Title :
Profitability analysis using data envelopment analysis-discriminant analysis: An empirical study
Author :
Lin, Hung-Tso ; Huang, Yin-Chi
Author_Institution :
Dept. of Distrib. Manage., Nat. Chin-Yi Univ. of Technol., Taichung, Taiwan
Abstract :
This paper addresses the profitability analysis of 31 chain stores belonging to a hairdressing company in central Taiwan. Four factors are adopted in the analysis with data of year 2010. The 31 stores are classified to four groups according to their levels of return on investment (ROI). The 31 stores are discriminated with apparent rate of 93.5% by a four-group data envelopment analysis-discriminant analysis (DEA-DA) model. The discriminant results reveal that two factors have positive effect for classifying a store to the group of high ROI level, while two factors have negative effect. This empirical study shows that DEA-DA is a suitable tool for the study company to discriminate the ROI attained in last year and can reveal the improvement aspects. Besides, the discriminant function obtained can be used to predict the ROI level of the oncoming year.
Keywords :
data envelopment analysis; investment; profitability; service industries; statistical analysis; DEA-DA model; central Taiwan; data envelopment analysis-discriminant analysis model; hairdressing company; hairdressing industry; profitability analysis; return on investment; Aggregates; Analytical models; Companies; Correlation; Data models; Europe; Profitability; Data envelopment analysis-discriminant analysis; discriminant function; return on investment;
Conference_Titel :
Industrial Engineering and Engineering Management (IEEM), 2011 IEEE International Conference on
Conference_Location :
Singapore
Print_ISBN :
978-1-4577-0740-7
Electronic_ISBN :
2157-3611
DOI :
10.1109/IEEM.2011.6117867