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Occupation · 2026 assessment

General surgery Service Engineer

The General surgery Service Engineer 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.

19%2026
25%2028
33%2030
43%2035

Which tasks are exposed

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

TaskRisk
Drafting a preliminary assessment from patient data22%
Checking drug interactions and protocols26%
Clinical decisions and patient accountability3%
Variant calculations and parameter selection29%
Preparing drawings and technical documents24%
Modeling and checking standard operating modes22%
Diagnostics using telemetry and logs21%
Component integration and prototype testing16%

Task map

AI replaces ↔ AI augments

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

  1. 1Drafting a preliminary assessment from patient dataAI 22% · human 81%
  2. 2Checking drug interactions and protocolsAI 26% · human 77%
  3. 3Clinical decisions and patient accountabilityAI 3% · human 92%
  4. 4Variant calculations and parameter selectionAI 29% · human 77%
  5. 5Preparing drawings and technical documentsAI 24% · human 81%
  6. 6Modeling and checking standard operating modesAI 22% · human 81%
  7. 7Diagnostics using telemetry and logsAI 21% · human 89%
  8. 8Component integration and prototype testingAI 16% · human 81%

Why technology can change this work

  • decision-support systems suggest diagnostic hypotheses and check prescriptions
  • AI generates design options and assists calculations
  • digital twins accelerate testing
  • routine documentation and component selection can be automated

What protects the occupation

  • informed consent and treatment accountability
  • system reliability and safety accountability
  • a large share of value comes from human judgement, trust or personal accountability
  • real constraints of materials and equipment
  • integration of mechanics, electronics and software

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$10 650per month
2035$15 400scenario estimate
2026: $10 65020262027: $11 10020272028: $11 55020282029: $12 05020292030: $12 55020302031: $13 05020312032: $13 60020322033: $14 20020332034: $14 80020342035: $15 4002035
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.

Electrician

Established resilient role
New role risk12%
DemandHighDifficultyLowTime3–6 monthsSkill fit89%

Generative Design Engineer

Emerging role
New role risk16%
DemandHighDifficultyLowTime3–6 monthsSkill fit87%

AI Security Engineer

Emerging role
New role risk14%
DemandHighDifficultyHighTime12–24 monthsSkill fit54%

Energy Storage Optimizer

Emerging role
New role risk12%
DemandHighDifficultyMediumTime6–12 monthsSkill fit64%

Robot Safety Engineer

Emerging role
New role risk10%
DemandHighDifficultyLowTime3–6 monthsSkill fit81%

Robotics Maintenance Planner

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.

Skills you already have

  • differential diagnosis
  • medical-risk communication
  • engineering thinking
  • calculation and diagnostics
  • technical documentation
  • physical-constraint understanding

Skills to build

  • clinical AI validation
  • data-driven medicine
  • digital twins
  • robotics and mechatronics
  • AI-assisted engineering
  • systems safety
CurrentGeneral surgery Service Engineer · 19%
→
Keepdifferential diagnosis · medical-risk communication · engineering thinking
→
Addclinical AI validation · data-driven medicine · digital twins

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.