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Occupation · 2026 assessment

Unmanned aviation Analyst

The Unmanned aviation 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.

Low risk level Search jobs ↗
How risk may change

A forecast estimate, not a guaranteed scenario.

40%2026
45%2028
51%2030
58%2035

Which tasks are exposed

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

TaskRisk
Cleaning, joining and preparing data54%
Creating standard reports and visualizations47%
Forming conclusions and checking causality26%
Operating along a predictable route59%
Monitoring vehicle state through telemetry42%
Decisions in emergency or unpredictable conditions19%
Route building and time estimation51%
Preparing trip documentation55%

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 54% · human 54%
  2. 2Creating standard reports and visualizationsAI 47% · human 57%
  3. 3Forming conclusions and checking causalityAI 26% · human 72%
  4. 4Operating along a predictable routeAI 59% · human 52%
  5. 5Monitoring vehicle state through telemetryAI 42% · human 68%
  6. 6Decisions in emergency or unpredictable conditionsAI 19% · human 67%
  7. 7Route building and time estimationAI 51% · human 59%
  8. 8Preparing trip documentationAI 55% · human 61%

Why technology can change this work

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

  • choosing the right question and checking causality rather than correlation alone
  • 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 200per month
2035$7 050scenario estimate
2026: $5 20020262027: $5 40020272028: $5 55020282029: $5 75020292030: $5 95020302031: $6 15020312032: $6 35020322033: $6 55020332034: $6 80020342035: $7 0502035
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.

Robotics Technician

Established resilient role
New role risk18%
DemandHighDifficultyMediumTime6–12 monthsSkill fit70%

Last-Mile Drone Coordinator

Emerging role
New role risk25%
DemandHighDifficultyMediumTime6–12 monthsSkill fit70%

Autonomous Vehicle Safety Operator

Emerging role
New role risk17%
DemandHighDifficultyLowTime3–6 monthsSkill fit85%

Autonomous Vehicle Remote Assistance Specialist

Emerging role
New role risk29%
DemandHighDifficultyLowTime3–6 monthsSkill fit83%

Drone Traffic Manager

Emerging role
New role risk18%
DemandHighDifficultyLowTime3–6 monthsSkill fit81%

Autonomous Rail Supervisor

Emerging role
New role risk13%
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 83% · risk 29%

Search jobs ↗

Skills you already have

  • analytical question framing
  • metric interpretation
  • spatial attention
  • emergency response
  • traffic-situation assessment
  • safe operation

Skills to build

  • SQL and data preparation
  • visualization and forecasting
  • remote autonomous-vehicle supervision
  • telemetry work
  • autonomous-system supervision
  • vehicle telemetry
CurrentUnmanned aviation Analyst · 40%
→
Keepanalytical question framing · metric interpretation · spatial attention
→
AddSQL and data preparation · visualization and forecasting · 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.