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Occupation · 2026 assessment

CRM systems Administrator

The CRM systems Administrator 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.

51%2026
55%2028
60%2030
66%2035

Which tasks are exposed

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

TaskRisk
Generating routine code and configuration76%
Preparing tests and technical documentation72%
Classifying errors and analyzing logs66%
Data migrations and routine integrations66%
Architecture and technical trade-offs45%
Security and production accountability32%

Task map

AI replaces ↔ AI augments

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

  1. 1Generating routine code and configurationAI 76% · human 44%
  2. 2Preparing tests and technical documentationAI 72% · human 54%
  3. 3Classifying errors and analyzing logsAI 66% · human 45%
  4. 4Data migrations and routine integrationsAI 66% · human 46%
  5. 5Architecture and technical trade-offsAI 45% · human 50%
  6. 6Security and production accountabilityAI 32% · human 65%

Why technology can change this work

  • 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

  • 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$12 450per month
2035$16 800scenario estimate
2026: $12 45020262027: $12 85020272028: $13 30020282029: $13 75020292030: $14 25020302031: $14 70020312032: $15 20020322033: $15 75020332034: $16 25020342035: $16 8002035
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.

Robotics Technician

Established resilient role
New role risk18%
DemandHighDifficultyMediumTime6–12 monthsSkill fit70%

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

  • systems thinking
  • software-system understanding
  • debugging
  • requirements work

Skills to build

  • AI-agent-assisted development
  • architecture and system design
  • AI-generated code security
  • observability and DevOps
CurrentCRM systems Administrator · 51%
→
Keepsystems thinking · software-system understanding · debugging
→
AddAI-agent-assisted development · architecture and system design · AI-generated code security

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.