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Occupation · 2026 assessment

CRM Developer

The CRM 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.

Moderate risk level Search jobs ↗
How risk may change

A forecast estimate, not a guaranteed scenario.

45%2026
49%2028
54%2030
61%2035

Which tasks are exposed

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

TaskRisk
Generating CRUD code and standard modules73%
Creating migrations, tests and documentation69%
Reviewing and validating generated code44%
Generating routine code and configuration70%
Preparing tests and technical documentation66%
Classifying errors and analyzing logs60%
Data migrations and routine integrations60%
Architecture and technical trade-offs39%

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 73% · human 47%
  2. 2Creating migrations, tests and documentationAI 69% · human 46%
  3. 3Reviewing and validating generated codeAI 44% · human 62%
  4. 4Generating routine code and configurationAI 70% · human 50%
  5. 5Preparing tests and technical documentationAI 66% · human 60%
  6. 6Classifying errors and analyzing logsAI 60% · human 51%
  7. 7Data migrations and routine integrationsAI 60% · human 52%
  8. 8Architecture and technical trade-offsAI 39% · human 56%

Why technology can change this work

  • 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

  • understanding architecture and the consequences of changing a live system
  • 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 650per month
2035$14 400scenario estimate
2026: $10 65020262027: $11 00020272028: $11 40020282029: $11 75020292030: $12 15020302031: $12 60020312032: $13 00020322033: $13 45020332034: $13 90020342035: $14 4002035
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%

Digital Twin Engineer

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

AI Application Engineer

Established resilient role
New role risk19%
DemandHighDifficultyLowTime3–6 monthsSkill fit85%

AI Agent Supervisor

Emerging role
New role risk24%
DemandHighDifficultyLowTime3–6 monthsSkill fit83%

AI Evaluation Engineer

Emerging role
New role risk16%
DemandHighDifficultyLowTime3–6 monthsSkill fit81%

Data Analyst

Established resilient role
New role risk51%
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

  • reading existing code
  • task decomposition
  • systems thinking
  • software-system understanding
  • debugging
  • requirements work

Skills to build

  • software AI-agent orchestration
  • review and validation of generated code
  • AI-agent-assisted development
  • architecture and system design
  • AI-generated code security
  • observability and DevOps
CurrentCRM Developer · 45%
→
Keepreading existing code · task decomposition · systems thinking
→
Addsoftware AI-agent orchestration · review and validation of generated code · AI-agent-assisted development

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.