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Occupation · 2026 assessment

Virusnyy analitik

Virusnyy analitik 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.

59%2026
63%2028
68%2030
76%2035

Which tasks are exposed

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

TaskRisk
Cleaning, joining and preparing data90%
Creating standard reports and visualizations88%
Forming conclusions and checking causality56%
Entering and classifying financial documents91%
Reconciling transactions and detecting discrepancies88%
Preparing standard financial reports86%
Detecting anomalies and monitoring metrics79%
Scenario planning and interpreting results58%

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 90% · human 30%
  2. 2Creating standard reports and visualizationsAI 88% · human 31%
  3. 3Forming conclusions and checking causalityAI 56% · human 49%
  4. 4Entering and classifying financial documentsAI 91% · human 33%
  5. 5Reconciling transactions and detecting discrepanciesAI 88% · human 44%
  6. 6Preparing standard financial reportsAI 86% · human 45%
  7. 7Detecting anomalies and monitoring metricsAI 79% · human 34%
  8. 8Scenario planning and interpreting resultsAI 58% · human 44%

Why technology can change this work

  • AI automatically drafts analyses, finds correlations and explains standard deviations
  • documents, transactions and reports have structured digital formats
  • 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
  • reconciliation, classification and standard calculations repeat

What protects the occupation

  • choosing the right question and checking causality rather than correlation alone
  • 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$8 100per month
2035$10 300scenario estimate
2026: $8 10020262027: $8 30020272028: $8 55020282029: $8 75020292030: $9 00020302031: $9 25020312032: $9 50020322033: $9 75020332034: $10 00020342035: $10 3002035
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.

Financial Analyst

Established resilient role
New role risk45%
DemandMediumDifficultyLowTime3–6 monthsSkill fit87%

AI Auditor

Emerging role
New role risk24%
DemandHighDifficultyLowTime3–6 monthsSkill fit87%

ML Model Validator

Emerging role
New role risk20%
DemandHighDifficultyLowTime3–6 monthsSkill fit85%

AI Risk Manager

Emerging role
New role risk19%
DemandHighDifficultyLowTime3–6 monthsSkill fit83%

Data Analyst

Established resilient role
New role risk51%
DemandMediumDifficultyMediumTime6–12 monthsSkill fit62%

Carbon Accounting Automation Specialist

Emerging role
New role risk22%
DemandHighDifficultyHighTime12–24 monthsSkill fit50%

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 50% · risk 22%

Search jobs ↗

Skills you already have

  • analytical question framing
  • metric interpretation
  • financial literacy
  • financial reporting
  • accuracy and attention to detail
  • regulatory understanding

Skills to build

  • SQL and data preparation
  • visualization and forecasting
  • data analytics
  • BI tools
  • accounting automation
  • validation of AI financial models
CurrentVirusnyy analitik · 59%
→
Keepanalytical question framing · metric interpretation · financial literacy
→
AddSQL and data preparation · visualization and forecasting · data analytics

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.