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Occupation · 2026 assessment

Guided tours Analyst

The Guided tours 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.

Moderate risk level Search jobs ↗
How risk may change

A forecast estimate, not a guaranteed scenario.

45%2026
49%2028
54%2030
61%2035

Which tasks are exposed

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

TaskRisk
Cleaning, joining and preparing data59%
Creating standard reports and visualizations52%
Forming conclusions and checking causality31%
Bookings, reminders and standard messages58%
Initial diagnosis of a standard request49%
Estimating cost and selecting a standard solution54%
Repeatable operation in a prepared environment56%
Handling a non-standard client situation40%

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 59% · human 49%
  2. 2Creating standard reports and visualizationsAI 52% · human 52%
  3. 3Forming conclusions and checking causalityAI 31% · human 67%
  4. 4Bookings, reminders and standard messagesAI 58% · human 59%
  5. 5Initial diagnosis of a standard requestAI 49% · human 56%
  6. 6Estimating cost and selecting a standard solutionAI 54% · human 55%
  7. 7Repeatable operation in a prepared environmentAI 56% · human 59%
  8. 8Handling a non-standard client situationAI 40% · human 61%

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
  • 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 850per month
2035$6 550scenario estimate
2026: $4 85020262027: $5 00020272028: $5 20020282029: $5 35020292030: $5 55020302031: $5 75020312032: $5 95020322033: $6 15020332034: $6 35020342035: $6 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.

Plumber

Established resilient role
New role risk10%
DemandHighDifficultyLowTime3–6 monthsSkill fit89%

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
CurrentGuided tours Analyst · 45%
→
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.