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Occupation · 2026 assessment

Contract manufacturing Scientific Data Analyst

The Contract manufacturing Scientific Data 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.

32%2026
37%2028
43%2030
52%2035

Which tasks are exposed

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

TaskRisk
Cleaning, joining and preparing data46%
Creating standard reports and visualizations39%
Forming conclusions and checking causality18%
Completing medical records46%
Initial triage of cases36%
Analyzing images and laboratory indicators37%
Drafting care or treatment options30%
Physical examination, procedure or direct care23%

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 46% · human 62%
  2. 2Creating standard reports and visualizationsAI 39% · human 65%
  3. 3Forming conclusions and checking causalityAI 18% · human 80%
  4. 4Completing medical recordsAI 46% · human 63%
  5. 5Initial triage of casesAI 36% · human 71%
  6. 6Analyzing images and laboratory indicatorsAI 37% · human 75%
  7. 7Drafting care or treatment optionsAI 30% · human 69%
  8. 8Physical examination, procedure or direct careAI 23% · human 77%

Why technology can change this work

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

  • choosing the right question and checking causality rather than correlation alone
  • clinical accountability and high cost of error
  • a large share of value comes from human judgement, trust or personal accountability
  • physical examination, procedures and care
  • patient trust and holistic assessment

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$9 500per month
2035$12 850scenario estimate
2026: $9 50020262027: $9 80020272028: $10 15020282029: $10 50020292030: $10 85020302031: $11 25020312032: $11 60020322033: $12 00020332034: $12 40020342035: $12 8502035
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.

Nurse

Established resilient role
New role risk10%
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

  • analytical question framing
  • metric interpretation
  • clinical reasoning
  • patient care
  • risk assessment
  • medical protocol compliance

Skills to build

  • SQL and data preparation
  • visualization and forecasting
  • medical AI systems
  • data interpretation
  • digital patient safety
  • validation of algorithmic recommendations
CurrentContract manufacturing Scientific Data Analyst · 32%
→
Keepanalytical question framing · metric interpretation · clinical reasoning
→
AddSQL and data preparation · visualization and forecasting · medical AI systems

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.