RU

Occupation · 2026 assessment

Urban mobility Analyst

The Urban mobility Analyst 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.

43%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
Cleaning, joining and preparing data57%
Creating standard reports and visualizations50%
Forming conclusions and checking causality29%
Route building and time estimation54%
Preparing trip documentation58%
Monitoring telemetry and vehicle condition45%
Operating on a standard route59%
Responding to emergency or unusual conditions36%

Task map

AI replaces ↔ AI augments

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

  1. 1Cleaning, joining and preparing dataAI 57% · human 51%
  2. 2Creating standard reports and visualizationsAI 50% · human 54%
  3. 3Forming conclusions and checking causalityAI 29% · human 69%
  4. 4Route building and time estimationAI 54% · human 56%
  5. 5Preparing trip documentationAI 58% · human 58%
  6. 6Monitoring telemetry and vehicle conditionAI 45% · human 58%
  7. 7Operating on a standard routeAI 59% · human 60%
  8. 8Responding to emergency or unusual conditionsAI 36% · human 71%

Why technology can change this work

  • AI automatically drafts analyses, finds correlations and explains standard deviations
  • 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

  • choosing the right question and checking causality rather than correlation alone
  • 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 600per month
2035$7 550scenario estimate
2026: $5 60020262027: $5 80020272028: $6 00020282029: $6 20020292030: $6 40020302031: $6 60020312032: $6 85020322033: $7 10020332034: $7 30020342035: $7 5502035
Find jobs ↗The partner link may contain referral parameters. Data benchmark: U.S. Bureau of Labor Statistics ↗

Practical next step

Where to move next

Do not restart from zero: carry your experience forward and add scarce skills.

Electrician

Established resilient role
New role risk12%
DemandHighDifficultyMediumTime6–12 monthsSkill fit70%

Autonomous Vehicle Safety Operator

Emerging role
New role risk17%
DemandHighDifficultyLowTime3–6 monthsSkill fit87%

Autonomous Vehicle Remote Assistance Specialist

Emerging role
New role risk29%
DemandHighDifficultyLowTime3–6 monthsSkill fit85%

Drone Traffic Manager

Emerging role
New role risk18%
DemandHighDifficultyLowTime3–6 monthsSkill fit83%

Autonomous Rail Supervisor

Emerging role
New role risk13%
DemandHighDifficultyLowTime3–6 monthsSkill fit81%

Autonomous Ship Operations Specialist

Emerging role
New role risk14%
DemandHighDifficultyLowTime3–6 monthsSkill fit81%

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 85% · risk 29%

Search jobs ↗

Autonomous Ship Operations Specialist

Skill fit 81% · risk 14%

Search jobs ↗

Skills you already have

  • analytical question framing
  • metric interpretation
  • traffic-situation assessment
  • safe operation
  • route and regulation knowledge
  • fault response

Skills to build

  • SQL and data preparation
  • visualization and forecasting
  • autonomous-system supervision
  • vehicle telemetry
  • remote vehicle assistance
  • robotic-vehicle diagnostics
CurrentUrban mobility Analyst · 43%
→
Keepanalytical question framing · metric interpretation · traffic-situation assessment
→
AddSQL and data preparation · visualization and forecasting · 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.