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Occupation · 2026 assessment

Embedded Developer

The Embedded 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.

28%2026
34%2028
41%2030
50%2035

Which tasks are exposed

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

TaskRisk
Generating CRUD code and standard modules56%
Creating migrations, tests and documentation52%
Reviewing and validating generated code27%
Generating routine code and configuration53%
Preparing tests and technical documentation49%
Classifying errors and analyzing logs43%
Data migrations and routine integrations43%
Architecture and technical trade-offs22%

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 56% · human 64%
  2. 2Creating migrations, tests and documentationAI 52% · human 63%
  3. 3Reviewing and validating generated codeAI 27% · human 79%
  4. 4Generating routine code and configurationAI 53% · human 67%
  5. 5Preparing tests and technical documentationAI 49% · human 77%
  6. 6Classifying errors and analyzing logsAI 43% · human 68%
  7. 7Data migrations and routine integrationsAI 43% · human 69%
  8. 8Architecture and technical trade-offsAI 22% · human 73%

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
  • a large share of value comes from human judgement, trust or personal 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$11 150per month
2035$15 050scenario estimate
2026: $11 15020262027: $11 55020272028: $11 90020282029: $12 35020292030: $12 75020302031: $13 20020312032: $13 65020322033: $14 10020332034: $14 55020342035: $15 0502035
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%

AI Application Engineer

Established resilient role
New role risk19%
DemandHighDifficultyLowTime3–6 monthsSkill fit87%

AI Agent Supervisor

Emerging role
New role risk24%
DemandHighDifficultyLowTime3–6 monthsSkill fit85%

AI Evaluation Engineer

Emerging role
New role risk16%
DemandHighDifficultyLowTime3–6 monthsSkill fit83%

Data Analyst

Established resilient role
New role risk51%
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

  • 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
CurrentEmbedded Developer · 28%
→
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.