Discriminant analysis via mathematical programming: certain problems and their causes
Computers and Operations Research
Computers and Operations Research
Robust separation of finite sets via quadratics
Computers and Operations Research
Natural discriminant analysis using interactive Potts models
Neural Computation
Industry Clockspeed: Measurement and Operational Implications
Manufacturing & Service Operations Management
Decision support systems unfrastructure: The root problems of the management of changing IT
Decision Support Systems
Composite quality of service and decision making perspectives in wireless networks
Decision Support Systems
Classification by vertical and cutting multi-hyperplane decision tree induction
Decision Support Systems
Efficiency measurement for network systems: IT impact on firm performance
Decision Support Systems
A hybrid approach for efficient ensembles
Decision Support Systems
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This study discusses a use of DEA-DA (Data Envelopment Analysis-Discriminant Analysis) to assess the corporate value of IT (Information Technology) firms and other manufacturing firms. It is widely known that Tobin's q is a ratio that serves as a measure of corporate value. This study explores a linkage between DEA-DA (as a methodology) and Tobin's q (as a theoretical basis for corporate performance) via the measurement of Altman's Z score (as a financial performance). The Z score provides us with aggregated information regarding financial ratios and other financial measures that investors usually examine in their investment decisions. This study applies the proposed approach to compare between Japanese IT and manufacturing firms. The empirical evidence obtained in this study indicates that R&D (Research and Development) expenditure enhances the corporate value of Japanese IT and manufacturing firms. However, the R&D expenditure of IT firms is important but not essential, compared with other manufacturing firms in Japan. The empirical result is inconsistent with the opinion of many corporate leaders and individuals who are associated with the IT industry. They believe that the R&D expenditure is essential for the Japanese IT industry to maintain its international competitiveness in the global market. In addition to the R&D expenditure, the empirical study indicates that IT leaders need to pay attention to the reduction of an R&D cycle time to enhance their competitiveness because a market cycle time of IT products is less than that of the other manufacturing products. The findings on Japanese IT and manufacturing industries are applicable to other industrial nations.