RU

Occupation · 2026 assessment

ML Model Validator

Emerging role

An emerging specialist who combines domain expertise with technology in AI governance and regulation. The role focuses on framing tasks, validating outputs, managing risk and taking responsibility for deployment in the real world.

Why this role is emerging: An emerging role at the intersection of AI governance and regulation. It is developing as organizations deploy AI, autonomous systems and robotics; the scope will evolve with practice and regulation.
Very low risk level Search jobs ↗
How risk may change

A forecast estimate, not a guaranteed scenario.

20%2026
26%2028
33%2030
43%2035

Which tasks are exposed

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

TaskRisk
Entering and classifying financial documents45%
Reconciling transactions and detecting discrepancies42%
Preparing standard financial reports40%
Detecting anomalies and monitoring metrics35%
Scenario planning and interpreting results16%
Approving decisions and financial accountability3%

Task map

AI replaces ↔ AI augments

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

  1. 1Entering and classifying financial documentsAI 45% · human 74%
  2. 2Reconciling transactions and detecting discrepanciesAI 42% · human 85%
  3. 3Preparing standard financial reportsAI 40% · human 86%
  4. 4Detecting anomalies and monitoring metricsAI 35% · human 75%
  5. 5Scenario planning and interpreting resultsAI 16% · human 84%
  6. 6Approving decisions and financial accountabilityAI 3% · human 94%

Why technology can change this work

  • tools automate data preparation, experiments and parts of modelling
  • documents, transactions and reports have structured digital formats
  • reconciliation, classification and standard calculations repeat
  • rules and anomalies can be checked by software

What protects the occupation

  • choosing the right objective, data and model-quality criteria
  • accountability for financial decisions
  • a large share of value comes from human judgement, trust or personal accountability
  • non-standard transactions and regulatory change
  • negotiation with management, auditors and regulators

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 450per month
2035$16 250scenario estimate
2026: $10 45020262027: $10 95020272028: $11 55020282029: $12 10020292030: $12 70020302031: $13 35020312032: $14 00020322033: $14 70020332034: $15 45020342035: $16 2502035
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.

AI Auditor

Emerging role
New role risk24%
DemandHighDifficultyLowTime3–6 monthsSkill fit89%

AI Cost Optimization Analyst

Emerging role
New role risk27%
DemandHighDifficultyLowTime3–6 monthsSkill fit87%

AI Compliance Officer

Emerging role
New role risk22%
DemandHighDifficultyHighTime3–6 yearsSkill fit41%

Financial Analyst

Established resilient role
New role risk45%
DemandMediumDifficultyLowTime3–6 monthsSkill fit81%

AI Risk Manager

Emerging role
New role risk19%
DemandHighDifficultyLowTime3–6 monthsSkill fit81%

Data Analyst

Established resilient role
New role risk51%
DemandHighDifficultyMediumTime6–12 monthsSkill fit64%

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

  • data work
  • hypothesis testing
  • model-quality evaluation
  • financial literacy
  • financial reporting
  • accuracy and attention to detail

Skills to build

  • AI-system evaluation
  • model-behavior monitoring
  • AI governance
  • data analytics
  • BI tools
  • accounting automation
CurrentML Model Validator · 20%
→
Keepdata work · hypothesis testing · model-quality evaluation
→
AddAI-system evaluation · model-behavior monitoring · AI governance

Sources and update

Updated: 2026-09-25 · Assessment confidence: Low

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.