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Occupation · 2026 assessment

Drug development Laboratory Director

The Drug development 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.

14%2026
21%2028
29%2030
40%2035

Which tasks are exposed

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

TaskRisk
Collecting metrics and preparing management reports24%
Resource planning and scenario modelling15%
People, conflict and accountability decisions3%
Operating along a predictable route33%
Monitoring vehicle state through telemetry16%
Decisions in emergency or unpredictable conditions3%
Completing medical records28%
Initial triage of cases18%

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 24% · human 94%
  2. 2Resource planning and scenario modellingAI 15% · human 89%
  3. 3People, conflict and accountability decisionsAI 3% · human 94%
  4. 4Operating along a predictable routeAI 33% · human 78%
  5. 5Monitoring vehicle state through telemetryAI 16% · human 94%
  6. 6Decisions in emergency or unpredictable conditionsAI 3% · human 90%
  7. 7Completing medical recordsAI 28% · human 81%
  8. 8Initial triage of casesAI 18% · human 89%

Why technology can change this work

  • AI prepares reports, plans, minutes and management options
  • autopilot gradually takes control in constrained, well-mapped environments
  • AI accelerates analysis of images, records and laboratory indicators
  • documentation and preliminary triage can be automated
  • decision-support systems compare symptoms with large datasets

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
  • clinical accountability and high cost of error
  • physical examination, procedures and care

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 300per month
2035$17 800scenario estimate
2026: $12 30020262027: $12 80020272028: $13 35020282029: $13 90020292030: $14 50020302031: $15 10020312032: $15 75020322033: $16 40020332034: $17 05020342035: $17 8002035
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.

General Practitioner

Established resilient role
New role risk19%
DemandHighDifficultyLowTime3–6 monthsSkill fit89%

Digital Therapeutics Designer

Emerging role
New role risk18%
DemandHighDifficultyLowTime3–6 monthsSkill fit87%

Clinical AI Implementation Specialist

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

Medical AI Safety Officer

Emerging role
New role risk10%
DemandHighDifficultyLowTime3–6 monthsSkill fit83%

Clinical Genomics Coordinator

Emerging role
New role risk12%
DemandHighDifficultyLowTime3–6 monthsSkill fit81%

Computational Pathology Specialist

Emerging role
New role risk15%
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.

Clinical AI Implementation Specialist

Skill fit 85% · risk 14%

Search jobs ↗

Skills you already have

  • goal setting
  • people management
  • resource allocation
  • spatial attention
  • emergency response
  • clinical reasoning

Skills to build

  • AI-enabled team management
  • auditing AI management recommendations
  • remote autonomous-vehicle supervision
  • telemetry work
  • medical AI systems
  • data interpretation
CurrentDrug development Laboratory Director · 14%
→
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.