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Occupation · 2026 assessment

Guardianship services Program Analyst

The Guardianship services Program Analyst 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.

35%2026
40%2028
46%2030
54%2035

Which tasks are exposed

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

TaskRisk
Cleaning, joining and preparing data49%
Creating standard reports and visualizations42%
Forming conclusions and checking causality21%
Bookings, reminders and standard messages48%
Initial diagnosis of a standard request39%
Estimating cost and selecting a standard solution44%
Repeatable operation in a prepared environment46%
Handling a non-standard client situation30%

Task map

AI replaces ↔ AI augments

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

  1. 1Cleaning, joining and preparing dataAI 49% · human 59%
  2. 2Creating standard reports and visualizationsAI 42% · human 62%
  3. 3Forming conclusions and checking causalityAI 21% · human 77%
  4. 4Bookings, reminders and standard messagesAI 48% · human 69%
  5. 5Initial diagnosis of a standard requestAI 39% · human 66%
  6. 6Estimating cost and selecting a standard solutionAI 44% · human 65%
  7. 7Repeatable operation in a prepared environmentAI 46% · human 69%
  8. 8Handling a non-standard client situationAI 30% · human 71%

Why technology can change this work

  • AI automatically drafts analyses, finds correlations and explains standard deviations
  • 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

  • choosing the right question and checking causality rather than correlation alone
  • 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 450per month
2035$6 000scenario estimate
2026: $4 45020262027: $4 60020272028: $4 75020282029: $4 90020292030: $5 10020302031: $5 25020312032: $5 45020322033: $5 60020332034: $5 80020342035: $6 0002035
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.

Electrician

Established resilient role
New role risk12%
DemandHighDifficultyMediumTime6–12 monthsSkill fit66%

Digital Wellbeing Specialist

Emerging role
New role risk20%
DemandHighDifficultyMediumTime6–12 monthsSkill fit62%

Customer Success Manager

Established resilient role
New role risk30%
DemandHighDifficultyMediumTime6–12 monthsSkill fit68%

AI Literacy Instructor

Emerging role
New role risk15%
DemandHighDifficultyMediumTime6–12 monthsSkill fit64%

Robot Human Factors Specialist

Emerging role
New role risk11%
DemandHighDifficultyMediumTime6–12 monthsSkill fit58%

AI Adoption Coach

Emerging role
New role risk19%
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

  • analytical question framing
  • metric interpretation
  • needs diagnosis
  • practical execution
  • customer communication
  • outcome control

Skills to build

  • SQL and data preparation
  • visualization and forecasting
  • digital diagnostics
  • smart-equipment operation
  • service-robot management
  • digital customer service
CurrentGuardianship services Program Analyst · 35%
→
Keepanalytical question framing · metric interpretation · needs diagnosis
→
AddSQL and data preparation · visualization and forecasting · 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.