Cargando…

The Perils of Straying from Protocol: Sampling Bias and Interviewer Effects

Fidelity to research protocol is critical. In a contingent valuation study in an informal urban settlement in Nairobi, Kenya, participants responded differently to the three trained interviewers. Interviewer effects were present during the survey pilot, then magnified at the start of the main survey...

Descripción completa

Detalles Bibliográficos
Autores principales: Ngongo, Carrie J., Frick, Kevin D., Hightower, Allen W., Mathingau, Florence Alice, Burke, Heather, Breiman, Robert F.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4334207/
https://www.ncbi.nlm.nih.gov/pubmed/25693077
http://dx.doi.org/10.1371/journal.pone.0118025
_version_ 1782358151245332480
author Ngongo, Carrie J.
Frick, Kevin D.
Hightower, Allen W.
Mathingau, Florence Alice
Burke, Heather
Breiman, Robert F.
author_facet Ngongo, Carrie J.
Frick, Kevin D.
Hightower, Allen W.
Mathingau, Florence Alice
Burke, Heather
Breiman, Robert F.
author_sort Ngongo, Carrie J.
collection PubMed
description Fidelity to research protocol is critical. In a contingent valuation study in an informal urban settlement in Nairobi, Kenya, participants responded differently to the three trained interviewers. Interviewer effects were present during the survey pilot, then magnified at the start of the main survey after a seemingly slight adaptation of the survey sampling protocol allowed interviewers to speak with the “closest neighbor” in the event that no one was home at a selected household. This slight degree of interviewer choice led to inferred sampling bias. Multinomial logistic regression and post-estimation tests revealed that the three interviewers’ samples differed significantly from one another according to six demographic characteristics. The two female interviewers were 2.8 and 7.7 times less likely to talk with respondents of low socio-economic status than the male interviewer. Systematic error renders it impossible to determine which of the survey responses might be “correct.” This experience demonstrates why researchers must take care to strictly follow sampling protocols, consistently train interviewers, and monitor responses by interview to ensure similarity between interviewers’ groups and produce unbiased estimates of the parameters of interest.
format Online
Article
Text
id pubmed-4334207
institution National Center for Biotechnology Information
language English
publishDate 2015
publisher Public Library of Science
record_format MEDLINE/PubMed
spelling pubmed-43342072015-02-24 The Perils of Straying from Protocol: Sampling Bias and Interviewer Effects Ngongo, Carrie J. Frick, Kevin D. Hightower, Allen W. Mathingau, Florence Alice Burke, Heather Breiman, Robert F. PLoS One Research Article Fidelity to research protocol is critical. In a contingent valuation study in an informal urban settlement in Nairobi, Kenya, participants responded differently to the three trained interviewers. Interviewer effects were present during the survey pilot, then magnified at the start of the main survey after a seemingly slight adaptation of the survey sampling protocol allowed interviewers to speak with the “closest neighbor” in the event that no one was home at a selected household. This slight degree of interviewer choice led to inferred sampling bias. Multinomial logistic regression and post-estimation tests revealed that the three interviewers’ samples differed significantly from one another according to six demographic characteristics. The two female interviewers were 2.8 and 7.7 times less likely to talk with respondents of low socio-economic status than the male interviewer. Systematic error renders it impossible to determine which of the survey responses might be “correct.” This experience demonstrates why researchers must take care to strictly follow sampling protocols, consistently train interviewers, and monitor responses by interview to ensure similarity between interviewers’ groups and produce unbiased estimates of the parameters of interest. Public Library of Science 2015-02-18 /pmc/articles/PMC4334207/ /pubmed/25693077 http://dx.doi.org/10.1371/journal.pone.0118025 Text en https://creativecommons.org/publicdomain/zero/1.0/ This is an open-access article distributed under the terms of the Creative Commons Public Domain declaration, which stipulates that, once placed in the public domain, this work may be freely reproduced, distributed, transmitted, modified, built upon, or otherwise used by anyone for any lawful purpose.
spellingShingle Research Article
Ngongo, Carrie J.
Frick, Kevin D.
Hightower, Allen W.
Mathingau, Florence Alice
Burke, Heather
Breiman, Robert F.
The Perils of Straying from Protocol: Sampling Bias and Interviewer Effects
title The Perils of Straying from Protocol: Sampling Bias and Interviewer Effects
title_full The Perils of Straying from Protocol: Sampling Bias and Interviewer Effects
title_fullStr The Perils of Straying from Protocol: Sampling Bias and Interviewer Effects
title_full_unstemmed The Perils of Straying from Protocol: Sampling Bias and Interviewer Effects
title_short The Perils of Straying from Protocol: Sampling Bias and Interviewer Effects
title_sort perils of straying from protocol: sampling bias and interviewer effects
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4334207/
https://www.ncbi.nlm.nih.gov/pubmed/25693077
http://dx.doi.org/10.1371/journal.pone.0118025
work_keys_str_mv AT ngongocarriej theperilsofstrayingfromprotocolsamplingbiasandinterviewereffects
AT frickkevind theperilsofstrayingfromprotocolsamplingbiasandinterviewereffects
AT hightowerallenw theperilsofstrayingfromprotocolsamplingbiasandinterviewereffects
AT mathingauflorencealice theperilsofstrayingfromprotocolsamplingbiasandinterviewereffects
AT burkeheather theperilsofstrayingfromprotocolsamplingbiasandinterviewereffects
AT breimanrobertf theperilsofstrayingfromprotocolsamplingbiasandinterviewereffects
AT ngongocarriej perilsofstrayingfromprotocolsamplingbiasandinterviewereffects
AT frickkevind perilsofstrayingfromprotocolsamplingbiasandinterviewereffects
AT hightowerallenw perilsofstrayingfromprotocolsamplingbiasandinterviewereffects
AT mathingauflorencealice perilsofstrayingfromprotocolsamplingbiasandinterviewereffects
AT burkeheather perilsofstrayingfromprotocolsamplingbiasandinterviewereffects
AT breimanrobertf perilsofstrayingfromprotocolsamplingbiasandinterviewereffects