How Humans Work with AI
Distribution of human-AI interaction patterns across millions of Claude conversations
47%
Augmentation
Task Iteration
25.5%
Human and AI work together iteratively, refining outputs through back-and-forth collaboration
Directive
22.6%
Human gives clear instructions; AI executes the task with minimal back-and-forth
Learning
18.9%
Human uses AI as a teacher or guide to understand concepts and build knowledge
Feedback Loop
12.0%
AI produces output that the human evaluates, with structured revision cycles
Validation
2.3%
Human uses AI to verify, check, or validate their own work or assumptions
AI Usage by Occupation
Share of AI conversations by major occupation group (SOC), ranked by AI engagement
AI, Wages & Automation Risk
How median salary relates to automation probability across occupations
Bubble size represents projected job openings. Click occupation families above to filter.
Top Tasks Performed with AI
Most frequent O*NET occupational tasks found in Claude conversations
Occupation Family Explorer
Deep dive into any occupation family -- see salary, automation risk, growth, and AI engagement
AI Conversation Share
5.4%
Avg Median Salary
$89K
Projected Openings
69,500
Avg Automation Risk
4%
Avg Education Level
Zone 4.3/5
Bright Outlook Jobs
0 of 4
Top Jobs in This Family
Global AI Usage Index
Relative AI usage intensity by country, normalized to the global average (1.0x)
Regional Summary
Hover over a country on the left to see details
Top: Australia (1.52x)
Top: United States (1.82x)
Top: United Kingdom (1.64x)
Top: Israel (1.76x)
Top: Singapore (1.71x)
Top: Brazil (1.12x)
Top: South Africa (0.82x)
Methodology & Sources
This dashboard visualizes data from the Anthropic Economic Index, which analyzes how AI is being used across the modern economy. The methodology uses Clio (Tamkin et al. 2024) to map millions of Claude conversations to O*NET occupational task statements, enabling measurement of AI engagement across occupation groups, task types, and interaction patterns.
Data Sources
- Anthropic Economic Index (2025)
- U.S. Bureau of Labor Statistics
- O*NET Occupational Database
- Standard Occupational Classification