Occupation · 2026 assessment

Train Driver

The Train Driver role combines repeatable operations with decisions that require professional context. The index measures task exposure to AI, software automation and robotics—not the probability that the occupation disappears.

Moderate risk level Search jobs ↗
How risk may change

A forecast estimate, not a guaranteed scenario.

44%2026
48%2028
53%2030
60%2035

Which tasks are exposed

Risk applies to individual tasks—not to a person or an entire occupation.

TaskRisk
Operating along a predictable route63%
Monitoring vehicle state through telemetry46%
Decisions in emergency or unpredictable conditions23%
Route building and time estimation55%
Preparing trip documentation59%
Monitoring telemetry and vehicle condition46%
Operating on a standard route60%
Responding to emergency or unusual conditions37%

Task map

AI replaces ↔ AI augments

Each task is positioned by AI capability and the degree of human involvement still required.

  1. 1Operating along a predictable routeAI 63% · human 48%
  2. 2Monitoring vehicle state through telemetryAI 46% · human 64%
  3. 3Decisions in emergency or unpredictable conditionsAI 23% · human 63%
  4. 4Route building and time estimationAI 55% · human 55%
  5. 5Preparing trip documentationAI 59% · human 57%
  6. 6Monitoring telemetry and vehicle conditionAI 46% · human 57%
  7. 7Operating on a standard routeAI 60% · human 59%
  8. 8Responding to emergency or unusual conditionsAI 37% · human 70%

Why technology can change this work

  • autopilot gradually takes control in constrained, well-mapped environments
  • routing and dispatch are already algorithmically optimized
  • driver-assistance systems take more control functions
  • autonomous transport is advancing in predictable environments

What protects the occupation

  • operation in bad weather, road works and unpredictable human behavior
  • responsibility for passenger and cargo safety
  • response to unusual road conditions
  • work in mixed human-machine-infrastructure environments

United States · before tax

Average pay and outlook

Estimated nominal monthly pay. The scenario reflects sector, demand and task resilience; it is not a guarantee of income.

2026$5 000per month
2035$6 750scenario estimate
2026: $5 00020262027: $5 15020272028: $5 35020282029: $5 55020292030: $5 70020302031: $5 90020312032: $6 10020322033: $6 30020332034: $6 55020342035: $6 7502035
Find jobs ↗The partner link may contain referral parameters. Data benchmark: U.S. Bureau of Labor Statistics ↗

Job search and transitions

Find work with a lower risk index

Compare adjacent paths and open a current search for the selected occupation.

Autonomous Vehicle Remote Assistance Specialist

Skill fit 81% · risk 29%

Search jobs ↗

Skills you already have

  • spatial attention
  • emergency response
  • traffic-situation assessment
  • safe operation
  • route and regulation knowledge
  • fault response

Skills to build

  • remote autonomous-vehicle supervision
  • telemetry work
  • autonomous-system supervision
  • vehicle telemetry
  • remote vehicle assistance
  • robotic-vehicle diagnostics
CurrentTrain Driver · 44%
→
Keepspatial attention · emergency response · traffic-situation assessment
→
Addremote autonomous-vehicle supervision · telemetry work · autonomous-system supervision

Sources and update

Updated: 2026-09-25 · Assessment confidence: Medium

International Labour Organization · 2025Generative AI and Jobs: A Refined Global Index of Occupational Exposure

Nearly 30,000 tasks; a global assessment of GenAI exposure across detailed occupational groups.

World Economic Forum · 2025The Future of Jobs Report 2025

A survey of more than 1,000 employers representing over 14 million workers across 55 economies.

O*NET Resource Center · 2026O*NET Database

Occupational, task, skill and work-context structure.