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Occupation · 2026 assessment

Marketing analytics Solutions Developer

The Marketing analytics 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.

37%2026
42%2028
48%2030
56%2035

Which tasks are exposed

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

TaskRisk
Generating CRUD code and standard modules65%
Creating migrations, tests and documentation61%
Reviewing and validating generated code36%
Cleaning, joining and preparing data61%
Creating standard reports and visualizations59%
Forming conclusions and checking causality31%
Generating routine code and configuration62%
Preparing tests and technical documentation58%

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 65% · human 55%
  2. 2Creating migrations, tests and documentationAI 61% · human 54%
  3. 3Reviewing and validating generated codeAI 36% · human 70%
  4. 4Cleaning, joining and preparing dataAI 61% · human 54%
  5. 5Creating standard reports and visualizationsAI 59% · human 55%
  6. 6Forming conclusions and checking causalityAI 31% · human 72%
  7. 7Generating routine code and configurationAI 62% · human 58%
  8. 8Preparing tests and technical documentationAI 58% · human 68%

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
  • 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
  • choosing the right question and checking causality rather than correlation alone
  • a large share of value comes from human judgement, trust or personal accountability
  • understanding architecture and the consequences of changing a live system
  • architecture decisions and production accountability
  • understanding business constraints and legacy systems

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.

Data Analyst

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

Product Manager

Established resilient role
New role risk31%
DemandHighDifficultyLowTime3–6 monthsSkill fit87%

Digital Twin Engineer

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

AI Application Engineer

Established resilient role
New role risk19%
DemandHighDifficultyLowTime3–6 monthsSkill fit83%

AI Agent Supervisor

Emerging role
New role risk24%
DemandHighDifficultyLowTime3–6 monthsSkill fit81%

AI Evaluation Engineer

Emerging role
New role risk16%
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
  • analytical question framing
  • metric interpretation
  • reading existing code

Skills to build

  • AI-system evaluation
  • model-behavior monitoring
  • AI governance
  • SQL and data preparation
  • visualization and forecasting
  • software AI-agent orchestration
CurrentMarketing analytics Solutions Developer · 37%
→
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.