Metrics for measuring data quality - Foundations for an economic data quality management

被引：0
|
作者：
Heinrich, Bernd [1 ]
Kaiser, Marcus [1 ]
Klier, Mathias [1 ]
机构：
[1] Univ Augsburg, Dept Informat Syst & Financial Engn, Augsburg, Germany
来源：
ICSOFT 2007: PROCEEDINGS OF THE SECOND INTERNATIONAL CONFERENCE ON SOFTWARE AND DATA TECHNOLOGIES, VOL ISDM/WSEHST/DC | 2007年
关键词：
data quality; data quality management; data quality metrics;
D O I：
暂无
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
The article develops metrics for an economic oriented management of data quality. Two data quality dimensions are focussed: consistency and timeliness. For deriving adequate metrics several requirements are stated (e. g. normalisation, cardinality, adaptivity, interpretability). Then the authors discuss existing approaches for measuring data quality and illustrate their weaknesses. Based upon these considerations, new metrics are developed for the data quality dimensions consistency and timeliness. These metrics are applied in practice and the results are illustrated in the case of a major German mobile services provider.
引用
收藏
页码：87 / 94
页数：8
相关论文
共 50 条
  • [1] Measuring data quality with weighted metrics
    Vaziri, Reza
    Mohsenzadeh, Mehran
    Habibi, Jafar
    TOTAL QUALITY MANAGEMENT & BUSINESS EXCELLENCE, 2019, 30 (5-6) : 708 - 720
  • [2] Requirements for Data Quality Metrics
    Heinrich, Bernd
    Hristova, Diana
    Klier, Mathias
    Schiller, Alexander
    Szubartowicz, Michael
    ACM JOURNAL OF DATA AND INFORMATION QUALITY, 2018, 9 (02):
  • [3] MEASURING DATA QUALITY IN VORTALS
    Caro, Angelica
    Angeles Moraga, Ma
    Moraga, Carmen
    Calero, Coral
    ICSOFT 2009: PROCEEDINGS OF THE 4TH INTERNATIONAL CONFERENCE ON SOFTWARE AND DATA TECHNOLOGIES, VOL 2, 2009, : 217 - +
  • [4] A FRAMEWORK FOR DYNAMIC DATA QUALITY MANAGEMENT
    Bargh, Mortaza S.
    Mbgong, Francois
    van Dijk, Jan
    Choenni, Sunil
    PROCEEDINGS OF THE INTERNATIONAL CONFERENCES ON E-HEALTH 2015 E-COMMERCE AND DIGITAL MARKETING 2015 AND INFORMATION SYSTEMS POST-IMPLEMENTATION AND CHANGE MANAGEMENT 2015, 2015, : 134 - 142
  • [5] Data Quality Management in the Internet of Things
    Zhang, Lina
    Jeong, Dongwon
    Lee, Sukhoon
    SENSORS, 2021, 21 (17)
  • [6] Data measurement in research information systems: metrics for the evaluation of data quality
    Azeroual, Otmane
    Saake, Gunter
    Wastl, Jurgen
    SCIENTOMETRICS, 2018, 115 (03) : 1271 - 1290
  • [7] Data Quality Management for Big Data Applications
    Khaleel, Majida Yaseen
    Hamad, Murtadha M.
    12TH INTERNATIONAL CONFERENCE ON THE DEVELOPMENTS IN ESYSTEMS ENGINEERING (DESE 2019), 2019, : 357 - 362
  • [8] Data measurement in research information systems: metrics for the evaluation of data quality
    Otmane Azeroual
    Gunter Saake
    Jürgen Wastl
    Scientometrics, 2018, 115 : 1271 - 1290
  • [9] Quality Management in Big Data
    Ge, Mouzhi
    Dohnal, Vlastislav
    INFORMATICS-BASEL, 2018, 5 (02):
  • [10] Data Quality Management in Pharmacovigilance
    Marie Lindquist
    Drug Safety, 2004, 27 : 857 - 870
12345