Literature DB >> 35449603

On The Robustness Of Respondent-Driven Sampling Estimators To Measurement Error.

Ian E Fellows.   

Abstract

Respondent-driven sampling (RDS) is a popular method of conducting surveys in hard to reach populations where strong assumptions are required in order to make valid statistical inferences. In this paper we investigate the assumption that network degrees are measured accurately by the RDS survey and find that there is likely significant measurement error present in typical studies. We prove that most RDS estimators remain consistent under an imperfect measurement model with little to no added bias, though the variance of the estimators does increase.
© The Author(s) 2022. Published by Oxford University Press on behalf of the American Association for Public Opinion Research. All rights reserved. For permissions, please email: journals.permissions@oup.com.

Entities:  

Keywords:  Degree measurement; Measurement error; Respondent-driven sampling

Year:  2022        PMID: 35449603      PMCID: PMC9014508          DOI: 10.1093/jssam/smab056

Source DB:  PubMed          Journal:  J Surv Stat Methodol        ISSN: 2325-0984


  5 in total

1.  Assessing respondent-driven sampling.

Authors:  Sharad Goel; Matthew J Salganik
Journal:  Proc Natl Acad Sci U S A       Date:  2010-03-29       Impact factor: 11.205

2.  AN EMPIRICAL TEST OF RESPONDENT-DRIVEN SAMPLING: POINT ESTIMATES, VARIANCE, DEGREE MEASURES, AND OUT-OF-EQUILIBRIUM DATA.

Authors:  Cyprian Wejnert
Journal:  Sociol Methodol       Date:  2009-08-01

3.  Respondent-Driven Sampling: An Assessment of Current Methodology.

Authors:  Krista J Gile; Mark S Handcock
Journal:  Sociol Methodol       Date:  2010-08

4.  Diagnostics for Respondent-driven Sampling.

Authors:  Krista J Gile; Lisa G Johnston; Matthew J Salganik
Journal:  J R Stat Soc Ser A Stat Soc       Date:  2014-05-01       Impact factor: 2.483

5.  Errors in reported degrees and respondent driven sampling: implications for bias.

Authors:  Harriet L Mills; Samuel Johnson; Matthew Hickman; Nick S Jones; Caroline Colijn
Journal:  Drug Alcohol Depend       Date:  2014-06-21       Impact factor: 4.492

  5 in total

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