas shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 66% • SOC 47-5011.00

Project workflowPlanning assistantDocumentation copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Glaziers planning scene#11High confidencePlanningG
Glaziers

Construction and Extraction • Construction

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

Exposure benchmark: 65% • SOC 47-2121.00

Project workflowPlanning assistantDocumentation copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Insulation Workers, Floor, Ceiling, and Wall coordination scene#12Medium confidenceCoordinationIW
Insulation Workers, Floor, Ceiling, and Wall

Construction and Extraction • Construction

Insulation Workers, Floor, Ceiling, and Wall shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 65% • SOC 47-2131.00

Project workflowPlanning assistantDocumentation copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters coordination scene#13High confidenceCoordinationHB
Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters

Construction and Extraction • Construction

Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 64% • SOC 47-3011.00

Project workflowPlanning assistantDocumentation copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Operating Engineers and Other Construction Equipment Operators execution scene#14High confidenceExecutionOE
Operating Engineers and Other Construction Equipment Operators

Construction and Extraction • Construction

Operating Engineers and Other Construction Equipment Operators shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 64% • SOC 47-2073.00

Project workflowPlanning assistantDocumentation copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Structural Iron and Steel Workers systems scene#15High confidenceSystemsSI
Structural Iron and Steel Workers

Construction and Extraction • Construction

Structural Iron and Steel Workers shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 64% • SOC 47-2221.00

Project workflowPlanning assistantDocumentation copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Rotary Drill Operators, Oil and Gas operations scene#16Medium confidenceOperationsRD
Rotary Drill Operators, Oil and Gas

Construction and Extraction • Construction

Rotary Drill Operators, Oil and Gas shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 63% • SOC 47-5012.00

Project workflowPlanning assistantDocumentation copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Roofers operations scene#17High confidenceOperationsR
Roofers

Construction and Extraction • Construction

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

Exposure benchmark: 62% • SOC 47-2181.00

Project workflowPlanning assistantDocumentation copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Tapers analysis scene#18Medium confidenceAnalysisT
Tapers

Construction and Extraction • Construction

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

Exposure benchmark: 62% • SOC 47-2082.00

Project workflowPlanning assistantDocumentation copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Earth Drillers, Except Oil and Gas analysis scene#19High confidenceAnalysisED
Earth Drillers, Except Oil and Gas

Construction and Extraction • Construction

Earth Drillers, Except Oil and Gas is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 59% • SOC 47-5023.00

Project workflowPlanning assistantDocumentation copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Highway Maintenance Workers systems scene#20High confidenceSystemsHM
Highway Maintenance Workers

Construction and Extraction • Construction

Highway Maintenance Workers is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 59% • SOC 47-4051.00

Project workflowPlanning assistantDocumentation copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Rock Splitters, Quarry operations scene#21Medium confidenceOperationsRS
Rock Splitters, Quarry

Construction and Extraction • Construction

Rock Splitters, Quarry is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 59% • SOC 47-5051.00

Project workflowPlanning assistantDocumentation copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Calibration Technologists and Technicians operations scene#22High confidenceOperationsCT
Calibration Technologists and Technicians

Architecture and Engineering • Construction

Calibration Technologists and Technicians is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 57% • SOC 17-3028.00

CAD automationSimulation toolingTechnical copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Helpers--Carpenters productivity scene#23High confidenceProductivityH
Helpers--Carpenters

Construction and Extraction • Construction

Helpers--Carpenters is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 57% • SOC 47-3012.00

Project workflowPlanning assistantDocumentation copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Reinforcing Iron and Rebar Workers systems scene#24High confidenceSystemsRI
Reinforcing Iron and Rebar Workers

Construction and Extraction • Construction

Reinforcing Iron and Rebar Workers is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 56% • SOC 47-2171.00

Project workflowPlanning assistantDocumentation copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Industrial Engineering Technologists and Technicians coordination scene#25High confidenceCoordinationIE
Industrial Engineering Technologists and Technicians

Architecture and Engineering • Construction

Industrial Engineering Technologists and Technicians is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 55% • SOC 17-3026.00

CAD automationSimulation toolingTechnical copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Surveyors systems scene#26High confidenceSystemsS
Surveyors

Architecture and Engineering • Construction

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

Exposure benchmark: 55% • SOC 17-1022.00

CAD automationSimulation toolingTechnical copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Excavating and Loading Machine and Dragline Operators, Surface Mining insight scene#27Medium confidenceInsightEA
Excavating and Loading Machine and Dragline Operators, Surface Mining

Construction and Extraction • Construction

Excavating and Loading Machine and Dragline Operators, Surface Mining is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 54% • SOC 47-5022.00

Project workflowPlanning assistantDocumentation copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Floor Layers, Except Carpet, Wood, and Hard Tiles analysis scene#28Medium confidenceAnalysisFL
Floor Layers, Except Carpet, Wood, and Hard Tiles

Construction and Extraction • Construction

Floor Layers, Except Carpet, Wood, and Hard Tiles is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 54% • SOC 47-2042.00

Project workflowPlanning assistantDocumentation copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Construction and Building Inspectors productivity scene#29High confidenceProductivityCA
Construction and Building Inspectors

Construction and Extraction • Construction

Construction and Building Inspectors is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 53% • SOC 47-4011.00

Project workflowPlanning assistantDocumentation copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Rail-Track Laying and Maintenance Equipment Operators coordination scene#30High confidenceCoordinationRL
Rail-Track Laying and Maintenance Equipment Operators

Construction and Extraction • Construction

Rail-Track Laying and Maintenance Equipment Operators is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 53% • SOC 47-4061.00

Project workflowPlanning assistantDocumentation copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Surveying and Mapping Technicians operations scene#31High confidenceOperationsSA
Surveying and Mapping Technicians

Architecture and Engineering • Construction

Surveying and Mapping Technicians is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 53% • SOC 17-3031.00

CAD automationSimulation toolingTechnical copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Tile and Stone Setters analysis scene#32Medium confidenceAnalysisTA
Tile and Stone Setters

Construction and Extraction • Construction

Tile and Stone Setters is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 53% • SOC 47-2044.00

Project workflowPlanning assistantDocumentation copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Electrical Engineers coordination scene#33High confidenceCoordinationEE
Electrical Engineers

Architecture and Engineering • Construction

Electrical Engineers is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 52% • SOC 17-2071.00

CAD automationSimulation toolingTechnical copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Extraction Workers, All Other systems scene#34Low confidenceSystemsEW
Extraction Workers, All Other

Construction and Extraction • Construction

Extraction Workers, All Other is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 52% • SOC 47-5099.00

Project workflowPlanning assistantDocumentation copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Drywall and Ceiling Tile Installers productivity scene#35High confidenceProductivityDA
Drywall and Ceiling Tile Installers

Construction and Extraction • Construction

Drywall and Ceiling Tile Installers is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 50% • SOC 47-2081.00

Project workflowPlanning assistantDocumentation copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Helpers, Construction Trades, All Other productivity scene#36Low confidenceProductivityHC
Helpers, Construction Trades, All Other

Construction and Extraction • Construction

Helpers, Construction Trades, All Other is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 50% • SOC 47-3019.00

Project workflowPlanning assistantDocumentation copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Construction and Related Workers, All Other execution scene#37Low confidenceExecutionCA
Construction and Related Workers, All Other

Construction and Extraction • Construction

Construction and Related Workers, All Other is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 46% • SOC 47-4099.00

Project workflowPlanning assistantDocumentation copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Water/Wastewater Engineers insight scene#38High confidenceInsightWE
Water/Wastewater Engineers

Architecture and Engineering • Construction

Water/Wastewater Engineers is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 46% • SOC 17-2051.02

CAD automationSimulation toolingTechnical copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Hazardous Materials Removal Workers insight scene#39High confidenceInsightHM
Hazardous Materials Removal Workers

Construction and Extraction • Construction

Hazardous Materials Removal Workers is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 42% • SOC 47-4041.00

Project workflowPlanning assistantDocumentation copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Solar Energy Installation Managers execution scene#40Medium confidenceExecutionSE
Solar Energy Installation Managers

Construction and Extraction • Construction

Solar Energy Installation Managers is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 42% • SOC 47-1011.03

Project workflowPlanning assistantDocumentation copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Environmental Engineering Technologists and Technicians planning scene#41High confidencePlanningEE
Environmental Engineering Technologists and Technicians

Architecture and Engineering • Construction

Environmental Engineering Technologists and Technicians is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 40% • SOC 17-3025.00

CAD automationSimulation toolingTechnical copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Rankings by industry - replaced.fyi