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Occupation · 2026 assessment

Hydropower Laboratory Director

The Hydropower Laboratory Director 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.

Very low risk level Search jobs ↗
How risk may change

A forecast estimate, not a guaranteed scenario.

16%2026
23%2028
31%2030
41%2035

Which tasks are exposed

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

TaskRisk
Collecting metrics and preparing management reports26%
Resource planning and scenario modelling17%
People, conflict and accountability decisions3%
Operating along a predictable route35%
Monitoring vehicle state through telemetry18%
Decisions in emergency or unpredictable conditions3%
Collecting telemetry and preparing shift reports27%
Forecasting load and consumption21%

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 26% · human 93%
  2. 2Resource planning and scenario modellingAI 17% · human 87%
  3. 3People, conflict and accountability decisionsAI 3% · human 94%
  4. 4Operating along a predictable routeAI 35% · human 76%
  5. 5Monitoring vehicle state through telemetryAI 18% · human 92%
  6. 6Decisions in emergency or unpredictable conditionsAI 3% · human 88%
  7. 7Collecting telemetry and preparing shift reportsAI 27% · human 83%
  8. 8Forecasting load and consumptionAI 21% · human 93%

Why technology can change this work

  • AI prepares reports, plans, minutes and management options
  • autopilot gradually takes control in constrained, well-mapped environments
  • smart grids automatically balance generation and demand
  • AI forecasts load and output
  • robots and drones inspect hazardous assets

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
  • the physical environment is too variable for near-term full robotics automation
  • critical-infrastructure accountability
  • physical work and emergency restoration

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$12 250per month
2035$17 700scenario estimate
2026: $12 25020262027: $12 75020272028: $13 30020282029: $13 85020292030: $14 45020302031: $15 05020312032: $15 65020322033: $16 30020332034: $17 00020342035: $17 7002035
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.

Industrial Automation Engineer

Established resilient role
New role risk21%
DemandHighDifficultyMediumTime6–12 monthsSkill fit72%

Renewable Energy Forecasting Analyst

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

Battery Lifecycle Manager

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

Climate Risk Modeler

Emerging role
New role risk16%
DemandHighDifficultyMediumTime6–12 monthsSkill fit60%

Carbon Accounting Automation Specialist

Emerging role
New role risk22%
DemandHighDifficultyLowTime3–6 monthsSkill fit81%

Digital Twin Engineer

Emerging role
New role risk14%
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.

Renewable Energy Forecasting Analyst

Skill fit 87% · risk 17%

Search jobs ↗

Carbon Accounting Automation Specialist

Skill fit 81% · risk 22%

Search jobs ↗

Skills you already have

  • goal setting
  • people management
  • resource allocation
  • spatial attention
  • emergency response
  • energy-system understanding

Skills to build

  • AI-enabled team management
  • auditing AI management recommendations
  • remote autonomous-vehicle supervision
  • telemetry work
  • smart grids
  • energy storage
CurrentHydropower Laboratory Director · 16%
→
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.