2021 Data/AI Salary Survey
O'Reilly
SEPTEMBER 15, 2021
Cloud certifications, specifically in AWS and Microsoft Azure, were most strongly associated with salary increases. Our audience is particularly strong in the software (20% of respondents), computer hardware (4%), and computer security (2%) industries—over 25% of the total. The top certification was for AWS (3.9%
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