Title :
Using Quantitative Analyses to Construct a Capability Maturity Model for Business Intelligence
Author :
Raber, David ; Winter, Robert ; Wortmann, Felix
Author_Institution :
Inst. of Inf. Manage., Univ. of St. Gallen, St. Gallen, Switzerland
Abstract :
One important means to explore the strengths and weaknesses of Business Intelligence (BI) initiatives is a comprehensive and accurate BI maturity assessment instrument. It is important that the assessment instrument is transparently developed using the current BI knowledge base. This paper proposes a BI maturity model that is based on an explicit BI maturity concept and using empirical data. The data is transformed into maturity levels by applying the Rasch algorithm and cluster analysis. The resulting BI maturity model is constructed on the basis of 58 items (capabilities). It is comprised of five levels that we choose to label "initiate","harmonize", "integrate", "optimize" and"perpetuate". An evaluation of the model demonstrates its utility.
Keywords :
Capability Maturity Model; competitive intelligence; estimation theory; management information systems; BI maturity assessment instrument; Rasch algorithm; business intelligence; capability maturity model; cluster analysis; current BI knowledge base; data transformation; maturity level; quantitative analysis; Algorithm design and analysis; Bismuth; Capability maturity model; Clustering algorithms; Context; Organizations; Business Intelligence; Capabilities; Maturity Model;
Conference_Titel :
System Science (HICSS), 2012 45th Hawaii International Conference on
Conference_Location :
Maui, HI
Print_ISBN :
978-1-4577-1925-7
Electronic_ISBN :
1530-1605
DOI :
10.1109/HICSS.2012.630