Creating composite indicators with DEA and robustness analysis: the case of the Technology Achievement Index
نویسندگان
چکیده
Composite indicators (CIs) are often used for benchmarking countries’ performance, but they frequently stir controversies about the unavoidable subjectivity in their construction. Data Envelopment Analysis helps to overcome some key limitations, as it does not need any prior information on either the normalization of sub-indicators or on an agreed unique set of weights. Still, subjective decisions remain, and such modelling uncertainty propagates onto countries’ CI scores and rankings. Uncertainty and sensitivity analysis are therefore needed to assess the robustness of the final outcome and to analyse how much each source of uncertainty contributes to the output variance. The current paper reports on these issues, using the Technology Achievement Index as an illustration. Journal of the Operational Research Society (2008) 59, 239–251. doi:10.1057/palgrave.jors.2602445 Published online 27 June 2007
منابع مشابه
Constructing a Composite Index of Risk in the Banking Sector: A Multilayer DEA Approach (Case Study: Tehran Stock Exchange Member Banks)
Risk analysis is necessary for portfolio management. Investors in setting an appropriate portfolio need to pay attention to risk-related indicators as well as profitability. Beside soft approaches for composing indicators to an index such as AHP, the optimization approaches such as DEA are also considered. However, if the indicators have a hierarchical structure, then it is no longer possible t...
متن کاملMalmquist Productivity Index with Dynamic Network Structure
Data envelopment analysis (DEA) measures the relative efficiency of decision making units (DMUs) with multiple inputs and multiple outputs. DEA-based Malmquist productivity index measures the productivity change over time. We propose a dynamic DEA model involving network structure in each period within the framework a DEA. We have previously published the network DEA (NDEA) and the dynamic DEA ...
متن کاملAn Integrated DEA and Data Mining Approach for Performance Assessment
This paper presents a data envelopment analysis (DEA) model combined with Bootstrapping to assess performance of one of the Data mining Algorithms. We applied a two-step process for performance productivity analysis of insurance branches within a case study. First, using a DEA model, the study analyzes the productivity of eighteen decision-making units (DMUs). Using a Malmquist index, DEA deter...
متن کاملA new weighting approach to Non-Parametric composite indices compared with principal components analysis
Introduction of Human Development Index (HDI) by UNDP in early 1990 followed a surge in use of non-parametric and parametric indices for measurement and comparison of countries performance in development, globalization, competition, well-being and etc. The HDI is a composite index of three indicators. Its components are to reflect three major dimensions of human development: longevity, knowledg...
متن کاملWeight Constrained DEA Measurement of the Quality of Life in Spanish Municipalities in 2011
This paper measures quality of life (QoL) in the 393 largest Spanish municipalities in 2011. We follow recent descriptions of QoL dimensions to propose an integrated framework composed of eight dimensions: material living conditions, health, education, environment, economic and physical safety, governance and political voice, social interaction, and personal activities. Using different sources ...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
- JORS
دوره 59 شماره
صفحات -
تاریخ انتشار 2008