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A Data Quality Control Program for Computer-Assisted Personal Interviews

Researchers strive to optimize data quality in order to ensure that study findings are valid and reliable. In this paper, we describe a data quality control program designed to maximize quality of survey data collected using computer-assisted personal interviews. The quality control program comprise...

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Autores principales: Squires, Janet E., Hutchinson, Alison M., Bostrom, Anne-Marie, Deis, Kelly, Norton, Peter G., Cummings, Greta G., Estabrooks, Carole A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2012
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3529418/
https://www.ncbi.nlm.nih.gov/pubmed/23304481
http://dx.doi.org/10.1155/2012/303816
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author Squires, Janet E.
Hutchinson, Alison M.
Bostrom, Anne-Marie
Deis, Kelly
Norton, Peter G.
Cummings, Greta G.
Estabrooks, Carole A.
author_facet Squires, Janet E.
Hutchinson, Alison M.
Bostrom, Anne-Marie
Deis, Kelly
Norton, Peter G.
Cummings, Greta G.
Estabrooks, Carole A.
author_sort Squires, Janet E.
collection PubMed
description Researchers strive to optimize data quality in order to ensure that study findings are valid and reliable. In this paper, we describe a data quality control program designed to maximize quality of survey data collected using computer-assisted personal interviews. The quality control program comprised three phases: (1) software development, (2) an interviewer quality control protocol, and (3) a data cleaning and processing protocol. To illustrate the value of the program, we assess its use in the Translating Research in Elder Care Study. We utilize data collected annually for two years from computer-assisted personal interviews with 3004 healthcare aides. Data quality was assessed using both survey and process data. Missing data and data errors were minimal. Mean and median values and standard deviations were within acceptable limits. Process data indicated that in only 3.4% and 4.0% of cases was the interviewer unable to conduct interviews in accordance with the details of the program. Interviewers' perceptions of interview quality also significantly improved between Years 1 and 2. While this data quality control program was demanding in terms of time and resources, we found that the benefits clearly outweighed the effort required to achieve high-quality data.
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spelling pubmed-35294182013-01-09 A Data Quality Control Program for Computer-Assisted Personal Interviews Squires, Janet E. Hutchinson, Alison M. Bostrom, Anne-Marie Deis, Kelly Norton, Peter G. Cummings, Greta G. Estabrooks, Carole A. Nurs Res Pract Research Article Researchers strive to optimize data quality in order to ensure that study findings are valid and reliable. In this paper, we describe a data quality control program designed to maximize quality of survey data collected using computer-assisted personal interviews. The quality control program comprised three phases: (1) software development, (2) an interviewer quality control protocol, and (3) a data cleaning and processing protocol. To illustrate the value of the program, we assess its use in the Translating Research in Elder Care Study. We utilize data collected annually for two years from computer-assisted personal interviews with 3004 healthcare aides. Data quality was assessed using both survey and process data. Missing data and data errors were minimal. Mean and median values and standard deviations were within acceptable limits. Process data indicated that in only 3.4% and 4.0% of cases was the interviewer unable to conduct interviews in accordance with the details of the program. Interviewers' perceptions of interview quality also significantly improved between Years 1 and 2. While this data quality control program was demanding in terms of time and resources, we found that the benefits clearly outweighed the effort required to achieve high-quality data. Hindawi Publishing Corporation 2012 2012-12-10 /pmc/articles/PMC3529418/ /pubmed/23304481 http://dx.doi.org/10.1155/2012/303816 Text en Copyright © 2012 Janet E. Squires et al. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Squires, Janet E.
Hutchinson, Alison M.
Bostrom, Anne-Marie
Deis, Kelly
Norton, Peter G.
Cummings, Greta G.
Estabrooks, Carole A.
A Data Quality Control Program for Computer-Assisted Personal Interviews
title A Data Quality Control Program for Computer-Assisted Personal Interviews
title_full A Data Quality Control Program for Computer-Assisted Personal Interviews
title_fullStr A Data Quality Control Program for Computer-Assisted Personal Interviews
title_full_unstemmed A Data Quality Control Program for Computer-Assisted Personal Interviews
title_short A Data Quality Control Program for Computer-Assisted Personal Interviews
title_sort data quality control program for computer-assisted personal interviews
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3529418/
https://www.ncbi.nlm.nih.gov/pubmed/23304481
http://dx.doi.org/10.1155/2012/303816
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