The impact of experience and time on the use of Data Quality Information in decision making

被引:102
作者
Fisher, CW [1 ]
Chengalur-Smith, I
Ballou, DP
机构
[1] Marist Coll, Poughkeepsie, NY 12601 USA
[2] SUNY Albany, Albany, NY 12222 USA
关键词
data quality; information quality; Data Quality Information (DQI); decision making; data quality tags; data warehouse; metadata;
D O I
10.1287/isre.14.2.170.16017
中图分类号
G25 [图书馆学、图书馆事业]; G35 [情报学、情报工作];
学科分类号
1205 ; 120501 ;
摘要
Data Quality Information (DQI) is metadata that can be included with data to provide the user with information regarding the quality of that data. As users are increasingly removed from any personal experience with data, knowledge that would be beneficial in judging the appropriateness of the data for the decision to be made has been lost. Data tags could provide this missing information. However, it would be expensive in general to generate and maintain such information. Doing so would be worthwhile only if DQI is used and affects the decision made. This work focuses on how the experience of the decision maker and the available processing time influence the use of DQI in decision making. It also explores other potential issues regarding use of DQI, such as task complexity and demographic characteristics. Our results indicate increasing use of DQI when experience levels progress through the stages from novice to professional. The overall conclusion is that DQI should be made available to managers without domain-specific experience. From this it would follow that DQI should be incorporated into data warehouses used on an ad hoc basis by managers.
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页码:170 / 188
页数:19
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