Dataset and codes for learning regression analysis in management studies.zip (24.94 kB)
Dataset and codes for learning regression analysis in management studies
These datasets and codes present regression analyses used in management studies to introduce management scholars to data science. First, I describe the backdoor criterion, which is helpful for variable selection to identify causal effects. Next, I describe interaction models and hierarchical Bayesian models as the regression models in which effects vary across individuals. Finally, I introduce causal effect estimation using machine learning to use regression models for prediction.