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 MovingTransportation 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 MovingTransportation 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 MovingTransportation 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 MovingTransportation 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 MovingTransportation 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 MovingTransportation 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 MovingProfessional, 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 MovingProfessional, 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 MovingProfessional, 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 MovingTransportation 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 MovingProfessional, 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 MovingTransportation 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 MovingTransportation 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 MovingProfessional, 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 MovingTransportation 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 MovingTransportation 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 MovingProfessional, 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 MovingTransportation 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 MovingProfessional, 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 MovingTransportation 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 MovingProfessional, 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 MovingProfessional, 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 MovingTransportation 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 MovingTransportation 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 MovingProfessional, 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 MovingProfessional, 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 MovingTransportation 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 MovingProfessional, 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 MovingProfessional, 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 MovingProfessional, 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 MovingProfessional, 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 MovingTransportation 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 MovingProfessional, 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 MovingProfessional, 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 MovingProfessional, 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 MovingProfessional, 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 MovingProfessional, 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 MovingProfessional, 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 MovingProfessional, 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 MovingProfessional, 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 MovingTransportation 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 MovingTransportation 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 MovingTransportation 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 MovingProfessional, 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 MovingProfessional, 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 MovingTransportation 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 MovingTransportation 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 MovingProfessional, 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 MovingTransportation 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 MovingTransportation 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 MovingProfessional, 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 MovingTransportation 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 MovingProfessional, 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 MovingProfessional, 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 MovingTransportation 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 MovingTransportation 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 MovingTransportation 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