Effects of Reliability on Incremental Validity: A Statistical Learning Perspective

We define incremental predictive validity as the decrease in out of sample prediction error by adding a new test to the prediction model that includes the standard test(s). We particularly studied the influence of the reliabilities of test(s) included in the model on incremental predictive validity of the new test.