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Analysis of erroneous data entries in paper based and electronic data collection.

Authors :
Ley, Benedikt
Rijal, Komal Raj
Marfurt, Jutta
Adhikari, Naba Raj
Banjara, Megha Raj
Shrestha, Upendra Thapa
Thriemer, Kamala
Price, Ric N.
Ghimire, Prakash
Source :
BMC Research Notes. 8/22/2019, Vol. 12 Issue 1, pN.PAG-N.PAG. 1p. 1 Chart, 2 Graphs.
Publication Year :
2019

Abstract

Objective: Electronic data collection (EDC) has become a suitable alternative to paper based data collection (PBDC) in biomedical research even in resource poor settings. During a survey in Nepal, data were collected using both systems and data entry errors compared between both methods. Collected data were checked for completeness, values outside of realistic ranges, internal logic and date variables for reasonable time frames. Variables were grouped into 5 categories and the number of discordant entries were compared between both systems, overall and per variable category. Results: Data from 52 variables collected from 358 participants were available. Discrepancies between both data sets were found in 12.6% of all entries (2352/18,616). Differences between data points were identified in 18.0% (643/3580) of continuous variables, 15.8% of time variables (113/716), 13.0% of date variables (140/1074), 12.0% of text variables (86/716), and 10.9% of categorical variables (1370/12,530). Overall 64% (1499/2352) of all discrepancies were due to data omissions, 76.6% (1148/1499) of missing entries were among categorical data. Omissions in PBDC (n = 1002) were twice as frequent as in EDC (n = 497, p < 0.001). Data omissions, specifically among categorical variables were identified as the greatest source of error. If designed accordingly, EDC can address this short fall effectively. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
17560500
Volume :
12
Issue :
1
Database :
Academic Search Index
Journal :
BMC Research Notes
Publication Type :
Academic Journal
Accession number :
138200166
Full Text :
https://doi.org/10.1186/s13104-019-4574-8