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Occupation · 2026 assessment

Kadrovik

Kadrovik is an occupation responsible for goals, people, schedules and resources while resolving deviations and owning the outcome. The profile assesses automation of individual tasks rather than disappearance of the whole occupation.

Moderate risk level Search jobs ↗
How risk may change

A forecast estimate, not a guaranteed scenario.

51%2026
54%2028
58%2030
64%2035

Which tasks are exposed

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

TaskRisk
Bookings, reminders and standard messages78%
Initial diagnosis of a standard request69%
Estimating cost and selecting a standard solution74%
Repeatable operation in a prepared environment31%
Handling a non-standard client situation18%
Personal trust and outcome accountability23%

Task map

AI replaces ↔ AI augments

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

  1. 1Bookings, reminders and standard messagesAI 78% · human 56%
  2. 2Initial diagnosis of a standard requestAI 69% · human 52%
  3. 3Estimating cost and selecting a standard solutionAI 74% · human 51%
  4. 4Repeatable operation in a prepared environmentAI 31% · human 70%
  5. 5Handling a non-standard client situationAI 18% · human 71%
  6. 6Personal trust and outcome accountabilityAI 23% · human 66%

Why technology can change this work

  • booking, communication and routine advice move to digital services
  • robots gradually learn standardized operations
  • the main inputs and outputs already exist in a digital environment
  • AI helps diagnose problems and select solutions

What protects the occupation

  • hands-on work in unpredictable environments
  • personal trust and individual adaptation
  • the physical environment is too variable for near-term full robotics automation
  • 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 150per month
2035$5 600scenario estimate
2026: $4 15020262027: $4 30020272028: $4 45020282029: $4 60020292030: $4 75020302031: $4 90020312032: $5 05020322033: $5 25020332034: $5 40020342035: $5 6002035
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%
DemandMediumDifficultyHighTime12–24 monthsSkill fit56%

Remote Care Coordinator

Emerging role
New role risk13%
DemandHighDifficultyHighTime3–6 yearsSkill fit43%

Digital Wellbeing Specialist

Emerging role
New role risk20%
DemandHighDifficultyMediumTime6–12 monthsSkill fit60%

Customer Success Manager

Established resilient role
New role risk30%
DemandHighDifficultyMediumTime6–12 monthsSkill fit66%

AI Literacy Instructor

Emerging role
New role risk15%
DemandHighDifficultyMediumTime6–12 monthsSkill fit62%

Robot Human Factors Specialist

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

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

  • needs diagnosis
  • practical execution
  • customer communication
  • outcome control

Skills to build

  • digital diagnostics
  • smart-equipment operation
  • service-robot management
  • digital customer service
CurrentKadrovik · 51%
→
Keepneeds diagnosis · practical execution · customer communication
→
Adddigital diagnostics · smart-equipment operation · service-robot management

Sources and update

Updated: 2026-09-26 · 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.