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Occupation · 2026 assessment

Bionics Specialist

A Bionics Specialist frames research questions, obtains and validates evidence and is accountable for reproducible, sound scientific conclusions. The assessment separates automation of individual tasks from accountability for the professional outcome.

Low risk level Calculate my risk → Search jobs ↗
How risk may change

Eine Prognose, kein garantiertes Szenario.

30%2026
33%2028
37%2030
43%2035

Which tasks are exposed

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

TaskRisk
reviewing scientific literature48%
forming a hypothesis43%
designing the study39%
collecting samples or data34%
performing measurements28%
statistical analysis18%
interpreting results7%
preparing publication3%

Task map

AI replaces ↔ AI augments

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

  1. 1reviewing scientific literatureAI 48% · human 60%
  2. 2forming a hypothesisAI 43% · human 64%
  3. 3designing the studyAI 39% · human 69%
  4. 4collecting samples or dataAI 34% · human 74%
  5. 5performing measurementsAI 28% · human 76%
  6. 6statistical analysisAI 18% · human 76%
  7. 7interpreting resultsAI 7% · human 74%
  8. 8preparing publicationAI 3% · human 76%

Why technology can change this work

  • digital tools reduce preparation and control time
  • full automation is constrained by variable real-world conditions
  • many cases still require professional judgement
  • the main inputs and outputs already exist digitally

What protects the occupation

  • framing a testable question
  • interpreting ambiguous evidence
  • scientific accountability

Deutschland · 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€5 720per month
2035€7 850scenario estimate
2026: €5 72020262027: €5 92020272028: €6 14020282029: €6 36020292030: €6 58020302031: €6 82020312032: €7 06020322033: €7 32020332034: €7 58020342035: €7 8502035
Find jobs · Bundesagentur für Arbeit ↗The partner link may contain referral parameters. Data benchmark: Eurostat ↗

Practical next step

Where to move next

Do not restart from zero: carry your experience forward and add scarce skills.

AI Evaluation Engineer

Emerging role
New role risk16%
DemandHighDifficultyMediumTime6–12 monthsSkill fit72%

Model Behavior Analyst

Emerging role
New role risk19%
DemandHighDifficultyMediumTime6–12 monthsSkill fit70%

Climate Risk Modeler

Emerging role
New role risk16%
DemandHighDifficultyLowTime3–6 monthsSkill fit85%

Environmental Digital Twin Specialist

Emerging role
New role risk14%
DemandHighDifficultyLowTime3–6 monthsSkill fit83%

Materials Discovery Specialist

Emerging role
New role risk13%
DemandHighDifficultyLowTime3–6 monthsSkill fit81%

Bioinformatics Pipeline Engineer

Emerging role
New role risk13%
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.

Environmental Digital Twin Specialist

Skill fit 83% · risk 14%

Search jobs ↗

Skills you already have

  • research methodology
  • laboratory or field methods
  • statistics
  • critical thinking
  • scientific writing
  • reproducibility

Skills to build

  • computational methods
  • experiment automation
  • open data
  • AI-hypothesis verification
  • scientific programming
  • research-data management
CurrentBionics Specialist · 30%
→
Keepresearch methodology · laboratory or field methods · statistics
→
Addcomputational methods · experiment automation · open data

Sources and update

Aktualisiert: 2026-09-27 · Assessment confidence: Medium

International Labour Organization · 2025Generative AI and Jobs: A Refined Global Index of Occupational Exposure

Около 30 000 задач; глобальная оценка воздействия GenAI по детализированным группам профессий.

World Economic Forum · 2025The Future of Jobs Report 2025

Опрос более 1 000 работодателей, представляющих свыше 14 млн работников в 55 экономиках.

O*NET Resource Center · 2026O*NET Database

Структура профессий, задач, навыков и рабочих контекстов.