and credit ratings. Double machine learning performs data-driven variable selection out of a large set of individual … company characteristics and models their relationship with leverage and credit ratings without any strong assumption about the … underlying functional form. This allows to quantify the causal effect of credit ratings, along the rating scale, on the leverage …