Source: Bain
Published: September 2021

The growing demand for technical talent

US job postings with demand for a specific skill

Software engineering
2015: 160k
2016: 160k
2017: 170k
2018: 215k
2019: 260k
% growth: 69%

Machine learning
2015: 30k
2016: 45k
2017: 75k
2018: 145k
2019: 175k
% growth: 417%

Data science
2015: 13k
2016: 15k
2017: 21k
2018: 32k
2019: 37k
% growth: 167%

DevOps
2015: 50k
2016: 70k
2017: 120k
2018: 210k
2019: 280k
% growth: 443%

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