Advanced Analytics Software for Performance Analysis and Visualization of Financial Institutions
Программное обеспечение для расширенной аналитики, анализа эффективности и визуализации финансовых учреждений
2017-09-01
SCID: 54.1/w9qhvumw
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Data envelopment analysisDecision supportFinancial institutionsFree disposal hullFrontier visualization
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Abstract (AI)
In this paper we consider the application of proposed analytics software for performance analysis and visualization of complex financial systems. We give theoretical background of underlying mathematical method and present its application in information and communication technologies. Two nonparametric approaches data envelopment analysis (DEA) and free disposal hull (FDH) are used in this paper to develop a software system for convex and nonconvex frontier visualization and performance analysis of financial systems. Our theoretical results are validated by computational experiments on the data taken from financial accounts of Russian banks. Potential applications of proposed approach in situation room for decision support and strategic performance management are considered.
Key Findings
1
The paper develops analytics software for performance analysis and visualization of complex financial systems.
2
The proposed approach supports situation-room decision-making and strategic performance management applications.
3
The software integrates Data Envelopment Analysis (DEA) and Free Disposal Hull (FDH) methods to analyze convex and nonconvex efficiency frontiers.
4
Theoretical results are validated through computational experiments using financial-account data from Russian banks.
Research Object
complex financial systems, specifically Russian banks represented by financial-account data
Research Subject
performance analysis and visualization of convex and nonconvex efficiency frontiers
Publication Details
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2017-09-01
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