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Occupation · 2026 assessment

Flutter Engineer

The Flutter 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.

Low risk level Search jobs ↗
How risk may change

A forecast estimate, not a guaranteed scenario.

33%2026
38%2028
44%2030
52%2035

Which tasks are exposed

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

TaskRisk
Generating routine code and configuration58%
Preparing tests and technical documentation54%
Classifying errors and analyzing logs48%
Data migrations and routine integrations48%
Architecture and technical trade-offs27%
Security and production accountability15%

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 58% · human 62%
  2. 2Preparing tests and technical documentationAI 54% · human 72%
  3. 3Classifying errors and analyzing logsAI 48% · human 63%
  4. 4Data migrations and routine integrationsAI 48% · human 64%
  5. 5Architecture and technical trade-offsAI 27% · human 68%
  6. 6Security and production accountabilityAI 15% · human 82%

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
  • a large share of value comes from human judgement, trust or personal accountability
  • 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 500per month
2035$14 200scenario estimate
2026: $10 50020262027: $10 85020272028: $11 25020282029: $11 60020292030: $12 00020302031: $12 40020312032: $12 85020322033: $13 25020332034: $13 70020342035: $14 2002035
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%

AI Evaluation Engineer

Emerging role
New role risk16%
DemandHighDifficultyLowTime3–6 monthsSkill fit87%

Data Analyst

Established resilient role
New role risk51%
DemandHighDifficultyLowTime3–6 monthsSkill fit85%

Analytics Engineer

Established resilient role
New role risk27%
DemandHighDifficultyLowTime3–6 monthsSkill fit83%

AI Security Engineer

Emerging role
New role risk14%
DemandHighDifficultyMediumTime6–12 monthsSkill fit64%

AI Workflow Designer

Emerging role
New role risk31%
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
CurrentFlutter Engineer · 33%
→
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.