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Occupation · 2026 assessment

Farmakolog

Farmakolog is an occupation responsible for diagnosis, treatment or patient care within a defined clinical specialty. The profile assesses automation of individual tasks rather than disappearance of the whole occupation.

Low risk level Search jobs ↗
How risk may change

A forecast estimate, not a guaranteed scenario.

29%2026
32%2028
36%2030
42%2035

Which tasks are exposed

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

TaskRisk
Completing medical records60%
Initial triage of cases52%
Analyzing images and laboratory indicators58%
Drafting care or treatment options46%
Physical examination, procedure or direct care10%
Clinical decision and patient communication5%

Task map

AI replaces ↔ AI augments

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

  1. 1Completing medical recordsAI 60% · human 66%
  2. 2Initial triage of casesAI 52% · human 74%
  3. 3Analyzing images and laboratory indicatorsAI 58% · human 76%
  4. 4Drafting care or treatment optionsAI 46% · human 71%
  5. 5Physical examination, procedure or direct careAI 10% · human 89%
  6. 6Clinical decision and patient communicationAI 5% · human 94%

Why technology can change this work

  • 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

  • clinical accountability and high cost of error
  • physical examination, procedures and care
  • 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
  • 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$10 050per month
2035$14 550scenario estimate
2026: $10 05020262027: $10 45020272028: $10 90020282029: $11 35020292030: $11 85020302031: $12 35020312032: $12 85020322033: $13 40020332034: $13 95020342035: $14 5502035
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.

Rehabilitation Robotics Specialist

Emerging role
New role risk8%
DemandHighDifficultyLowTime3–6 monthsSkill fit89%

Medical AI Safety Officer

Emerging role
New role risk10%
DemandHighDifficultyLowTime3–6 monthsSkill fit87%

Clinical Genomics Coordinator

Emerging role
New role risk12%
DemandHighDifficultyLowTime3–6 monthsSkill fit85%

Computational Pathology Specialist

Emerging role
New role risk15%
DemandHighDifficultyLowTime3–6 monthsSkill fit83%

Remote Care Coordinator

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

AI Evaluation Engineer

Emerging role
New role risk16%
DemandHighDifficultyMediumTime6–12 monthsSkill fit58%

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

  • clinical reasoning
  • patient care
  • risk assessment
  • medical protocol compliance

Skills to build

  • medical AI systems
  • data interpretation
  • digital patient safety
  • validation of algorithmic recommendations
CurrentFarmakolog · 29%
→
Keepclinical reasoning · patient care · risk assessment
→
Addmedical AI systems · data interpretation · digital patient safety

Sources and update

Updated: 2026-09-26 · 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.