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Occupation · 2026 assessment

Synthetic data Solutions Developer

The Synthetic data Solutions Developer 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.

Low risk level Search jobs ↗
How risk may change

A forecast estimate, not a guaranteed scenario.

34%2026
39%2028
45%2030
53%2035

Which tasks are exposed

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

TaskRisk
Generating CRUD code and standard modules62%
Creating migrations, tests and documentation58%
Reviewing and validating generated code33%
Generating routine code and configuration59%
Preparing tests and technical documentation55%
Classifying errors and analyzing logs49%
Data migrations and routine integrations49%
Architecture and technical trade-offs28%

Task map

AI replaces ↔ AI augments

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

  1. 1Generating CRUD code and standard modulesAI 62% · human 58%
  2. 2Creating migrations, tests and documentationAI 58% · human 57%
  3. 3Reviewing and validating generated codeAI 33% · human 73%
  4. 4Generating routine code and configurationAI 59% · human 61%
  5. 5Preparing tests and technical documentationAI 55% · human 71%
  6. 6Classifying errors and analyzing logsAI 49% · human 62%
  7. 7Data migrations and routine integrationsAI 49% · human 63%
  8. 8Architecture and technical trade-offsAI 28% · human 67%

Why technology can change this work

  • tools automate data preparation, experiments and parts of modelling
  • AI agents already create routine functions, tests, migrations and documentation
  • 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
  • understanding architecture and the consequences of changing a live system
  • a large share of value comes from human judgement, trust or personal accountability
  • 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$10 850per month
2035$14 650scenario estimate
2026: $10 85020262027: $11 20020272028: $11 60020282029: $12 00020292030: $12 40020302031: $12 80020312032: $13 25020322033: $13 70020332034: $14 20020342035: $14 6502035
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 Engineer

Established resilient role
New role risk13%
DemandHighDifficultyLowTime3–6 monthsSkill fit89%

Data Analyst

Established resilient role
New role risk51%
DemandHighDifficultyLowTime3–6 monthsSkill fit87%

Analytics Engineer

Established resilient role
New role risk27%
DemandHighDifficultyLowTime3–6 monthsSkill fit85%

AI Security Engineer

Emerging role
New role risk14%
DemandHighDifficultyMediumTime6–12 monthsSkill fit66%

AI Workflow Designer

Emerging role
New role risk31%
DemandHighDifficultyLowTime3–6 monthsSkill fit81%

Product Manager

Established resilient role
New role risk31%
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

  • data work
  • hypothesis testing
  • model-quality evaluation
  • reading existing code
  • task decomposition
  • systems thinking

Skills to build

  • AI-system evaluation
  • model-behavior monitoring
  • AI governance
  • software AI-agent orchestration
  • review and validation of generated code
  • AI-agent-assisted development
CurrentSynthetic data Solutions Developer · 34%
→
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.