Occupation · 2026 assessment

Wind energy Laboratory Technician

The Wind energy Laboratory Technician 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
Diagnostics using fault codes and telemetry47%
Planning scheduled maintenance51%
Physical repair of a non-standard fault36%
Collecting telemetry and preparing shift reports54%
Forecasting load and consumption48%
Automated equipment-condition monitoring47%
Routine switching under normal conditions54%
Field repair and fault localization37%

Task map

AI replaces ↔ AI augments

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

  1. 1Diagnostics using fault codes and telemetryAI 47% · human 58%
  2. 2Planning scheduled maintenanceAI 51% · human 64%
  3. 3Physical repair of a non-standard faultAI 36% · human 58%
  4. 4Collecting telemetry and preparing shift reportsAI 54% · human 56%
  5. 5Forecasting load and consumptionAI 48% · human 66%
  6. 6Automated equipment-condition monitoringAI 47% · human 55%
  7. 7Routine switching under normal conditionsAI 54% · human 56%
  8. 8Field repair and fault localizationAI 37% · human 65%

Why technology can change this work

  • predictive diagnostics identify likely failure points in advance
  • smart grids automatically balance generation and demand
  • AI forecasts load and output
  • robots and drones inspect hazardous assets

What protects the occupation

  • physical diagnosis, repair and post-intervention equipment validation
  • critical-infrastructure accountability
  • physical work and emergency restoration
  • system decisions under grid instability

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$7 550per month
2035$10 200scenario estimate
2026: $7 55020262027: $7 80020272028: $8 05020282029: $8 35020292030: $8 65020302031: $8 90020312032: $9 25020322033: $9 55020332034: $9 85020342035: $10 2002035
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.

Renewable Energy Forecasting Analyst

Skill fit 83% · risk 17%

Search jobs ↗

Skills you already have

  • fault finding
  • maintenance
  • safe equipment work
  • energy-system understanding
  • technical diagnostics
  • safety-procedure compliance

Skills to build

  • predictive maintenance
  • telemetry-based diagnostics
  • smart grids
  • energy storage
  • load forecasting
  • robotic inspection
CurrentWind energy Laboratory Technician · 43%
→
Keepfault finding · maintenance · safe equipment work
→
Addpredictive maintenance · telemetry-based diagnostics · smart grids

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.