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Occupation · 2026 assessment

Enterprise systems QA Engineer

The Enterprise systems QA Engineer 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.

58%2026
61%2028
65%2030
70%2035

Which tasks are exposed

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

TaskRisk
Generating routine code and configuration83%
Preparing tests and technical documentation79%
Classifying errors and analyzing logs73%
Data migrations and routine integrations73%
Architecture and technical trade-offs52%
Security and production accountability39%

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 83% · human 37%
  2. 2Preparing tests and technical documentationAI 79% · human 47%
  3. 3Classifying errors and analyzing logsAI 73% · human 38%
  4. 4Data migrations and routine integrationsAI 73% · human 39%
  5. 5Architecture and technical trade-offsAI 52% · human 43%
  6. 6Security and production accountabilityAI 39% · human 58%

Why technology can change this work

  • code, configuration and documentation are already digital
  • routine code, tests and technical text can be generated automatically
  • a large share of textual, analytical or information tasks is accessible to current AI models
  • the main inputs and outputs already exist in a digital environment
  • 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$10 750per month
2035$14 500scenario estimate
2026: $10 75020262027: $11 10020272028: $11 50020282029: $11 90020292030: $12 30020302031: $12 70020312032: $13 15020322033: $13 60020332034: $14 05020342035: $14 5002035
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%

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%

Analytics Engineer

Established resilient role
New role risk27%
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

  • 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
CurrentEnterprise systems QA Engineer · 58%
→
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.