Task-by-Task Analysis
Here's how AI might impact each core task of a data analyst:
Clean and process data80% estimated exposure
Create visualizations70% estimated exposure
Communicate insights40% estimated exposure
Make recommendations35% estimated exposure
Current Risk Signals
Recent factors included in this role estimate:
+19%
layoffs
60,342 workers laid off in related industries (4 AI-related)
+3%
employment
-2.8% employment change year-over-year
These signals are reviewed on a schedule and may not reflect every recent event. Use the score as a directional estimate, not a prediction.
Score Breakdown
Base Risk (O*NET Research)58%
Industry Layoffs+19%
Employment Trends (BLS)+3%
Final Score80%
Risk Trend (90 Days)
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AI Tools Threatening This Role
Automated analytics
AI insights tools
Natural language querying
Work Current Tools Handle Less Reliably
Strategic thinking
Stakeholder communication
Domain expertise
Practical Ways to Adapt
Data science
Machine learning
Business intelligence
Python
Key Skills for This Role
SQLData VisualizationBusiness Acumen
Data sources: U.S. Bureau of Labor Statistics (BLS), O*NET OnLine, industry research reports. Occupation pages use versioned task data and a consistent scoring model. Individual results also reflect the tasks a person selects.