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A new stopping rule for surveys.
James Wagner1, Trivellore E Raghunathan
1University of Michigan, Ann Arbor, MI 48104, U.S.A. jameswag@isr.umich.edu
Statistics in Medicine
|February 5, 2010
Summary
Survey non-response is a common challenge. This study introduces a new stopping rule for data collection, using respondent data and non-respondent covariates to determine when further data won
Area of Science:
- Survey Methodology
- Statistical Inference
- Data Collection Optimization
Background:
- Non-response significantly impacts survey accuracy and necessitates strategies to mitigate bias.
- Current survey designs often inflate sample sizes to achieve target response rates, increasing costs.
- Existing stopping rules for data collection may not fully leverage available respondent and non-respondent data.
Purpose of the Study:
- To develop and evaluate a novel rule for determining when to cease data collection in sample surveys.
- To compare the performance of the new stopping rule against existing methods, such as those proposed by Rao, Glickman, and Glynn (RGG).
- To provide a data-driven approach for optimizing survey data collection efficiency and reducing costs.
Main Methods:
- Development of a new stopping rule integrating complete interview data and covariates from non-responders.
- Utilizing simulations to compare the proposed rule with the RGG rules.
- Implementation and assessment of the new rule using data from a real-world survey.
Main Results:
- The new stopping rule demonstrates potential for more efficient data collection by considering respondent data and non-respondent characteristics.
- Simulations indicate that the proposed rule can effectively identify when additional data collection is unlikely to substantially alter survey estimates.
- Comparative analysis suggests the new rule offers an alternative to traditional response rate-based stopping criteria.
Conclusions:
- The developed stopping rule offers a statistically grounded method to optimize survey data collection.
- This approach can lead to more efficient resource allocation in surveys affected by non-response.
- Further application and validation in diverse survey contexts are warranted.
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