Nov 24, 2012 a brief introduction to data envelopment analysis dea. The purpose of the handbook is to 1 describe and elucidate the state of the field and 2, where appropriate, extend the frontier of dea research. The purpose of the handbook is to 1 describe and elucidate the state of the field. Performance measurement with data envelopment analysis in service industry. Dea software deafrontier software free version support purchase software. The dea model used in this study is described in section 2, and the data used is described in section an evaluation of characteristics of jleague players using data envelopment analysis. Data envelopment analysis a comprehensive text with. Variable returns to scale vrs is a type of frontier scale used in data envelopment analysis dea.
Stochastic nonparametric approach to efficiency analysis. The method we will examine is that called data envelopment analysis. The various optimisation models of data envelopment analysis, such as input minimisation or output maximisation, are described in detail. Cooper, and joe zhu introduction to data envelopment analysis and its uses with deasolver software and references, springer, new york, 2006. Data envelopment analysis and its applications to management. Data envelopment analysis and its applications to management, edited by vincent charles and mukesh kumar this book first published 2012 cambridge scholars publishing 12 back chapman street, newcastle upon tyne, ne6 2xx, uk british library cataloguing in publication data a catalogue record for this book is available from the british library. Zhu, handbook on data envelopment analysis, kluwer academic publishers, boston, 2004, pp. Handbook of research on strategic performance management and. Data envelopment analysis dea is a relatively new data oriented approach for evaluating the performances of a set of entities called decisionmaking units dmus which convert multiple inputs. The frontier analyst manual describes these stages in detail. Data envelopment analysis dea is a relatively new data oriented approach for evaluating the performances of a set of entities called decision making units dmus which convert multiple inputs into multiple outputs. Dea has been used in evaluating the performances of many different kinds of.
The purpose of the handbook is to 1 describe and elucidate the state of the field and 2, where appropriate, extend the handbook on data envelopment analysis springerlink skip to main content skip to table of contents. This cited by count includes citations to the following articles in scholar. Data envelopment analysis a comprehensive text with models. Data envelopment analysis of the effieincy frontier for the results achived by. Introduction to data envelopment analysis and its uses william w.
Handbook on data envelopment analysis book depository. Data envelopment analysis dea is a linear programming methodology to measure the efficiency of multiple decisionmaking units dmus when the production process presents a structure of multiple inputs and outputs. The efficiency of brazilian electricity distributors during 2004 2009. Nitrogen, phosphate, and herbicide use are three main environmental problems caused by agriculture.
Dea is a very flexible method of comparing the efficiency performance of various decisionmaking units, or dmus. A dmu is considered efficient when no other dmus can produce more outputs using an equal or lesser amount of inputs. Oclcs webjunction has pulled together information and resources to assist library staff as they consider how to handle coronavirus. Clipping is a handy way to collect important slides you want to go back to later. Football soccer an evaluation of characteristics of. Research methodology on data envelopment analysis dea. Request pdf handbook on data envelopment analysis this handbook covers dea topics that are. D2 abstract it is very important to have a performance measurement in order to make right decision, hence to realize our targets via help of these decisions in business world. Data envelopment analysis dea in massive data sets. A comprehensive text with models, applications references, and deasolver software with cdromjanuary 1999. Data envelopment analysis to determine by how much. Quantitative models for performance evaluation and benchmarking.
Residing in the domain of outputtoinputratio measurement, data envelopment analysis dea, which charnes, cooper, and rhodes first proposed as an evaluation tool for decision units, solves many of the. However, in developing economies and particularly in africa only a few studies have applied dea in measuring the efficiency. An empirical study of the minnesota independent school districts, with h. To reply such inquiries, this study proposes a holistic methodology, or data envelopment analysis dea, to evaluate the performance of firms from corporate sustainability. Dea data envelopment analysis econometrics operations research production and.
Data envelopment analysis a comprehensive text with models, applications, references and deasolver software william w. Data envelopment analysis dea is a relatively new dataoriented approach for evaluating the performances of a set of entities called decision making units dmus which convert multiple inputs into multiple outputs. This handbook represents a milestone in the progression of data envelopment analysis dea. The large variety of factors that influence port performance complicates the determination of port efficiency. Use features like bookmarks, note taking and highlighting while reading handbook on data envelopment analysis international series in. Using two data sources, we develop a data envelopment analysis dea model to evaluate the relative efficiency of eds. Evaluating hedge fund and cta performance data envelopment analysis approach greg n. How data envelopment analysis works frontier analyst. Reliable information about the coronavirus covid19 is available from the world health organization current situation, international travel. Discrete and integer valued inputs and outputs in data envelopnebt analysis. This handbook serves as a complement to the handbook on data envelopment analysis eds, w. This handbook compiles stateoftheart empirical studies and applications using data envelopment analysis dea. Jan 10, 2007 data envelopment analysis dea has grown has grown into a powerful quantitative, analytical tool for measuring and evaluating performance. I p the 11 th i nal c rence of a, j une 3, s n, t key data envelopment analysis and performance measurment proceedings of the 11th international conference of dea edited by.
It includes a collection of 18 chapters written by dea experts. Measuring the efficiency of university libraries using. Layering and rankordering dmus using tiered dea, southern methodist university technical report, 19942000. Nonparametric estimation of environmental efficiency using. It has been successfully applied to a host of different entities engaged in a wide variety of activities in many complex, multilayered contexts worldwide. Translation invariance in data envelopment analysis.
Supply chain performance evaluation with rough twostage. We apply data envelopment analysis to discharge data from the 115 hospitals in the rural state of a study hospital to answer three questions. Since the original data envelopment analysis dea study by charnes et al. It also represents a milestone in the progression of a continuously advancing methodology. This note introduces a method known as data envelopment analysis dea as a tool for computing priority measures for affected communities, sites or social groups. Dea resources dea books dea texts publications dea videos dea software order dea books. Data envelopment analysis dea is used to assess how efficient is a dmu in utilizing its resources to produce maximum output ray 2004. Cooper is the author of data envelopment analysis 4. Kaoru tone national graduate institute for policy studies, japan kluwer academic. The results showed that of 5 rural bank, as many as 4 rural bankexperiencing. Handbook on data envelopment analysis international series in. Port performance comparison applying data envelopment.
Mar 19, 2015 the issue at hand, then is how to combine the several measures of input and output into a single measure of efficiency. Thanassoulis and others published handbook on data envelopment analysis find, read and cite all the research you need on researchgate. Data envelopment analysis data envelopment analysis dea measures the relative efficiencies of organizations with multiple inputs and multiple outputs. Numerous and frequentlyupdated resource results are available from this search. Written by experts who are often major contributors to dea theory, it includes a collection of chapters that represent the current stateoftheart in dea research.
Selected publications southern methodist university. A data envelopment analysis model with discretionary and non. Data envelopment analysis dea and its applications. Handbook on data envelopment analysis pdf free download. Introduction to data analysis computerphile duration. Evaluating the relationship between productivity and. Nonparametric estimation of environmental efficiency using data envelopment analysis and free disposable hull. Handbook on data envelopment analysis ebook, 2004 worldcat. Theory and applications proceedings of the 10th international conference on dea. A brief introduction to data envelopment analysis dea. This research applies the inputoutput orientation model.
Performance evaluation methods, which do not include uncertainty, obtain inferior results. Congestion is one of the most important phenomena in the production processes that reducing increasing one or more inputs can increase decrease one or more outputs. Joe zhu author of handbook on data envelopment analysis. Recently, karimi, khorram, and moeini 2016 presented a data envelopment analysis dea procedure to identify congestion of decisionmaking units dmus in integervalued dea. Apr 30, 2019 this paper aims to assess the application of seven statistical and data mining techniques to secondstage data envelopment analysis dea for bank performance. Handbook of research on strategic performance management and measurement using data envelopment analysis. He is an internationally recognized expert in methods of performance evaluation and benchmarking using data envelopment analysis dea, and his research interests are in the areas of operations and business analytics, productivity modeling, and performance evaluation and. Neralic, forthcoming in journal of the operational research society, 66, 1, january 2015, pp. It also represents a milestone in the progression of a continuously advancing methodology, which has extensive utility. Data envelopment analysis dea is a nonparametric methodology generally used to assess the relative efficiency of a set of homogeneous decision making units dmus cooper et al. To overcome this, rough set theory rst was used to deal with such uncertain data and extend rough noncooperative stackelberg data envelopment analysis dea game to construct a model to evaluate the performance of supply chain under uncertainty. Data envelopment analysis and data mining to efficiency.
It reflects the stateoftheart in data envelopment analysis. It avoids predefined indicator normalization, weights and aggregation functions in favor. The analysis tool used is data envelopment analysis dea. This research was conducted at rural bank in the tasikmalaya city with a span that is in 20 and 2014. Performance measurement with data envelopment analysis in. Data envelopment analysis dea has been used to analyze the efficiency of the health sector in the developed world for sometime now. Cooper, 9781441961501, available at book depository with free delivery worldwide. It is attractive because it circumvents some of the issues in classic index formation altogether.
There is certainly something appealing about a productivity analysis technique that does not force you to make limiting assumptions about the relationships between the variables examined. A survey and analysis of the first 30 years of scholarly literature in dea. Evaluation of research in efficiency and productivity. Cooper w w, seiford l m and zhu j 2011 handbook on data envelopment analysis 164 2 ed f. Handbook of research on strategic performance management and measurement using dea. Data envelopment analysis models and software packages for. Dataenvelopment analysis joe zhu 21 dea handbook dea handbook w. This ranges from general considerations through use of the correlation facility to help determine appropriate inputs and outputs. Pdf in recent years, a series of handbook on data envelopment analysis dea. Data envelopment analysis dea is a relatively new dataoriented approach for evaluating the performances of a set of entities called decision making units.
Is winning everything a data envelopment analysis of. However, in last 3 years 2004 2006, the number again increased to. The data envelopment analysis dea methodology is used as a benchmarking tool to locate a frontier which is then used to evaluate the efficiency of each of the organizational units responsible. The purpose of the handbook is to 1 describe and elucidate the state of the field and 2, where appropriate, extend. Seiford university of massachusetts at amherst and national science foundation, u. Using a nonradial slackbased measurement data envelopment analysis sbmdea model and statelevel data, this study assesses the environmental efficiency of the transportation sector in the u. Handbook on data envelopment analysis springerlink. With deasolver software and references has been carefully designed by the authors to provide a systematic introduction to dea and its uses as a multifaceted tool for evaluating problems in a variety of contexts.
We use a case study to investigate the usefulness and limitations of data envelopment analysis for assessing three common questions regarding hospital market capture for elective inpatient surgery. It provides a comprehensive source for the stateofthe art dea modeling on. It defines the stateoftheart of dea methodology and its uses. Data envelopment analysis dea is a relatively new data oriented approach for evaluating the performances of a set of entities called decisionmaking units dmus which convert multiple inputs into multiple outputs. Since that classic article, dea has become very popular with over 3,000 publications by over 2,000 authors between 1978 and 2001 tavares, 2002. This paper utilises the nonparametric frontier approach, data envelopment analysis dea, to analyse the technical and scale efficiency of domestic incorporated malaysian commercial banks during the merger year, preand post merger period. Krivonozhko 2004 special issue in data envelopment analysis. Now customize the name of a clipboard to store your clips.
Data envelopment analysis and performance measurement. Cornell university school of hotel administration the. Handbook on data envelopment analysis by william w. Theory and applications proceedings of the 10th international conference on dea edited by. Aug 23, 2011 this handbook covers dea topics that are extensively used and solidly based. Seiford and j, zhu, 2011, springer in an effort to extend the frontier of dea research. Operations management and management science rajiv. The second objective is to investigate the relationship between the efficiency and quality performance of eds and the factors affecting this relationship. A slacksbased measure of efficiency in data envelopment analysis.
This handbook has been developed as a comprehensive reference for researchers, students and practitioners. Data envelopment analysis guide books acm digital library. Springer conca f j, llopis j and tari j j 2004 development of a measure to asses quality management in certified firm european journal of operational research 156 683697. Handbook of operations analytics using data envelopment analysis. This handbook is intended to represent a milestone in the progression of dea. Handbook on data envelopment analysis, 203227, 2004. Dea models with production tradeoffs and weight restrictions. A slacks based measure of efficiency in data envelopment analysis. The eficiency effects of bank mergers and acquisitions in a. Applications implementationissues dea,springer, boston, 2005, isbn 387. Seiford zhuhandbook dataenvelopment analysis, springer, boston, 2004, isbn 1402077971 data envelopment analysis joe zhu 22 modeling issues w. Operations management and management science sensitivity and stability in stochastic data envelopment analysis, with k.
Joe zhu is professor of operations analytics in the foisie business school, worcester polytechnic institute. Handbook on data envelopment analysis, kluwer academic publishers, boston, 2004. Introduction to data envelopment analysis and its uses. Data envelopment analysis dea, as a it is called, has particular applicability in the service sector. Research on chinas commercial banks rating and ranking based on dea. Zhu, handbook of operations analytics using data envelopment analysis. The purpose of the handbook is to 1 describe and elucidate the state of the field and 2, where appropriate, extend the.
This article shows that there is a significant difference in the level of franchise inefficiency between mlb and the nfl because of the different. Radial and nonradial approaches for environmental assessment. The data envelopment analysis technique is used to measure franchise payroll efficiency in the national football league nfl from 1981 to 2000 and major league baseball mlb from 1985 to 2001. Dea has been used for both production and cost data. Measuring the efficiency of university libraries using data envelopment analysis nevena stancheva1, vyara angelova2 university of economics varna, bulgaria inforum 2004. Using the neoclassical theory of production economics as the analytical framework, this book, first published in 2004, provides a unified and easily comprehensible, yet fairly rigorous, exposition of the core literature on data envelopment analysis dea for readers based in different disciplines. Download it once and read it on your kindle device, pc, phones or tablets. Data envelopment analysis dea in massive data sets, handbook of massive data sets. I knew that i had to share this experience with others. This paper presents a new approach to the measurement of efficiency. An application of data envelopment analysis 141 10 a data envelopment analysis model for risk ranking of rigid subsea pipes 157 11.
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