Metadata-based data quality assessment

被引：14

作者：

Aljumaili, Mustafa ^{[1
]}

Karim, Ramin ^{[1
]}

Tretten, Phillip ^{[1
]}

机构：

[1] Lulea Univ Technol, Div Operat Maintenance & Acoust Engn, Lulea, Sweden

来源：

VINE JOURNAL OF INFORMATION AND KNOWLEDGE MANAGEMENT SYSTEMS | 2016年 / 46卷 / 02期

关键词：

Metadata; Data quality; Attributes; eMaintenance; Database;

D O I：

10.1108/VJIKMS-11-2015-0059

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：

Purpose - The purpose of this paper is to develop data quality (DQ) assessment model based on content analysis and metadata analysis. Design/methodology/approach - A literature review of DQ assessment models has been conducted. A study of DQ key performances (KPIs) has been done. Finally, the proposed model has been developed and applied in a case study. Findings - The results of this study shows that the metadata data have important information about DQ in a database and can be used to assess DQ to provide decision support for decision makers. Originality/value - There is a lot of DQ assessment in the literature; however, metadata are not considered in these models. The model developed in this study is based on metadata in addition to the content analysis, to find a quantitative DQ assessment.

引用

页码：232 / 250

页数：19

共 38 条

[1]

Aspin A., 2012, SQL SERVER 2012 DATA, P241

[2]

Atzeni P, 1993, RELATIONAL DATABASE

[3]

Ballou DP, 2003, IEEE T KNOWL DATA EN, V15, P240, DOI 10.1109/TKDE.2003.1161595

[4] MODELING DATA AND PROCESS QUALITY IN MULTI-INPUT, MULTI-OUTPUT INFORMATION-SYSTEMS [J].

BALLOU, DP ;

PAZER, HL .

MANAGEMENT SCIENCE, 1985, 31 (02) :150-162

[5] Enhancing data quality in data warehouse environments [J].

Ballou, DP ;

Tayi, GK .

COMMUNICATIONS OF THE ACM, 1999, 42 (01) :73-78

[6] Methodologies for Data Quality Assessment and Improvement [J].

Batini, Carlo ;

Cappiello, Cinzia ;

Francalanci, Chiara ;

Maurino, Andrea .

ACM COMPUTING SURVEYS, 2009, 41 (03)

[7]

Bedoll R., 1990, Digest of Papers. Tenth IEEE Symposium on Mass Storage Systems. Crisis in Mass Storage (Cat. No.90CH2844-9), P111, DOI 10.1109/MASS.1990.113579

[8]

Bergdahl M., 2007, HDB DATA QUALITY ASS, P9

[9]

Brand A., 2003, METADATA DEMYSTIFIED

[10]

Buneman P, 2001, LECT NOTES COMPUT SC, V1973, P316

← 1 2 3 4 →