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Occupation · 2026 assessment

Cycling Curriculum Designer

The Cycling Curriculum Designer 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.

34%2026
39%2028
45%2030
53%2035

Which tasks are exposed

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

TaskRisk
Generating CRUD code and standard modules47%
Creating migrations, tests and documentation43%
Reviewing and validating generated code25%
Generating initial concept variants46%
Adapting an approved solution to formats47%
Selecting visual language and defending the concept18%
Bookings, reminders and standard messages47%
Initial diagnosis of a standard request38%

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 47% · human 63%
  2. 2Creating migrations, tests and documentationAI 43% · human 62%
  3. 3Reviewing and validating generated codeAI 25% · human 75%
  4. 4Generating initial concept variantsAI 46% · human 69%
  5. 5Adapting an approved solution to formatsAI 47% · human 60%
  6. 6Selecting visual language and defending the conceptAI 18% · human 81%
  7. 7Bookings, reminders and standard messagesAI 47% · human 70%
  8. 8Initial diagnosis of a standard requestAI 38% · human 67%

Why technology can change this work

  • AI agents already create routine functions, tests, migrations and documentation
  • booking, communication and routine advice move to digital services
  • robots gradually learn standardized operations
  • AI helps diagnose problems and select solutions

What protects the occupation

  • understanding architecture and the consequences of changing a live system
  • hands-on work in unpredictable environments
  • a large share of value comes from human judgement, trust or personal accountability
  • personal trust and individual adaptation
  • on-site accountability for outcomes

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$4 100per month
2035$5 550scenario estimate
2026: $4 10020262027: $4 25020272028: $4 40020282029: $4 55020292030: $4 70020302031: $4 85020312032: $5 00020322033: $5 20020332034: $5 35020342035: $5 5502035
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.

Customer Success Manager

Established resilient role
New role risk30%
DemandHighDifficultyMediumTime6–12 monthsSkill fit72%

AI Literacy Instructor

Emerging role
New role risk15%
DemandHighDifficultyMediumTime6–12 monthsSkill fit68%

Robot Human Factors Specialist

Emerging role
New role risk11%
DemandHighDifficultyMediumTime6–12 monthsSkill fit62%

AI Adoption Coach

Emerging role
New role risk19%
DemandHighDifficultyMediumTime6–12 monthsSkill fit64%

Robotics Maintenance Planner

Emerging role
New role risk15%
DemandHighDifficultyMediumTime6–12 monthsSkill fit58%

Domestic Robot Installer

Emerging role
New role risk8%
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
  • needs diagnosis
  • practical execution
  • customer communication
  • outcome control

Skills to build

  • software AI-agent orchestration
  • review and validation of generated code
  • digital diagnostics
  • smart-equipment operation
  • service-robot management
  • digital customer service
CurrentCycling Curriculum Designer · 34%
→
Keepreading existing code · task decomposition · needs diagnosis
→
Addsoftware AI-agent orchestration · review and validation of generated code · digital diagnostics

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.