Response aggregation to obtain truthful answers to sensitive questions: estimating the prevalence of illegal purchases of prescription drugs

Detalhes bibliográficos
Autor(a) principal: Gregori, Marco
Data de Publicação: 2023
Outros Autores: Jong, Martin G. de, Pieters, Rik
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10400.14/43556
Resumo: This research proposes a simple, new technique to obtain truthful answers to sensitive, categorical questions. The paired response technique (PRT) asks participants to merely report the sum of the answers to two paired questions, one baseline and one sensitive, with the answers to each question known only to the participants. The technique then statistically infers the prevalence of the sensitive characteristic and its potential drivers from the association of the baseline question with other questions in the survey. Monte Carlo simulations demonstrate the performance of the PRT under varying conditions. A representative survey (n =4,649) in the Netherlands about legal and illegal purchases of prescription drugs to enhance sexual performance reveals that 17.4% of the target population has purchased medication to enhance sexual performance at least once. In contrast, in a control group surveyed with direct questioning, only 5.1% admit having done so. The great majority of these individuals opt to purchase illegally. Two further empirical applications, respectively, in the United States and the United Kingdom, show that the PRT reduces cognitive and affective costs of survey participation compared with a state-of-the-art randomized response technique for categorical questions.
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spelling Response aggregation to obtain truthful answers to sensitive questions: estimating the prevalence of illegal purchases of prescription drugsBayesian econometricsHealthPrivacySensitive questionsSurvey methodsThis research proposes a simple, new technique to obtain truthful answers to sensitive, categorical questions. The paired response technique (PRT) asks participants to merely report the sum of the answers to two paired questions, one baseline and one sensitive, with the answers to each question known only to the participants. The technique then statistically infers the prevalence of the sensitive characteristic and its potential drivers from the association of the baseline question with other questions in the survey. Monte Carlo simulations demonstrate the performance of the PRT under varying conditions. A representative survey (n =4,649) in the Netherlands about legal and illegal purchases of prescription drugs to enhance sexual performance reveals that 17.4% of the target population has purchased medication to enhance sexual performance at least once. In contrast, in a control group surveyed with direct questioning, only 5.1% admit having done so. The great majority of these individuals opt to purchase illegally. Two further empirical applications, respectively, in the United States and the United Kingdom, show that the PRT reduces cognitive and affective costs of survey participation compared with a state-of-the-art randomized response technique for categorical questions.Veritati - Repositório Institucional da Universidade Católica PortuguesaGregori, MarcoJong, Martin G. dePieters, Rik2024-01-10T17:09:23Z20232023-01-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10400.14/43556eng0022-243710.1177/0022243723120525285179720514001125901900001info:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2024-01-16T01:46:13Zoai:repositorio.ucp.pt:10400.14/43556Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-20T01:44:39.645326Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv Response aggregation to obtain truthful answers to sensitive questions: estimating the prevalence of illegal purchases of prescription drugs
title Response aggregation to obtain truthful answers to sensitive questions: estimating the prevalence of illegal purchases of prescription drugs
spellingShingle Response aggregation to obtain truthful answers to sensitive questions: estimating the prevalence of illegal purchases of prescription drugs
Gregori, Marco
Bayesian econometrics
Health
Privacy
Sensitive questions
Survey methods
title_short Response aggregation to obtain truthful answers to sensitive questions: estimating the prevalence of illegal purchases of prescription drugs
title_full Response aggregation to obtain truthful answers to sensitive questions: estimating the prevalence of illegal purchases of prescription drugs
title_fullStr Response aggregation to obtain truthful answers to sensitive questions: estimating the prevalence of illegal purchases of prescription drugs
title_full_unstemmed Response aggregation to obtain truthful answers to sensitive questions: estimating the prevalence of illegal purchases of prescription drugs
title_sort Response aggregation to obtain truthful answers to sensitive questions: estimating the prevalence of illegal purchases of prescription drugs
author Gregori, Marco
author_facet Gregori, Marco
Jong, Martin G. de
Pieters, Rik
author_role author
author2 Jong, Martin G. de
Pieters, Rik
author2_role author
author
dc.contributor.none.fl_str_mv Veritati - Repositório Institucional da Universidade Católica Portuguesa
dc.contributor.author.fl_str_mv Gregori, Marco
Jong, Martin G. de
Pieters, Rik
dc.subject.por.fl_str_mv Bayesian econometrics
Health
Privacy
Sensitive questions
Survey methods
topic Bayesian econometrics
Health
Privacy
Sensitive questions
Survey methods
description This research proposes a simple, new technique to obtain truthful answers to sensitive, categorical questions. The paired response technique (PRT) asks participants to merely report the sum of the answers to two paired questions, one baseline and one sensitive, with the answers to each question known only to the participants. The technique then statistically infers the prevalence of the sensitive characteristic and its potential drivers from the association of the baseline question with other questions in the survey. Monte Carlo simulations demonstrate the performance of the PRT under varying conditions. A representative survey (n =4,649) in the Netherlands about legal and illegal purchases of prescription drugs to enhance sexual performance reveals that 17.4% of the target population has purchased medication to enhance sexual performance at least once. In contrast, in a control group surveyed with direct questioning, only 5.1% admit having done so. The great majority of these individuals opt to purchase illegally. Two further empirical applications, respectively, in the United States and the United Kingdom, show that the PRT reduces cognitive and affective costs of survey participation compared with a state-of-the-art randomized response technique for categorical questions.
publishDate 2023
dc.date.none.fl_str_mv 2023
2023-01-01T00:00:00Z
2024-01-10T17:09:23Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
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dc.identifier.uri.fl_str_mv http://hdl.handle.net/10400.14/43556
url http://hdl.handle.net/10400.14/43556
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv 0022-2437
10.1177/00222437231205252
85179720514
001125901900001
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reponame_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
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