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Download data and methodology

This section is a place to download data and understand the methodology behind what we have published.

Download CSV files of the data(opens in a new window)Data dictionary(opens in a new window)

We welcome you to use Signals data for your own research.

All Signals data is licensed for use under the Creative Commons CC BY 4.0 license⁠(opens in a new window), which allows you to use, share, and adapt the data but requires attribution or citation. If you download and use this data, please cite our work with the following suggested citation: Aaron Chatterji, Thomas Cunningham, David J. Deming, Zoe Hitzig, Drew Johnston, Alex Martin Richmond, Christopher Ong, Carl Yan Shan, and Kevin Wadman, "OpenAI Signals v2.0," https://cdn.openai.com/signals/data-dictionary.pdf⁠(opens in a new window).

Methodology

The details of our methodology can be found in the attached data dictionary⁠(opens in a new window).

Report data and methodology

Download data for the AI Jobs Transition Framework⁠(opens in a new window).

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Signals individual data

Browse the data to see global individual ChatGPT adoption patterns, geographic distribution, and work and non-work use.

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OpenAI Signals

A hub for data, research, analysis, and stories from the OpenAI Economic Research Team.

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Research and analysis

Research and analysis on how AI is being adopted and its impact on the economy and society.

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Enterprise Signals data

OpenAI’s Enterprise Signals tracks AI adoption across industries and business functions. Explore the frontier gap, agentic work, and enterprise usage data.

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