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Occupation · 2026 assessment

Large language models Analyst

The Large language models 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.

Moderate risk level Search jobs ↗
How risk may change

A forecast estimate, not a guaranteed scenario.

43%2026
48%2028
53%2030
60%2035

Which tasks are exposed

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

TaskRisk
Cleaning, joining and preparing data67%
Creating standard reports and visualizations65%
Forming conclusions and checking causality37%
Generating routine code and configuration68%
Preparing tests and technical documentation64%
Classifying errors and analyzing logs58%
Data migrations and routine integrations58%
Architecture and technical trade-offs37%

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 67% · human 48%
  2. 2Creating standard reports and visualizationsAI 65% · human 49%
  3. 3Forming conclusions and checking causalityAI 37% · human 66%
  4. 4Generating routine code and configurationAI 68% · human 52%
  5. 5Preparing tests and technical documentationAI 64% · human 62%
  6. 6Classifying errors and analyzing logsAI 58% · human 53%
  7. 7Data migrations and routine integrationsAI 58% · human 54%
  8. 8Architecture and technical trade-offsAI 37% · human 58%

Why technology can change this work

  • tools automate data preparation, experiments and parts of modelling
  • AI automatically drafts analyses, finds correlations and explains standard deviations
  • code, configuration and documentation are already digital
  • routine code, tests and technical text can be generated automatically
  • many outputs can be checked with tests and static analysis

What protects the occupation

  • choosing the right objective, data and model-quality criteria
  • choosing the right question and checking causality rather than correlation alone
  • architecture decisions and production accountability
  • understanding business constraints and legacy systems
  • security and complex system integration

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$11 050per month
2035$14 950scenario estimate
2026: $11 05020262027: $11 45020272028: $11 80020282029: $12 20020292030: $12 65020302031: $13 05020312032: $13 50020322033: $13 95020332034: $14 45020342035: $14 9502035
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.

Data Analyst

Established resilient role
New role risk51%
DemandHighDifficultyLowTime3–6 monthsSkill fit89%

Analytics Engineer

Established resilient role
New role risk27%
DemandHighDifficultyLowTime3–6 monthsSkill fit87%

AI Security Engineer

Emerging role
New role risk14%
DemandHighDifficultyMediumTime6–12 monthsSkill fit68%

AI Workflow Designer

Emerging role
New role risk31%
DemandHighDifficultyLowTime3–6 monthsSkill fit83%

Product Manager

Established resilient role
New role risk31%
DemandHighDifficultyLowTime3–6 monthsSkill fit81%

Digital Twin Engineer

Emerging role
New role risk14%
DemandHighDifficultyMediumTime6–12 monthsSkill fit62%

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
  • analytical question framing
  • metric interpretation
  • systems thinking

Skills to build

  • AI-system evaluation
  • model-behavior monitoring
  • AI governance
  • SQL and data preparation
  • visualization and forecasting
  • AI-agent-assisted development
CurrentLarge language models Analyst · 43%
→
Keepdata work · hypothesis testing · model-quality evaluation
→
AddAI-system evaluation · model-behavior monitoring · AI governance

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.