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

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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

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 ExtractionConstruction

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 ExtractionConstruction

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 ExtractionConstruction

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 ExtractionConstruction

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 ExtractionConstruction

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 EngineeringConstruction

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 ExtractionConstruction

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 ExtractionConstruction

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 ExtractionConstruction

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 ExtractionConstruction

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 ExtractionConstruction

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 ExtractionConstruction

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 ExtractionConstruction

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 ExtractionConstruction

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 ExtractionConstruction

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 ExtractionConstruction

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 ExtractionConstruction

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 ExtractionConstruction

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 ExtractionConstruction

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 ExtractionConstruction

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 ExtractionConstruction

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 EngineeringConstruction

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 ExtractionConstruction

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 ExtractionConstruction

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 EngineeringConstruction

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 EngineeringConstruction

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 ExtractionConstruction

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 ExtractionConstruction

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 ExtractionConstruction

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 ExtractionConstruction

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 EngineeringConstruction

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 ExtractionConstruction

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 EngineeringConstruction

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 ExtractionConstruction

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 ExtractionConstruction

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 ExtractionConstruction

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 ExtractionConstruction

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 EngineeringConstruction

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 ExtractionConstruction

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 ExtractionConstruction

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 EngineeringConstruction

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