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Occupation · 2026 assessment

Ski tourism Analyst

The Ski tourism 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.

48%2026
52%2028
57%2030
63%2035

Which tasks are exposed

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

TaskRisk
Cleaning, joining and preparing data62%
Creating standard reports and visualizations55%
Forming conclusions and checking causality34%
Bookings, reminders and standard messages61%
Initial diagnosis of a standard request52%
Estimating cost and selecting a standard solution57%
Repeatable operation in a prepared environment59%
Handling a non-standard client situation43%

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 62% · human 46%
  2. 2Creating standard reports and visualizationsAI 55% · human 49%
  3. 3Forming conclusions and checking causalityAI 34% · human 64%
  4. 4Bookings, reminders and standard messagesAI 61% · human 56%
  5. 5Initial diagnosis of a standard requestAI 52% · human 53%
  6. 6Estimating cost and selecting a standard solutionAI 57% · human 52%
  7. 7Repeatable operation in a prepared environmentAI 59% · human 56%
  8. 8Handling a non-standard client situationAI 43% · human 58%

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
  • repeatable physical work can shift to robots in prepared environments
  • 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 550per month
2035$6 150scenario estimate
2026: $4 55020262027: $4 70020272028: $4 85020282029: $5 05020292030: $5 20020302031: $5 40020312032: $5 55020322033: $5 75020332034: $5 95020342035: $6 1502035
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%

Robotics Maintenance Planner

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

Domestic Robot Installer

Emerging role
New role risk8%
DemandHighDifficultyLowTime3–6 monthsSkill fit85%

Remote Care Coordinator

Emerging role
New role risk13%
DemandHighDifficultyHighTime3–6 yearsSkill fit39%

Digital Wellbeing Specialist

Emerging role
New role risk20%
DemandHighDifficultyHighTime12–24 monthsSkill fit56%

AI Literacy Instructor

Emerging role
New role risk15%
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
CurrentSki tourism Analyst · 48%
→
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.