A theoretical framework to improve the quality of manually acquired data

被引:13
作者
Haegemans, Tom [1 ]
Snoeck, Monique [1 ]
Lemahieu, Wilfried [1 ]
机构
[1] Katholieke Univ Leuven, Dept Decis Sci & Informat Management, Naamsestr 69, B-3000 Leuven, Belgium
关键词
Data quality; Data entry; Manually acquired data; Information quality; GOODNESS-OF-FIT; BEHAVIOR-CHANGE INTERVENTIONS; TASK-TECHNOLOGY FIT; PLANNED BEHAVIOR; DATA ACCURACY; RECORD DATA; DIMENSIONS;
D O I
10.1016/j.im.2018.05.014
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We present a framework for organisations to prevent errors in data entry. It states that data entry errors can be prevented by a strong intention of data producers to enter data correctly and by a high task-technology fit. Two empirical studies support the framework and demonstrate that a high task-technology fit is relatively more important than the data producers' intention. The framework refines the theory of planned behaviour, and extends the explanatory domain of the task-technology fit construct. The empirical evidence underlines the importance of the task-technology fit construct, an often-neglected construct in information systems research.
引用
收藏
页码:1 / 14
页数:14
相关论文
共 55 条
[1]   CAUSES OF THE FINANCIAL CRISIS [J].
Acharya, Viral V. ;
Richardson, Matthew .
CRITICAL REVIEW, 2009, 21 (2-3) :195-210
[2]   THE THEORY OF PLANNED BEHAVIOR [J].
AJZEN, I .
ORGANIZATIONAL BEHAVIOR AND HUMAN DECISION PROCESSES, 1991, 50 (02) :179-211
[3]  
Ajzen I., 2010, Predicting and changing behavior: The reasoned action approach, DOI DOI 10.4324/9780203838020
[4]  
[Anonymous], 2014, Journal of Experimental Political Science
[5]   Efficacy of the theory of planned behaviour: A meta-analytic review [J].
Armitage, CJ ;
Conner, M .
BRITISH JOURNAL OF SOCIAL PSYCHOLOGY, 2001, 40 :471-499
[6]   Defining and improving data quality in medical registries: A literature review, case study, and generic framework [J].
Arts, DGT ;
de Keizer, NF ;
Scheffer, GJ .
JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION, 2002, 9 (06) :600-611
[7]   Preventing human error: The impact of data entry methods on data accuracy and statistical results [J].
Barchard, Kimberly A. ;
Pace, Larry A. .
COMPUTERS IN HUMAN BEHAVIOR, 2011, 27 (05) :1834-1839
[8]   Amazon's Mechanical Turk: A New Source of Inexpensive, Yet High-Quality, Data? [J].
Buhrmester, Michael ;
Kwang, Tracy ;
Gosling, Samuel D. .
PERSPECTIVES ON PSYCHOLOGICAL SCIENCE, 2011, 6 (01) :3-5
[9]  
Cane S, 2009, J COMPUT INFORM SYST, V50, P108
[10]   Evaluating Amazon's Mechanical Turk as a Tool for Experimental Behavioral Research [J].
Crump, Matthew J. C. ;
McDonnell, John V. ;
Gureckis, Todd M. .
PLOS ONE, 2013, 8 (03)