TY - JOUR
T1 - Multi-period efficiency measurement in data envelopment analysis
T2 - The case of Taiwanese commercial banks
AU - Kao, Chiang
AU - Liu, Shiang Tai
N1 - Funding Information:
This research was partially supported by the National Science Council of the Republic of China (Taiwan) , under grant NSC98–2410-H-006-006-MY3 .
PY - 2014/9
Y1 - 2014/9
N2 - In measuring the overall efficiency of a set of decision making units (DMUs) in a time span covering multiple periods, the conventional approach is to use the aggregate data of the multiple periods via a data envelopment analysis (DEA) technique, ignoring the specific situation of each period. This paper proposes using a relational network model to take the operations of individual periods into account in measuring efficiencies. The overall and period efficiencies of a DMU can be calculated at the same time. Notably, the overall efficiency is a weighted average of the period efficiencies, and the weights are the most favorable ones for the DMU being evaluated. This model, together with two existing ones, is applied to measure the efficiency of 22 Taiwanese commercial banks for the period of 2009-2011. The three-year multi-period analysis shows that the proposed model is more discriminative than the existing ones in ranking the performance of the banks. The period efficiencies for the three years increased steadily, indicating that the performances of the Taiwanese banks examined in this work were improving over this period.
AB - In measuring the overall efficiency of a set of decision making units (DMUs) in a time span covering multiple periods, the conventional approach is to use the aggregate data of the multiple periods via a data envelopment analysis (DEA) technique, ignoring the specific situation of each period. This paper proposes using a relational network model to take the operations of individual periods into account in measuring efficiencies. The overall and period efficiencies of a DMU can be calculated at the same time. Notably, the overall efficiency is a weighted average of the period efficiencies, and the weights are the most favorable ones for the DMU being evaluated. This model, together with two existing ones, is applied to measure the efficiency of 22 Taiwanese commercial banks for the period of 2009-2011. The three-year multi-period analysis shows that the proposed model is more discriminative than the existing ones in ranking the performance of the banks. The period efficiencies for the three years increased steadily, indicating that the performances of the Taiwanese banks examined in this work were improving over this period.
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U2 - 10.1016/j.omega.2013.09.001
DO - 10.1016/j.omega.2013.09.001
M3 - Article
AN - SCOPUS:84899918842
SN - 0305-0483
VL - 47
SP - 90
EP - 98
JO - Omega (United Kingdom)
JF - Omega (United Kingdom)
ER -