The classical Heckman (1976, 1979) selection correction estimator (heckit) is misspecified and inconsistent if an interaction of the outcome variable and an explanatory variable matters for selection. To address this specification problem, a full information maximum likelihood estimator and a...

A large and highly used number of treatment effects estimators rely on the unconfoundedness assumption ("selection on observables") which is fundamentally non testable. When evaluating the effects of labor market policies, researchers need to observe both variables that affect treatment...

This paper examines the role of the sociocultural background of students as measured by both religious denomination and political attitudes towards gender equality and science-related issues in their home environment for choosing STEM fields in university. Our empirical estimates are based on a...