percent of respondents from healthcare organizations at a mature stage of AI adoption stated that natural language text was used in their AI applications. Structured data was the most common data type on which AI models were applied by healthcare organizations in early-stage AI adoption.
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Share of applications of AI models on health data worldwide as of 2022, by adoption stage
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Respondents in 41 countries worldwide (62 percent from the U.S.)
Method of interview
Online survey
Supplementary notes
Question was worded in the source as: "On what types of data does your system apply AI models?"
Multiple responses possible.
Mature: respondents who have had AI models in production for at least two years.
Early Stage: respondents who have had AI models in production for less than two years.
Exploring: respondents who are at the initial stage of evaluating AI use cases.
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Gradient Flow. (March 21, 2021). Share of applications of AI models on health data worldwide as of 2022, by adoption stage [Graph]. In Statista. Retrieved August 26, 2025, from https://www.statista.com/statistics/1226202/application-of-ai-models-on-healthcare-data-worldwide/
Gradient Flow. "Share of applications of AI models on health data worldwide as of 2022, by adoption stage." Chart. March 21, 2021. Statista. Accessed August 26, 2025. https://www.statista.com/statistics/1226202/application-of-ai-models-on-healthcare-data-worldwide/
Gradient Flow. (2021). Share of applications of AI models on health data worldwide as of 2022, by adoption stage. Statista. Statista Inc.. Accessed: August 26, 2025. https://www.statista.com/statistics/1226202/application-of-ai-models-on-healthcare-data-worldwide/
Gradient Flow. "Share of Applications of Ai Models on Health Data Worldwide as of 2022, by Adoption Stage." Statista, Statista Inc., 21 Mar 2021, https://www.statista.com/statistics/1226202/application-of-ai-models-on-healthcare-data-worldwide/
Gradient Flow, Share of applications of AI models on health data worldwide as of 2022, by adoption stage Statista, https://www.statista.com/statistics/1226202/application-of-ai-models-on-healthcare-data-worldwide/ (last visited August 26, 2025)
Share of applications of AI models on health data worldwide as of 2022, by adoption stage [Graph], Gradient Flow, March 21, 2021. [Online]. Available: https://www.statista.com/statistics/1226202/application-of-ai-models-on-healthcare-data-worldwide/
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