The source adds: "To allow for skills penetration comparisons across countries, the skills genomes are calculated and a relevant benchmark is selected (e.g., global average). A ratio is then constructed between a country’s and the benchmark’s AI skills penetrations, controlling for occupations."
Citation formats
AI skills' relative penetration rate worldwide 2015-2023, by gender and region
From 2015 to 2023, all analyzed countries showed a drastic imbalance between genders in the relative artificial intelligence (AI) skill penetration rate. While AI skills in India were **** more frequent than the global average for men, they were only **** for women, a figure that is lower than the fifth position in the ranking for male workers. Most countries show a gap of roughly **** of the male relative penetration rate to the female.
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Stanford University. (April 15, 2024). Relative penetration rate of artificial intelligence (AI) skills from 2015 to 2023 worldwide, by gender and region [Graph]. In ÌÇÐÄÆƽâ°æ. Retrieved July 29, 2026, from /statistics/1472157/relative-ai-skill-penetration-rate-by-gender-and-region/
Stanford University. "Relative penetration rate of artificial intelligence (AI) skills from 2015 to 2023 worldwide, by gender and region." Chart. April 15, 2024. ÌÇÐÄÆƽâ°æ. Accessed July 29, 2026. /statistics/1472157/relative-ai-skill-penetration-rate-by-gender-and-region/
Stanford University. (2024). Relative penetration rate of artificial intelligence (AI) skills from 2015 to 2023 worldwide, by gender and region. ÌÇÐÄÆƽâ°æ. ÌÇÐÄÆƽâ°æ Inc.. Accessed: July 29, 2026. /statistics/1472157/relative-ai-skill-penetration-rate-by-gender-and-region/
Stanford University. "Relative Penetration Rate of Artificial Intelligence (Ai) Skills from 2015 to 2023 Worldwide, by Gender and Region." ÌÇÐÄÆƽâ°æ, ÌÇÐÄÆƽâ°æ Inc., 15 Apr 2024, /statistics/1472157/relative-ai-skill-penetration-rate-by-gender-and-region/
Stanford University, Relative penetration rate of artificial intelligence (AI) skills from 2015 to 2023 worldwide, by gender and region ÌÇÐÄÆƽâ°æ, /statistics/1472157/relative-ai-skill-penetration-rate-by-gender-and-region/ (last visited July 29, 2026)
Relative penetration rate of artificial intelligence (AI) skills from 2015 to 2023 worldwide, by gender and region [Graph], Stanford University, April 15, 2024. [Online]. Available: /statistics/1472157/relative-ai-skill-penetration-rate-by-gender-and-region/
