In 2023, the availability of talent related to machine learning was *** times larger than the demand for the skill by applied artificial intelligence (AI) job postings worldwide. Skills related to deep learning were *** times larger than its demand. Artificial intelligence skills, on the other hand, were equivalent to only ** percent of the talent demand, with a ratio of ***.
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McKinsey & Company. (July 16, 2024). Ratio of talent availability to talent demand in applied artificial intelligence (AI) job postings worldwide in 2023, by skill [Graph]. In ÌÇÐÄÆÆ½â°æ. Retrieved July 30, 2026, from /statistics/1558611/worldwide-appliedai-talent-demand-ratio-job-postings/
McKinsey & Company. "Ratio of talent availability to talent demand in applied artificial intelligence (AI) job postings worldwide in 2023, by skill." Chart. July 16, 2024. ÌÇÐÄÆÆ½â°æ. Accessed July 30, 2026. /statistics/1558611/worldwide-appliedai-talent-demand-ratio-job-postings/
McKinsey & Company. (2024). Ratio of talent availability to talent demand in applied artificial intelligence (AI) job postings worldwide in 2023, by skill. ÌÇÐÄÆÆ½â°æ. ÌÇÐÄÆÆ½â°æ Inc.. Accessed: July 30, 2026. /statistics/1558611/worldwide-appliedai-talent-demand-ratio-job-postings/
McKinsey & Company. "Ratio of Talent Availability to Talent Demand in Applied Artificial Intelligence (Ai) Job Postings Worldwide in 2023, by Skill." ÌÇÐÄÆÆ½â°æ, ÌÇÐÄÆÆ½â°æ Inc., 16 Jul 2024, /statistics/1558611/worldwide-appliedai-talent-demand-ratio-job-postings/
McKinsey & Company, Ratio of talent availability to talent demand in applied artificial intelligence (AI) job postings worldwide in 2023, by skill ÌÇÐÄÆÆ½â°æ, /statistics/1558611/worldwide-appliedai-talent-demand-ratio-job-postings/ (last visited July 30, 2026)
Ratio of talent availability to talent demand in applied artificial intelligence (AI) job postings worldwide in 2023, by skill [Graph], McKinsey & Company, July 16, 2024. [Online]. Available: /statistics/1558611/worldwide-appliedai-talent-demand-ratio-job-postings/