John T. Collins

Prediction-Based Adaptive Designs for Reducing Wave Nonresponse Rates and Bias in Panel Surveys

Machine learning (ML)-based nonresponse prediction in panel surveys enables selective interventions. However, the optimal use of ML predictions in Adaptive Survey Design (ASD) remains uncertain. We propose a method that integrates field experiment results on incentives, questionn...