The Measurement Minute by Gary Angel

You can’t use a protected variable in a model and you shouldn’t use a proxy for it either. But how do you decide what’s a proxy and what isn’t given that age, race and gender are massively correlated to a wide range of likely predictive variables? The answer lies in a generally useful concept in data science: screening off.