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Specifically, the business workflow layer of the integrated framework is modelled using business process modelling notation, and an information product map is used to model the second layer's information manufacturing process, whilst the third layer represents the metacontent detail of the data validation stage, from source system through to ETL, to the data warehousing stage. Also, the authors develop a BIP-Map informed prototype in collaboration with an online job advertising firm, the framework then being validated by key BI stakeholders of the firm. The integrated framework addresses individual-related data quality issues and builds user confidence by enhancing the traceability and accountability of a BI product.<\/p>","DOI":"10.4018\/jdm.2014070102","type":"journal-article","created":{"date-parts":[[2014,11,5]],"date-time":"2014-11-05T12:06:02Z","timestamp":1415189162000},"page":"28-47","source":"Crossref","is-referenced-by-count":4,"title":["Improving Business Intelligence Traceability and Accountability"],"prefix":"10.4018","volume":"25","author":[{"given":"Chin-Hoong","family":"Chee","sequence":"first","affiliation":[{"name":"Faculty of Information and Communication Technology, Universiti Tunku Abdul Rahman, Kampar, Perak, Malaysia"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2964-4518","authenticated-orcid":true,"given":"William","family":"Yeoh","sequence":"additional","affiliation":[{"name":"School of Information and Business Analytics, Deakin University, Burwood, VIC, Australia"}]},{"given":"Shijia","family":"Gao","sequence":"additional","affiliation":[{"name":"Faculty of Information Technology, Monash University, Caulfield East, VIC, Australia"}]},{"given":"Gregory","family":"Richards","sequence":"additional","affiliation":[{"name":"Telfer School of Management, University of Ottawa, Ottawa, Ontario, Canada"}]}],"member":"2432","reference":[{"key":"jdm.2014070102-0","doi-asserted-by":"publisher","DOI":"10.1016\/S0925-5273(03)00102-6"},{"key":"jdm.2014070102-1","doi-asserted-by":"publisher","DOI":"10.4018\/jdm.2011070102"},{"journal-title":"Dimensional Modelling: In a Business Intelligence Environment","year":"2006","author":"C.Ballard","key":"jdm.2014070102-2"},{"key":"jdm.2014070102-3","doi-asserted-by":"publisher","DOI":"10.1287\/mnsc.44.4.462"},{"key":"jdm.2014070102-4","article-title":"Business Intelligence as a Competitive Differentiator.","author":"R. 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