John T Collins
Biographic Data
| ID | 3984178 |
|---|---|
| NAME | John T Collins |
| GIVEN NAMES | John T |
| FAMILY NAME | Collins |
| SIGNATURE | COLLINS J T |
| AFFILIATIONS | Australian National University |
| ORCID | 0000-0003-0282-927X |
| VERIFIED | No |
| TOTAL WORKS | 2 |
| TOTAL CITATIONS | 0 |
| AUTHOR COUNT | 2 |
| EDITOR COUNT | 0 |
| FIRST PUBLICATION YEAR | 1935 |
| LATEST PUBLICATION YEAR | 2026 |
| H-INDEX | 0 |
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, questionnaire length, and questionnaire content with ML-based propensity models to simulate ASD strategies ex-post with minimal assumptions. Using German panel data, we show that …
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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, questionnaire length, and questionnaire content with ML-based propensity models to simulate ASD strategies ex-post with minimal assumptions. Using German panel data, we show that …
American Sports and Literature (1 works) · Census and Population Estimation (1 works) · Earthquake and Disaster Impact Studies (1 works) · Educational Leadership and Practices (1 works) · History (1 works) · nonresponse (1 works) · nonresponse bias (1 works) · Panel survey (1 works) · respondent attrition (1 works) · survey design (1 works)