I have too many control variables…which ones should I include in my regression model?

Supposed you have some data on health care spending for different individuals and you want to know which patient characteristics increase health care spending. While this seems like something any health economist could do, measuring the relationship require both knowing (i) which independent variables to include in your data analysis and (ii) their functional form.…