About our data
This publication is based on over 87,900 data points, including self-reported survey information from over 873 Microsoft Business Applications professionals worldwide between May and August 2022. Respondents span a range of industries, come from diverse personal and professional backgrounds, and cover a mix of professionals and hiring managers.
We've validated every survey response using robust statistical analysis and automated data validation rules to be included in the final results. Any data that didn't pass our validation rules and statistical analysis or were deemed questionable, incomplete, or duplicate were removed so that the results published are meaningful and accurate.