Data Quality Assessment in Credit Risk Management in Banks: Design, Application and Evaluation - Softcover

Güneş, Muhammed İlyas

Softcover

ISBN 10: 3659822043 ISBN 13: 9783659822049

Verlag: LAP LAMBERT Academic Publishing, 2017

Inhaltsangabe

As the size and complexity of banks grow, the amount of data that their information systems need to handle also increases. This leads to the emergence of a variety of data quality (DQ) problems. Due to the possible economic losses due to such DQ issues, banks need to assure quality of their data via data quality assessment (DQA) techniques. This study presents a distinctive approach for data quality assessment in credit risk management. This approach grounds the selection of DQ dimensions on identification of data taxonomies for credit risk. Identification of data taxonomies with determination of data entities and attributes, followed by the development of DQ metrics based on the DQ dimension. DQ metrics are transformed into quality performance indicators in order to assess quality of credit risk data by means of DQA methods. Analysis of the results of DQA reveals the underlying causes of poor DQ performance. Identification of DQ problems and their major causes is followed by suggestion of appropriate improvement techniques based on the size, complexity and criticality of the problems in the context of credit risk management.

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Über die Autorin bzw. den Autor

The writer graduated from Industrial Engineering Department in Middle East Technical University (METU). He achieved his M.Sc. Degree at Information Systems program in METU. He is currently working as a banking specialist in Banking Regulation and Supervision Agency in Turkey. His study subjects are risk management, finance and information systems.

Details zur Ausgabe

• Verlag: LAP LAMBERT Academic Publishing
• Erscheinungsdatum: 2017
• Sprache: Englisch
• ISBN 10: 3659822043
• ISBN 13: 9783659822049
• Einband: Taschenbuch
• Anzahl der Seiten: 152
• Kontakt zum Hersteller: Nicht verfügbar
• Verantwortliche Person: Fromm; customerservice@vdm-vsg.de; ; Brivibas gatve 197; Riga; 1039; Lettland