Category Ranking

Transportation and Material Moving

Ranking for category: Transportation and Material Moving.

Automotive and Watercraft Service Attendants workflow scene#1High confidenceWorkflowAA
Automotive and Watercraft Service Attendants

Transportation and Material Moving • Transportation and Warehousing

A large share of Automotive and Watercraft Service Attendants tasks are currently automatable in Farm Product Warehousing and Storage.

Exposure benchmark: 86% • SOC 53-6031.00

Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Bus Drivers, School coordination scene#2Medium confidenceCoordinationBD
Bus Drivers, School

Transportation and Material Moving • Transportation and Warehousing

A large share of Bus Drivers, School tasks are currently automatable in Other Support Activities for Water Transportation.

Exposure benchmark: 86% • SOC 53-3051.00

Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Machine Feeders and Offbearers productivity scene#3Medium confidenceProductivityMF
Machine Feeders and Offbearers

Transportation and Material Moving • Transportation and Warehousing

A large share of Machine Feeders and Offbearers tasks are currently automatable in Freight Transportation Arrangement.

Exposure benchmark: 86% • SOC 53-7063.00

Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Cleaners of Vehicles and Equipment systems scene#4Medium confidenceSystemsCO
Cleaners of Vehicles and Equipment

Transportation and Material Moving • Transportation and Warehousing

A large share of Cleaners of Vehicles and Equipment tasks are currently automatable in Other Support Activities for Road Transportation.

Exposure benchmark: 85% • SOC 53-7061.00

Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Stockers and Order Fillers insight scene#5High confidenceInsightSA
Stockers and Order Fillers

Transportation and Material Moving • Transportation and Warehousing

A large share of Stockers and Order Fillers tasks are currently automatable in Scenic and Sightseeing Transportation, Water.

Exposure benchmark: 84% • SOC 53-7065.00

Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Subway and Streetcar Operators analysis scene#6High confidenceAnalysisSA
Subway and Streetcar Operators

Transportation and Material Moving • Transportation and Warehousing

A large share of Subway and Streetcar Operators tasks are currently automatable in Packing and Crating.

Exposure benchmark: 84% • SOC 53-4041.00

Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Wellhead Pumpers insight scene#7Medium confidenceInsightWP
Wellhead Pumpers

Transportation and Material Moving • Professional, Scientific, and Technical Services

A large share of Wellhead Pumpers tasks are currently automatable in Research and Development in the Social Sciences and Humanities.

Exposure benchmark: 84% • SOC 53-7073.00

Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Heavy and Tractor-Trailer Truck Drivers productivity scene#8High confidenceProductivityHA
Heavy and Tractor-Trailer Truck Drivers

Transportation and Material Moving • Professional, Scientific, and Technical Services

A large share of Heavy and Tractor-Trailer Truck Drivers tasks are currently automatable in Commercial Photography.

Exposure benchmark: 83% • SOC 53-3032.00

Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Recycling and Reclamation Workers productivity scene#9High confidenceProductivityRA
Recycling and Reclamation Workers

Transportation and Material Moving • Professional, Scientific, and Technical Services

A large share of Recycling and Reclamation Workers tasks are currently automatable in Research and Development in Nanotechnology.

Exposure benchmark: 83% • SOC 53-7062.04

Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Sailors and Marine Oilers productivity scene#10High confidenceProductivitySA
Sailors and Marine Oilers

Transportation and Material Moving • Transportation and Warehousing

A large share of Sailors and Marine Oilers tasks are currently automatable in General Freight Trucking, Local.

Exposure benchmark: 83% • SOC 53-5011.00

Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Aircraft Cargo Handling Supervisors systems scene#11High confidenceSystemsAC
Aircraft Cargo Handling Supervisors

Transportation and Material Moving • Professional, Scientific, and Technical Services

A large share of Aircraft Cargo Handling Supervisors tasks are currently automatable in Other Management Consulting Services.

Exposure benchmark: 82% • SOC 53-1041.00

Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Conveyor Operators and Tenders coordination scene#12High confidenceCoordinationCO
Conveyor Operators and Tenders

Transportation and Material Moving • Transportation and Warehousing

A large share of Conveyor Operators and Tenders tasks are currently automatable in Marine Cargo Handling.

Exposure benchmark: 82% • SOC 53-7011.00

Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Taxi Drivers analysis scene#13Medium confidenceAnalysisTD
Taxi Drivers

Transportation and Material Moving • Transportation and Warehousing

A large share of Taxi Drivers tasks are currently automatable in Navigational Services to Shipping.

Exposure benchmark: 82% • SOC 53-3054.00

Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Aircraft Service Attendants operations scene#14High confidenceOperationsAS
Aircraft Service Attendants

Transportation and Material Moving • Professional, Scientific, and Technical Services

A large share of Aircraft Service Attendants tasks are currently automatable in Commercial Photography.

Exposure benchmark: 81% • SOC 53-6032.00

Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Bridge and Lock Tenders operations scene#15High confidenceOperationsBA
Bridge and Lock Tenders

Transportation and Material Moving • Transportation and Warehousing

A large share of Bridge and Lock Tenders tasks are currently automatable in Port and Harbor Operations.

Exposure benchmark: 81% • SOC 53-6011.00

Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Transportation Vehicle, Equipment and Systems Inspectors, Except Aviation tooling scene#16Medium confidenceToolingTV
Transportation Vehicle, Equipment and Systems Inspectors, Except Aviation

Transportation and Material Moving • Transportation and Warehousing

A large share of Transportation Vehicle, Equipment and Systems Inspectors, Except Aviation tasks are currently automatable in Marine Cargo Handling.

Exposure benchmark: 81% • SOC 53-6051.07

Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Ambulance Drivers and Attendants, Except Emergency Medical Technicians operations scene#17Medium confidenceOperationsAD
Ambulance Drivers and Attendants, Except Emergency Medical Technicians

Transportation and Material Moving • Professional, Scientific, and Technical Services

Ambulance Drivers and Attendants, Except Emergency Medical Technicians shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 78% • SOC 53-3011.00

Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Gas Compressor and Gas Pumping Station Operators planning scene#18High confidencePlanningGC
Gas Compressor and Gas Pumping Station Operators

Transportation and Material Moving • Transportation and Warehousing

Gas Compressor and Gas Pumping Station Operators shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 78% • SOC 53-7071.00

Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Recycling Coordinators execution scene#19Medium confidenceExecutionRC
Recycling Coordinators

Transportation and Material Moving • Professional, Scientific, and Technical Services

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

Exposure benchmark: 77% • SOC 53-1042.01

Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Bus Drivers, Transit and Intercity coordination scene#20High confidenceCoordinationBD
Bus Drivers, Transit and Intercity

Transportation and Material Moving • Transportation and Warehousing

Bus Drivers, Transit and Intercity shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 76% • SOC 53-3052.00

Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Motorboat Operators operations scene#21Low confidenceOperationsMO
Motorboat Operators

Transportation and Material Moving • Professional, Scientific, and Technical Services

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

Exposure benchmark: 76% • SOC 53-5022.00

Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Rail Yard Engineers, Dinkey Operators, and Hostlers tooling scene#22High confidenceToolingRY
Rail Yard Engineers, Dinkey Operators, and Hostlers

Transportation and Material Moving • Professional, Scientific, and Technical Services

Rail Yard Engineers, Dinkey Operators, and Hostlers shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 76% • SOC 53-4013.00

Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Shuttle Drivers and Chauffeurs operations scene#23High confidenceOperationsSD
Shuttle Drivers and Chauffeurs

Transportation and Material Moving • Transportation and Warehousing

Shuttle Drivers and Chauffeurs shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 76% • SOC 53-3053.00

Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Dredge Operators planning scene#24Medium confidencePlanningDO
Dredge Operators

Transportation and Material Moving • Transportation and Warehousing

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

Exposure benchmark: 74% • SOC 53-7031.00

Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Parking Attendants workflow scene#25High confidenceWorkflowPA
Parking Attendants

Transportation and Material Moving • Professional, Scientific, and Technical Services

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

Exposure benchmark: 74% • SOC 53-6021.00

Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Pump Operators, Except Wellhead Pumpers operations scene#26High confidenceOperationsPO
Pump Operators, Except Wellhead Pumpers

Transportation and Material Moving • Professional, Scientific, and Technical Services

Pump Operators, Except Wellhead Pumpers shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 74% • SOC 53-7072.00

Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Refuse and Recyclable Material Collectors productivity scene#27Medium confidenceProductivityRA
Refuse and Recyclable Material Collectors

Transportation and Material Moving • Transportation and Warehousing

Refuse and Recyclable Material Collectors shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 73% • SOC 53-7081.00

Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
First-Line Supervisors of Passenger Attendants insight scene#28Low confidenceInsightFS
First-Line Supervisors of Passenger Attendants

Transportation and Material Moving • Professional, Scientific, and Technical Services

First-Line Supervisors of Passenger Attendants shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 72% • SOC 53-1044.00

Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Industrial Truck and Tractor Operators execution scene#29High confidenceExecutionIT
Industrial Truck and Tractor Operators

Transportation and Material Moving • Professional, Scientific, and Technical Services

Industrial Truck and Tractor Operators shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 72% • SOC 53-7051.00

Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Motor Vehicle Operators, All Other operations scene#30Low confidenceOperationsMV
Motor Vehicle Operators, All Other

Transportation and Material Moving • Professional, Scientific, and Technical Services

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

Exposure benchmark: 71% • SOC 53-3099.00

Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Railroad Brake, Signal, and Switch Operators and Locomotive Firers execution scene#31High confidenceExecutionRB
Railroad Brake, Signal, and Switch Operators and Locomotive Firers

Transportation and Material Moving • Professional, Scientific, and Technical Services

Railroad Brake, Signal, and Switch Operators and Locomotive Firers shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 71% • SOC 53-4022.00

Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Traffic Technicians coordination scene#32High confidenceCoordinationTT
Traffic Technicians

Transportation and Material Moving • Transportation and Warehousing

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

Exposure benchmark: 71% • SOC 53-6041.00

Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
First-Line Supervisors of Transportation Workers, All Other analysis scene#33Low confidenceAnalysisFS
First-Line Supervisors of Transportation Workers, All Other

Transportation and Material Moving • Professional, Scientific, and Technical Services

First-Line Supervisors of Transportation Workers, All Other shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 70% • SOC 53-1049.00

Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Flight Attendants systems scene#34High confidenceSystemsFA
Flight Attendants

Transportation and Material Moving • Professional, Scientific, and Technical Services

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

Exposure benchmark: 70% • SOC 53-2031.00

Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Captains, Mates, and Pilots of Water Vessels tooling scene#35High confidenceToolingCM
Captains, Mates, and Pilots of Water Vessels

Transportation and Material Moving • Professional, Scientific, and Technical Services

Captains, Mates, and Pilots of Water Vessels shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 69% • SOC 53-5021.00

Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Packers and Packagers, Hand operations scene#36Low confidenceOperationsPA
Packers and Packagers, Hand

Transportation and Material Moving • Professional, Scientific, and Technical Services

Packers and Packagers, Hand shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 69% • SOC 53-7064.00

Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Locomotive Engineers execution scene#37High confidenceExecutionLE
Locomotive Engineers

Transportation and Material Moving • Professional, Scientific, and Technical Services

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

Exposure benchmark: 68% • SOC 53-4011.00

Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Hoist and Winch Operators coordination scene#38Medium confidenceCoordinationHA
Hoist and Winch Operators

Transportation and Material Moving • Professional, Scientific, and Technical Services

Hoist and Winch Operators shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 67% • SOC 53-7041.00

Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Light Truck Drivers systems scene#39High confidenceSystemsLT
Light Truck Drivers

Transportation and Material Moving • Professional, Scientific, and Technical Services

Light Truck Drivers shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 66% • SOC 53-3033.00

Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Passenger Attendants execution scene#40High confidenceExecutionPA
Passenger Attendants

Transportation and Material Moving • Professional, Scientific, and Technical Services

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

Exposure benchmark: 66% • SOC 53-6061.00

Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Commercial Pilots systems scene#41High confidenceSystemsCP
Commercial Pilots

Transportation and Material Moving • Transportation and Warehousing

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

Exposure benchmark: 64% • SOC 53-2012.00

Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Driver/Sales Workers planning scene#42High confidencePlanningDW
Driver/Sales Workers

Transportation and Material Moving • Transportation and Warehousing

Driver/Sales Workers shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 64% • SOC 53-3031.00

Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand productivity scene#43Medium confidenceProductivityFS
First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand

Transportation and Material Moving • Transportation and Warehousing

First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 64% • SOC 53-1042.00

Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Material Moving Workers, All Other analysis scene#44Low confidenceAnalysisMM
Material Moving Workers, All Other

Transportation and Material Moving • Professional, Scientific, and Technical Services

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

Exposure benchmark: 64% • SOC 53-7199.00

Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Rail Transportation Workers, All Other operations scene#45Low confidenceOperationsRT
Rail Transportation Workers, All Other

Transportation and Material Moving • Professional, Scientific, and Technical Services

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

Exposure benchmark: 64% • SOC 53-4099.00

Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Tank Car, Truck, and Ship Loaders coordination scene#46High confidenceCoordinationTC
Tank Car, Truck, and Ship Loaders

Transportation and Material Moving • Transportation and Warehousing

Tank Car, Truck, and Ship Loaders shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 64% • SOC 53-7121.00

Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Laborers and Freight, Stock, and Material Movers, Hand execution scene#47High confidenceExecutionLA
Laborers and Freight, Stock, and Material Movers, Hand

Transportation and Material Moving • Transportation and Warehousing

Laborers and Freight, Stock, and Material Movers, Hand shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 63% • SOC 53-7062.00

Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Railroad Conductors and Yardmasters planning scene#48High confidencePlanningRC
Railroad Conductors and Yardmasters

Transportation and Material Moving • Professional, Scientific, and Technical Services

Railroad Conductors and Yardmasters shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 63% • SOC 53-4031.00

Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Air Traffic Controllers workflow scene#49High confidenceWorkflowAT
Air Traffic Controllers

Transportation and Material Moving • Transportation and Warehousing

Air Traffic Controllers shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 61% • SOC 53-2021.00

Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Ship Engineers analysis scene#50High confidenceAnalysisSE
Ship Engineers

Transportation and Material Moving • Transportation and Warehousing

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

Exposure benchmark: 60% • SOC 53-5031.00

Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Aviation Inspectors analysis scene#51High confidenceAnalysisAI
Aviation Inspectors

Transportation and Material Moving • Professional, Scientific, and Technical Services

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

Exposure benchmark: 59% • SOC 53-6051.01

Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Crane and Tower Operators workflow scene#52Medium confidenceWorkflowCA
Crane and Tower Operators

Transportation and Material Moving • Transportation and Warehousing

Crane and Tower Operators is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 59% • SOC 53-7021.00

Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Airfield Operations Specialists tooling scene#53High confidenceToolingAO
Airfield Operations Specialists

Transportation and Material Moving • Professional, Scientific, and Technical Services

Airfield Operations Specialists is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 55% • SOC 53-2022.00

Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Transportation Inspectors productivity scene#54High confidenceProductivityTI
Transportation Inspectors

Transportation and Material Moving • Professional, Scientific, and Technical Services

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

Exposure benchmark: 55% • SOC 53-6051.00

Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Airline Pilots, Copilots, and Flight Engineers productivity scene#55High confidenceProductivityAP
Airline Pilots, Copilots, and Flight Engineers

Transportation and Material Moving • Transportation and Warehousing

Airline Pilots, Copilots, and Flight Engineers is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 53% • SOC 53-2011.00

Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
First-Line Supervisors of Material-Moving Machine and Vehicle Operators execution scene#56Medium confidenceExecutionFS
First-Line Supervisors of Material-Moving Machine and Vehicle Operators

Transportation and Material Moving • Transportation and Warehousing

First-Line Supervisors of Material-Moving Machine and Vehicle Operators is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 53% • SOC 53-1043.00

Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Transportation Workers, All Other workflow scene#57Low confidenceWorkflowTW
Transportation Workers, All Other

Transportation and Material Moving • Transportation and Warehousing

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

Exposure benchmark: 53% • SOC 53-6099.00

Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance