Analysis of salaries, gender pay gap, and PhD degree value among the top technology companies
SHAP values for company, years of experience, and more
Published in
6 min readAug 21, 2022
Recently, a new STEM salary dataset from levels.fyi has become publicly available at Kaggle. Similar to previous stories, I use SHapley Additive exPlanations (SHAP) technique to explain the factors behind this dataset. Full details of the analysis are also available in a public notebook on Kaggle.
