Question 1

What is AI Changing Work?

Accepted Answer

AI Changing Work provides free, data-driven analysis of AI automation risk for 1,016 occupations across 14 categories and 11 languages. Our metrics cover overall AI exposure, theoretical and observed automation rates, and risk scores from 2023 to 2028.

Question 2

How is the automation risk calculated?

Accepted Answer

Automation risk is calculated using a composite model that combines theoretical AI capability assessments with observed real-world adoption data. Sources include peer-reviewed research from Anthropic, Stanford, NBER, and U.S. Bureau of Labor Statistics employment projections. Each occupation is scored on a 0-100 scale across multiple dimensions.

Question 3

Is the data free to use?

Accepted Answer

Yes, all occupation data and analysis on AI Changing Work is free to access. Data is available under a Creative Commons BY-NC-SA 4.0 license. You can also export occupation data in CSV or JSON format for non-commercial research and analysis.

How AI is Changing Your Job

No Hype — Just Data

Data-Driven Analysis

Global Coverage

Trend Tracking

Highest Automation Risk

Telephone Operators

Switchboard Operators

Data Verification Clerks

Meter Readers, Utilities

Credit Authorizers, Checkers, and Clerks

AI Exposure by Industry

Computer & Mathematical

Business & Financial Operations

Office & Administrative Support

Arts, Design, Entertainment & Media

Legal

Healthcare

Education & Training

Life, Physical & Social Sciences

Sales & Marketing

Management

Food Preparation & Service

Construction, Maintenance & Repair

Protective Service

Transportation & Material Moving

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