Publication Type
Journal Article
Version
submittedVersion
Publication Date
3-2020
Abstract
Non-response is a commonly encountered problem in many population-based surveys. Broadly speaking, non-response can be due to refusal or failure to contact the sample units. Although both types of non-response may lead to bias, there is much evidence to indicate that it is much easier to reduce the proportion of non-contacts than to do the same with refusals. In this article, we use data collected from a nationally representative survey under the Demographic and Health Surveys program to study non-response due to refusals to HIV testing in Malawi. We review existing estimation methods and propose novel approaches to the estimation of HIV prevalence that adjust for refusal behaviour. We then explain the data requirement and practical implications of the conventional and proposed approaches. Finally, we provide some general recommendations for handling non-response due to refusals and we highlight the challenges in working with Demographic and Health Surveys and explore different approaches to statistical estimation in the presence of refusals. Our results show that variation in the estimated HIV prevalence across different estimators is due largely to those who already know their HIV test results. In the case of Malawi, variations in the prevalence estimates due to refusals for women are larger than those for men.
Keywords
Bias, Demographic and Health Surveys, missing data, non-response, refusals, Malawi
Discipline
Health Economics
Research Areas
Applied Microeconomics
Publication
Statistical Methods in Medical Research
Volume
29
Issue
3
First Page
811
Last Page
826
ISSN
0962-2802
Identifier
10.1177/0962280219844536
Publisher
SAGE Publications (UK and US)
Citation
ADEGBOYE, Oyelola A.; FUJII, Tomoki; and LEUNG, Denis H. Y..
Refusal bias in HIV data from the Demographic and Health Surveys: Evaluation, critique and recommendations. (2020). Statistical Methods in Medical Research. 29, (3), 811-826.
Available at: https://ink.library.smu.edu.sg/soe_research/2298
Copyright Owner and License
Authors
Creative Commons License
This work is licensed under a Creative Commons Attribution-NonCommercial-No Derivative Works 4.0 International License.
Additional URL
https://doi.org/10.1177/0962280219844536