TY - JOUR
T1 - Estimating global frontier shifts and global Malmquist indices
AU - Asmild, Mette
AU - Tam, Fai
PY - 2007/2
Y1 - 2007/2
N2 - The Malmquist index is a measure of productivity changes, of which an important component is the frontier shift or technological change. Often technological change can be viewed as a global phenomenon, and therefore individual or local measures of technological changes are aggregated into an overall measure, traditionally using geometric means. In this paper we propose a way of calculating global Malmquist indices and global frontier shift indices which provides a better estimation of the true frontier shift and furthermore is easy to calculate. Using simulation studies we show how this method outperforms the traditional aggregation approach, especially for sparsely populated production possibility sets and for frontiers that also change shape over time. Furthermore, our global indices can be used for unbalanced panels without disregarding any information. Finally, we show how the global indices are meaningful for calculating differences between frontiers from different groups rather than different time periods as illustrated in a small case study of bank branches in different countries.
AB - The Malmquist index is a measure of productivity changes, of which an important component is the frontier shift or technological change. Often technological change can be viewed as a global phenomenon, and therefore individual or local measures of technological changes are aggregated into an overall measure, traditionally using geometric means. In this paper we propose a way of calculating global Malmquist indices and global frontier shift indices which provides a better estimation of the true frontier shift and furthermore is easy to calculate. Using simulation studies we show how this method outperforms the traditional aggregation approach, especially for sparsely populated production possibility sets and for frontiers that also change shape over time. Furthermore, our global indices can be used for unbalanced panels without disregarding any information. Finally, we show how the global indices are meaningful for calculating differences between frontiers from different groups rather than different time periods as illustrated in a small case study of bank branches in different countries.
KW - Data envelopment analysis (DEA)
KW - Frontier shifts/technical change
KW - Global indices
KW - Malmquist productivity change index
U2 - 10.1007/s11123-006-0028-0
DO - 10.1007/s11123-006-0028-0
M3 - Journal article
AN - SCOPUS:33847415001
VL - 27
SP - 137
EP - 148
JO - Journal of Productivity Analysis
JF - Journal of Productivity Analysis
SN - 0895-562X
IS - 2
ER -