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Occupation · 2026 assessment

Urban bus transport Operations Manager

The Urban bus transport Operations Manager 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.

Low risk level Search jobs ↗
How risk may change

A forecast estimate, not a guaranteed scenario.

26%2026
32%2028
39%2030
48%2035

Which tasks are exposed

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

TaskRisk
Collecting metrics and preparing management reports36%
Resource planning and scenario modelling27%
People, conflict and accountability decisions6%
Operating along a predictable route45%
Monitoring vehicle state through telemetry28%
Decisions in emergency or unpredictable conditions5%
Route building and time estimation37%
Preparing trip documentation41%

Task map

AI replaces ↔ AI augments

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

  1. 1Collecting metrics and preparing management reportsAI 36% · human 83%
  2. 2Resource planning and scenario modellingAI 27% · human 77%
  3. 3People, conflict and accountability decisionsAI 6% · human 88%
  4. 4Operating along a predictable routeAI 45% · human 66%
  5. 5Monitoring vehicle state through telemetryAI 28% · human 82%
  6. 6Decisions in emergency or unpredictable conditionsAI 5% · human 81%
  7. 7Route building and time estimationAI 37% · human 73%
  8. 8Preparing trip documentationAI 41% · human 75%

Why technology can change this work

  • AI prepares reports, plans, minutes and management options
  • 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

  • accountability for people, priorities and conflicting interests
  • operation in bad weather, road works and unpredictable human behavior
  • a large share of value comes from human judgement, trust or personal accountability
  • 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$6 200per month
2035$8 400scenario estimate
2026: $6 20020262027: $6 40020272028: $6 65020282029: $6 85020292030: $7 10020302031: $7 35020312032: $7 60020322033: $7 85020332034: $8 10020342035: $8 4002035
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 Rail Supervisor

Emerging role
New role risk13%
DemandHighDifficultyLowTime3–6 monthsSkill fit87%

Autonomous Ship Operations Specialist

Emerging role
New role risk14%
DemandHighDifficultyLowTime3–6 monthsSkill fit85%

Robotics Maintenance Planner

Emerging role
New role risk15%
DemandHighDifficultyMediumTime6–12 monthsSkill fit64%

Robot Fleet Manager

Emerging role
New role risk12%
DemandHighDifficultyMediumTime6–12 monthsSkill fit62%

Last-Mile Drone Coordinator

Emerging role
New role risk25%
DemandHighDifficultyMediumTime6–12 monthsSkill fit64%

Job search and transitions

Find work with a lower risk index

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

Autonomous Ship Operations Specialist

Skill fit 85% · risk 14%

Search jobs ↗

Skills you already have

  • goal setting
  • people management
  • resource allocation
  • spatial attention
  • emergency response
  • traffic-situation assessment

Skills to build

  • AI-enabled team management
  • auditing AI management recommendations
  • remote autonomous-vehicle supervision
  • telemetry work
  • autonomous-system supervision
  • vehicle telemetry
CurrentUrban bus transport Operations Manager · 26%
→
Keepgoal setting · people management · resource allocation
→
AddAI-enabled team management · auditing AI management recommendations · remote autonomous-vehicle 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.