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Ratio of talent availability to talent demand in generative artificial intelligence (AI) job postings worldwide in 2023, by skill

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Source

In cooperation with
Release date

July 2024

Region

Worldwide

Survey time period

2023

Number of respondents

130 million

Special properties

McKinsey’s proprietary Organizational Data Platform

Supplementary notes

Ratio (R) of talent availability (T) to talent demand (D) is equivalent to R = T/D.

Citation formats

Talent availability to demand ratio in generative AI jobs worldwide 2023, by skill

Published by
Christy Tila,
Mar 19, 2025

In 2023, the availability of talent related to machine learning was *** times larger than the demand for the skill by generative AI job postings worldwide. Skills related to generative AI were **** times larger than its demand. Regulatory compliance skills, on the other hand, were equivalent to only ** percent of the talent demand, with a ratio of ***.

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