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Occupation · 2026 assessment

Kollektor

Kollektor is an occupation responsible for financial calculations, risk control and preparation of decisions with measurable economic consequences. 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.

60%2026
64%2028
69%2030
77%2035

Which tasks are exposed

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

TaskRisk
Entering and classifying financial documents92%
Reconciling transactions and detecting discrepancies89%
Preparing standard financial reports87%
Detecting anomalies and monitoring metrics80%
Scenario planning and interpreting results59%
Approving decisions and financial accountability40%

Task map

AI replaces ↔ AI augments

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

  1. 1Entering and classifying financial documentsAI 92% · human 32%
  2. 2Reconciling transactions and detecting discrepanciesAI 89% · human 43%
  3. 3Preparing standard financial reportsAI 87% · human 44%
  4. 4Detecting anomalies and monitoring metricsAI 80% · human 33%
  5. 5Scenario planning and interpreting resultsAI 59% · human 43%
  6. 6Approving decisions and financial accountabilityAI 40% · human 58%

Why technology can change this work

  • documents, transactions and reports have structured digital formats
  • reconciliation, classification and standard calculations repeat
  • a large share of textual, analytical or information tasks is accessible to current AI models
  • a significant share of operations repeats along a stable workflow
  • the main inputs and outputs already exist in a digital environment
  • rules and anomalies can be checked by software

What protects the occupation

  • accountability for financial decisions
  • non-standard transactions and regulatory change
  • negotiation with management, auditors and regulators

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$7 500per month
2035$9 500scenario estimate
2026: $7 50020262027: $7 70020272028: $7 90020282029: $8 10020292030: $8 35020302031: $8 55020312032: $8 80020322033: $9 05020332034: $9 25020342035: $9 5002035
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.

Accountant

Established resilient role
New role risk68%
DemandDecliningDifficultyLowTime3–6 monthsSkill fit87%

AI Risk Manager

Emerging role
New role risk19%
DemandHighDifficultyLowTime3–6 monthsSkill fit87%

Data Analyst

Established resilient role
New role risk51%
DemandMediumDifficultyMediumTime6–12 monthsSkill fit66%

Carbon Accounting Automation Specialist

Emerging role
New role risk22%
DemandHighDifficultyHighTime12–24 monthsSkill fit52%

AI Cost Optimization Analyst

Emerging role
New role risk27%
DemandHighDifficultyLowTime3–6 monthsSkill fit81%

AI Compliance Officer

Emerging role
New role risk22%
DemandHighDifficultyHighTime3–6 yearsSkill fit38%

Job search and transitions

Find work with a lower risk index

Compare adjacent paths and open a current search for the selected occupation.

Carbon Accounting Automation Specialist

Skill fit 52% · risk 22%

Search jobs ↗

Skills you already have

  • financial literacy
  • financial reporting
  • accuracy and attention to detail
  • regulatory understanding

Skills to build

  • data analytics
  • BI tools
  • accounting automation
  • validation of AI financial models
CurrentKollektor · 60%
→
Keepfinancial literacy · financial reporting · accuracy and attention to detail
→
Adddata analytics · BI tools · accounting automation

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.