Task-by-Task Analysis
Here's how AI might impact each core task of a data scientist:
Clean and prepare data75% automatable
Build ML models55% automatable
Communicate insights35% automatable
Design experiments40% automatable
Live Risk Signals
Real-time factors affecting this job's automation risk score:
+20%
layoffs
157,633 workers laid off in related industries (17 AI-related)
+3%
employment
-3.2% employment change year-over-year
Risk scores update automatically based on news, layoffs, employment trends, and AI capability announcements.
Score Breakdown
Base Risk (O*NET Research)47%
Industry Layoffs+20%
Employment Trends (BLS)+3%
Final Score70%
Risk Trend (90 Days)
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AI Tools Threatening This Role
AutoML
AI data prep
No-code ML
What AI Cannot Replace
Complex problems
Strategy
Novel approaches
Leadership
How to Future-Proof Your Career
MLOps
AI engineering
Domain expertise
Leadership
Key Skills for This Role
Machine LearningStatistical AnalysisBusiness Communication
Career Overview
Median Salary$103,000/yr
Total Employed140k
Job Outlookgrowing
Categorytechnology
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Data sources: U.S. Bureau of Labor Statistics (BLS), O*NET OnLine, industry research reports. Risk scores are updated daily using our proprietary algorithm. Last updated: May 2026.
Analysis by AI Crisis Research Team.