Title :
Financial performance evaluation of Japanese manufacturing industries: A combined use of DEA discriminant analysis with principal component analysis
Author :
Goto, Mika ; Suzuki, Akihiko ; Fuwa, Yasuhiro ; Sato, Tomohiro ; Sueyoshi, Toshiyuki
Author_Institution :
Central Res. Inst. of Electr. Power Ind., Komae, Japan
fDate :
July 29 2007-Aug. 1 2007
Abstract :
This study describes a practical use of DEA discriminant analysis (DEA-DA), combined with principal component analysis, to predict corporate bankruptcy in Japanese manufacturing industries. DEA-DA is useful for classifying non-default and default firms. We applied DEA-DA to the classification of Japanese machinery and electrical equipment industries based upon financial performance. The DEA-DA application identifies that research and development (R&D) expenditure makes a positive impact on the corporate performance of Japanese machinery industry, but it yielded a negative impact on Japanese electrical equipment industry.
Keywords :
data envelopment analysis; electrical products industry; financial management; machinery production industries; organisational aspects; principal component analysis; research and development; DEA discriminant analysis; Japanese electrical equipment industry; Japanese machinery equipment industry; Japanese manufacturing industries; R&D expenditure; corporate bankruptcy; corporate performance; data envelopment analysis; financial performance evaluation; principal component analysis; research and development; Automobiles; Data envelopment analysis; Economic forecasting; Electrical equipment industry; Machinery; Manufacturing industries; Performance analysis; Power generation economics; Principal component analysis; Research and development; Financial data processing; Manufacturing; Research and development management;
Conference_Titel :
Engineering Management Conference, 2007 IEEE International
Conference_Location :
Austin, TX
Print_ISBN :
978-1-4244-2145-9
Electronic_ISBN :
978-1-4244-2146-6
DOI :
10.1109/IEMC.2007.5235076