Handbook On Data Envelopment Analysis

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Handbook on Data Envelopment Analysis

William W. Cooper,Lawrence M. Seiford,Joe Zhu
Handbook on Data Envelopment Analysis Book PDF

Author : William W. Cooper,Lawrence M. Seiford,Joe Zhu
Publisher : Springer Science & Business Media
Page : 498 pages
File Size : 42,9 Mb
Release : 2011-08-23
Category : Business & Economics
ISBN : 1441961518

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Handbook on Data Envelopment Analysis by William W. Cooper,Lawrence M. Seiford,Joe Zhu Pdf

This handbook covers DEA topics that are extensively used and solidly based. 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. It defines the state-of-the-art of DEA methodology and its uses. This handbook is intended to represent a milestone in the progression of DEA. Written by experts, who are generally major contributors to the topics to be covered, it includes a comprehensive review and discussion of basic DEA models, which, in the present issue extensions to the basic DEA methods, and a collection of DEA applications in the areas of banking, engineering, health care, and services. The handbook's chapters are organized into two categories: (i) basic DEA models, concepts, and their extensions, and (ii) DEA applications. First edition contributors have returned to update their work. The second edition includes updated versions of selected first edition chapters. New chapters have been added on: different approaches with no need for a priori choices of weights (called “multipliers) that reflect meaningful trade-offs, construction of static and dynamic DEA technologies, slacks-based model and its extensions, DEA models for DMUs that have internal structures network DEA that can be used for measuring supply chain operations, Selection of DEA applications in the service sector with a focus on building a conceptual framework, research design and interpreting results.

Data Envelopment Analysis

Wade D. Cook,Joe Zhu
Data Envelopment Analysis Book PDF

Author : Wade D. Cook,Joe Zhu
Publisher : Springer
Page : 599 pages
File Size : 54,9 Mb
Release : 2014-07-08
Category : Business & Economics
ISBN : 9781489980687

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Data Envelopment Analysis by Wade D. Cook,Joe Zhu Pdf

This handbook serves as a complement to the Handbook on Data Envelopment Analysis (eds, W.W. Cooper, L.M. Seiford and J, Zhu, 2011, Springer) in an effort to extend the frontier of DEA research. It provides a comprehensive source for the state-of-the art DEA modeling on internal structures and network DEA. Chapter 1 provides a survey on two-stage network performance decomposition and modeling techniques. Chapter 2 discusses the pitfalls in network DEA modeling. Chapter 3 discusses efficiency decompositions in network DEA under three types of structures, namely series, parallel and dynamic. Chapter 4 studies the determination of the network DEA frontier. In chapter 5 additive efficiency decomposition in network DEA is discussed. An approach in scale efficiency measurement in two-stage networks is presented in chapter 6. Chapter 7 further discusses the scale efficiency decomposition in two stage networks. Chapter 8 offers a bargaining game approach to modeling two-stage networks. Chapter 9 studies shared resources and efficiency decomposition in two-stage networks. Chapter 10 introduces an approach to computing the technical efficiency scores for a dynamic production network and its sub-processes. Chapter 11 presents a slacks-based network DEA. Chapter 12 discusses a DEA modeling technique for a two-stage network process where the inputs of the second stage include both the outputs from the first stage and additional inputs to the second stage. Chapter 13 presents an efficiency measurement methodology for multi-stage production systems. Chapter 14 discusses network DEA models, both static and dynamic. The discussion also explores various useful objective functions that can be applied to the models to find the optimal allocation of resources for processes within the black box, that are normally invisible to DEA. Chapter 15 provides a comprehensive review of various type network DEA modeling techniques. Chapter 16 presents shared resources models for deriving aggregate measures of bank-branch performance, with accompanying component measures that make up that aggregate value. Chapter 17 examines a set of manufacturing plants operating under a single umbrella, with the objective being to use the component or function measures to decide what might be considered as each plant’s core business. Chapter 18 considers problem settings where there may be clusters or groups of DMUs that form a hierarchy. The specific case of a set off electric power plants is examined in this context. Chapter 19 models bad outputs in two-stage network DEA. Chapter 20 presents an application of network DEA to performance measurement of Major League Baseball (MLB) teams. Chapter 21 presents an application of a two-stage network DEA model for examining the performance of 30 U.S. airline companies. Chapter 22 then presents two distinct network efficiency models that are applied to engineering systems.

Data Envelopment Analysis

Joe Zhu
Data Envelopment Analysis Book PDF

Author : Joe Zhu
Publisher : Springer
Page : 465 pages
File Size : 47,8 Mb
Release : 2015-03-18
Category : Business & Economics
ISBN : 9781489975539

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Data Envelopment Analysis by Joe Zhu Pdf

This handbook represents a milestone in the progression of Data Envelopment Analysis (DEA). Written by experts who are often major contributors to DEA theory, it includes a collection of chapters that represent the current state-of-the-art in DEA research. Topics include distance functions and their value duals, cross-efficiency measures in DEA, integer DEA, weight restrictions and production trade-offs, facet analysis in DEA, scale elasticity, benchmarking and context-dependent DEA, fuzzy DEA, non-homogenous units, partial input-output relations, super efficiency, treatment of undesirable measures, translation invariance, stochastic nonparametric envelopment of data, and global frontier index. Focusing only on new models/approaches of DEA, the book includes contributions from Juan Aparicio, Mette Asmild, Yao Chen, Wade D. Cook, Juan Du, Rolf Färe, Julie Harrison, Raha Imanirad, Andrew Johnson, Chiang Kao, Abolfazl Keshvari, Timo Kuosmanen, Sungmook Lim, Wenbin Liu, Dimitri Margaritis, Reza Kazemi Matin, Ole B. Olesen, Jesus T. Pastor, Niels Chr. Petersen, Victor V. Podinovski, Paul Rouse, Antti Saastamoinen, Biresh K. Sahoo, Kaoru Tone, and Zhongbao Zhou.

Handbook of Operations Analytics Using Data Envelopment Analysis

Shiuh-Nan Hwang,Hsuan-Shih Lee,Joe Zhu
Handbook of Operations Analytics Using Data Envelopment Analysis Book PDF

Author : Shiuh-Nan Hwang,Hsuan-Shih Lee,Joe Zhu
Publisher : Springer
Page : 506 pages
File Size : 44,8 Mb
Release : 2016-07-01
Category : Business & Economics
ISBN : 9781489977052

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Handbook of Operations Analytics Using Data Envelopment Analysis by Shiuh-Nan Hwang,Hsuan-Shih Lee,Joe Zhu Pdf

This handbook focuses on Data Envelopment Analysis (DEA) applications in operations analytics which are fundamental tools and techniques for improving operation functions and attaining long-term competitiveness. In fact, the handbook demonstrates that DEA can be viewed as Data Envelopment Analytics. Chapters include a review of cross-efficiency evaluation; a case study on measuring the environmental performance of OECS countries; how to select a set of performance metrics in DEA with an application to American banks; a relational network model to take the operations of individual periods into account in measuring efficiencies; how the efficient frontier methods DEA and stochastic frontier analysis (SFA) can be used synergistically; and how to integrate DEA and multidimensional scaling. In other chapters, authors construct a dynamic three-stage network DEA model; a bootstrapping based methodology to evaluate returns to scale and convexity assumptions in DEA; hybridizing DEA and cooperative games; using DEA to represent the production technology and directional distance functions to measure band performance; an input-specific Luenberger energy and environmental productivity indicator; and the issue of reference set by differentiating between the uniquely found reference set and the unary and maximal types of the reference set. Finally, additional chapters evaluate and compare the technological advancement observed in different hybrid electric vehicles (HEV) market segments over the past 15 years; radial measurement of efficiency for the production process possessing multi-components under different production technologies; issues around the use of accounting information in DEA; how to use DEA environmental assessment to establish corporate sustainability; a summary of research efforts on DEA environmental assessment applied to energy in the last 30 years; and an overview of DEA and how it can be utilized alone and with other techniques to investigate corporate environmental sustainability questions.

Network Data Envelopment Analysis

Chiang Kao
Network Data Envelopment Analysis Book PDF

Author : Chiang Kao
Publisher : Springer
Page : 443 pages
File Size : 41,6 Mb
Release : 2016-08-23
Category : Business & Economics
ISBN : 9783319317182

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Network Data Envelopment Analysis by Chiang Kao Pdf

This book presents the underlying theory, model development, and applications of network Data Envelopment Analysis (DEA) in a systematic way. The field of network DEA extends and complements conventional DEA by considering not only inputs and outputs when measuring system efficiency, but also the internal structure of the system being analyzed. By analyzing the efficiency of individual internal components, and more particularly by studying the effects of relationships among components which are modeled and implemented by means of various network structures, the “network DEA” approach is able to help identify and manage the specific components that contribute inefficiencies into the overall systems. This relatively new approach comprises an important analytical tool based on mathematical programming techniques, with valuable implications to production and operations management. The existing models for measuring the efficiency of systems of specific network structures are also discussed, and the relationships between the system and component efficiencies are explored. This book should be able to inspire new research and new applications based on the current state of the art. Performance evaluation is an important task in management, and is needed to (i) better understand the past accomplishments of an organization and (ii) plan for its future development. However, this task becomes rather challenging when multiple performance metrics are involved. DEA is a powerful tool to cope with such issues. For systems or operations composed of interrelated processes, managers need to know how the performances of the various processes evaluated and how they are aggregated to form the overall performance of the system. This book provides an advanced exposition on performance evaluation of systems with network structures. It explores the network nature of most production and operation systems, and explains why network analyses are necessary.

Modeling Data Irregularities and Structural Complexities in Data Envelopment Analysis

Joe Zhu,Wade D. Cook
Modeling Data Irregularities and Structural Complexities in Data Envelopment Analysis Book PDF

Author : Joe Zhu,Wade D. Cook
Publisher : Springer Science & Business Media
Page : 334 pages
File Size : 41,7 Mb
Release : 2007-06-08
Category : Business & Economics
ISBN : 9780387716077

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Modeling Data Irregularities and Structural Complexities in Data Envelopment Analysis by Joe Zhu,Wade D. Cook Pdf

In a relatively short period of time, data envelopment analysis (DEA) has grown into a powerful analytical tool for measuring and evaluating performance. DEA is computational at its core and this book is one of several Springer aim to publish on the subject. This work deals with the micro aspects of handling and modeling data issues in DEA problems. It is a handbook treatment dealing with specific data problems, including imprecise data and undesirable outputs.

Handbook on Data Envelopment Analysis in Business, Finance, and Sustainability

Sabri Boubaker,Thanh Ngo
Handbook on Data Envelopment Analysis in Business Finance and Sustainability Book PDF

Author : Sabri Boubaker,Thanh Ngo
Publisher : World Scientific Publishing Europe Limited
Page : 0 pages
File Size : 40,7 Mb
Release : 2024
Category : Business & Economics
ISBN : 1800615779

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Handbook on Data Envelopment Analysis in Business, Finance, and Sustainability by Sabri Boubaker,Thanh Ngo Pdf

"This Handbook seeks for methodological, empirical, and policy-oriented contributions to provide scholars, investors, regulatory bodies, and policymakers with comprehensive insights on the efficiency and performance evaluation of businesses, financial, and accounting institutions or organizations to identify important issues for future investment, regulation, and policy-making strategies. The following areas are of particular interest: Part I: DEA in Business (including but not limited to agriculture, manufacturing, healthcare, transportation, hotel, aviation, and education) Part II: DEA in Banking and Finance (including but not limited to commercial/conventional banks, Islamic banks, insurance, credit, and Fintech institutions) Part III: DEA in Sustainability"--

Data Envelopment Analysis

Joe Zhu
Data Envelopment Analysis Book PDF

Author : Joe Zhu
Publisher : Springer
Page : 587 pages
File Size : 43,6 Mb
Release : 2016-03-22
Category : Business & Economics
ISBN : 9781489976840

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Data Envelopment Analysis by Joe Zhu Pdf

This handbook compiles state-of-the-art empirical studies and applications using Data Envelopment Analysis (DEA). It includes a collection of 18 chapters written by DEA experts. Chapter 1 examines the performance of CEOs of U.S. banks and thrifts. Chapter 2 describes the network operational structure of transportation organizations and the relative network data envelopment analysis model. Chapter 3 demonstrates how to use different types of DEA models to compute total-factor energy efficiency scores with an application to energy efficiency. In chapter 4, the authors explore the impact of incorporating customers' willingness to pay for service quality in benchmarking models on cost efficiency of distribution networks, and chapter 5 provides a brief review of previous applications of DEA to the professional baseball industry, followed by two detailed applications to Major League Baseball. Chapter 6 examines efficiency and productivity of U.S. property-liability (P-L) insurers using DEA, while chapter 7 presents a two-stage network DEA model that decomposes the overall efficiency of a decision-making unit into two components. Chapter 8 presents a review of the literature of DEA models for the perfoemance assessment of mutual funds, and chapter 9 discusses the management strategies formulation of the international tourist hotel industry in Taiwan. Chapter 10 presents a novel use of the two-stage network DEA to evaluate sustainable product design performances. In chapter 11 authors highlight limitations of some DEA environmental efficiency models, and chapter 12 reviews applications of DEA in secondary and tertiary education. Chapter 13 measures the relative performance of New York State school districts in the 2011-2012 academic year. Chapter 14 provides an introductory prelude to chapters 15 and 16, which both provide detailed applications of DEA in marketing. Chapter 17 then shows how to decompose a new total factor productivity index that satisfies all economically-relevant axioms from index theory with an application to U.S. agriculture. Finally, chapter 18 presents a unique study that conducts a DEA research front analysis, applying a network clustering method to group the DEA literature over the period 2000 to 2014.

Quantitative Models for Performance Evaluation and Benchmarking

Joe Zhu
Quantitative Models for Performance Evaluation and Benchmarking Book PDF

Author : Joe Zhu
Publisher : Springer
Page : 414 pages
File Size : 44,5 Mb
Release : 2017-05-04
Category : Business & Economics
ISBN : 3319374389

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Quantitative Models for Performance Evaluation and Benchmarking by Joe Zhu Pdf

The author is one of the prominent researchers in the field of Data Envelopment Analysis (DEA), a powerful data analysis tool that can be used in performance evaluation and benchmarking. This book is based upon the author’s years of research and teaching experiences. It is difficult to evaluate an organization’s performance when multiple performance metrics are present. The difficulties are further enhanced when the relationships among the performance metrics are complex and involve unknown tradeoffs. This book introduces Data Envelopment Analysis (DEA) as a multiple-measure performance evaluation and benchmarking tool. The focus of performance evaluation and benchmarking is shifted from characterizing performance in terms of single measures to evaluating performance as a multidimensional systems perspective. Conventional and new DEA approaches are presented and discussed using Excel spreadsheets — one of the most effective ways to analyze and evaluate decision alternatives. The user can easily develop and customize new DEA models based upon these spreadsheets. DEA models and approaches are presented to deal with performance evaluation problems in a variety of contexts. For example, a context-dependent DEA measures the relative attractiveness of similar operations/processes/products. Sensitivity analysis techniques can be easily applied, and used to identify critical performance measures. Two-stage network efficiency models can be utilized to study performance of supply chain. DEA benchmarking models extend DEA’s ability in performance evaluation. Various cross efficiency approaches are presented to provide peer evaluation scores. This book also provides an easy-to-use DEA software — DEAFrontier. This DEAFrontier is an Add-In for Microsoft® Excel and provides a custom menu of DEA approaches. This version of DEAFrontier is for use with Excel 97-2013 under Windows and can solve up to 50 DMUs, subject to the capacity of Excel Solver. It is an extremely powerful tool that can assist decision-makers in benchmarking and analyzing complex operational performance issues in manufacturing organizations as well as evaluating processes in banking, retail, franchising, health care, public services and many other industries.

Data Envelopment Analysis and Effective Performance Assessment

Lotfi, Farhad Hossein Zadeh,Najafi, Seyed Esmaeil,Nozari, Hamed
Data Envelopment Analysis and Effective Performance Assessment Book PDF

Author : Lotfi, Farhad Hossein Zadeh,Najafi, Seyed Esmaeil,Nozari, Hamed
Publisher : IGI Global
Page : 365 pages
File Size : 50,6 Mb
Release : 2016-09-01
Category : Computers
ISBN : 9781522505976

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Data Envelopment Analysis and Effective Performance Assessment by Lotfi, Farhad Hossein Zadeh,Najafi, Seyed Esmaeil,Nozari, Hamed Pdf

For any organization, analysis of performance and effectiveness through available data allows for informed decision making. Data envelopment analysis, or DEA, is a popular, effective method that can be used to measure productive efficiency in operations management assessment. Data Envelopment Analysis and Effective Performance Assessment addresses the myriad of practical uses and innovative developments of DEA. Emphasizing the importance of analyzing productivity by measuring inputs, goals, economic growth, and performance, this book covers a wide breadth of innovative knowledge. This book is essential reading for managers, business professionals, students of business and ICT, and computer engineers.

An Introduction to Efficiency and Productivity Analysis

Timothy J. Coelli,Dodla Sai Prasada Rao,Christopher J. O'Donnell,George Edward Battese
An Introduction to Efficiency and Productivity Analysis Book PDF

Author : Timothy J. Coelli,Dodla Sai Prasada Rao,Christopher J. O'Donnell,George Edward Battese
Publisher : Springer Science & Business Media
Page : 376 pages
File Size : 45,9 Mb
Release : 2005-07-22
Category : Business & Economics
ISBN : 0387242651

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An Introduction to Efficiency and Productivity Analysis by Timothy J. Coelli,Dodla Sai Prasada Rao,Christopher J. O'Donnell,George Edward Battese Pdf

Softcover version of the second edition Hardcover. Incorporates a new author, Dr. Chris O'Donnell, who brings considerable expertise to the project in the area of performance measurement. Numerous topics are being added and more applications using real data, as well as exercises at the end of the chapters. Data sets, computer codes and software will be available for download from the web to accompany the volume.

Handbook of Research on Strategic Performance Management and Measurement Using Data Envelopment Analysis

Ibrahim H. Osman,Abdel Latef Anouze,Ali Emrouznejad
Handbook of Research on Strategic Performance Management and Measurement Using Data Envelopment Analysis Book PDF

Author : Ibrahim H. Osman,Abdel Latef Anouze,Ali Emrouznejad
Publisher : Unknown
Page : 0 pages
File Size : 48,7 Mb
Release : 2014
Category : Decision making
ISBN : 1466644745

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Handbook of Research on Strategic Performance Management and Measurement Using Data Envelopment Analysis by Ibrahim H. Osman,Abdel Latef Anouze,Ali Emrouznejad Pdf

"This book highlights the advantages of using data envelopment analysis as a tool to improve business performances and identifying the source of inefficiency in public and private organizations"--Provided by publisher.

Data Envelopment Analysis with GAMS

Ali Emrouznejad,Konstantinos Petridis,Vincent Charles
Data Envelopment Analysis with GAMS Book PDF

Author : Ali Emrouznejad,Konstantinos Petridis,Vincent Charles
Publisher : Springer Nature
Page : 160 pages
File Size : 54,9 Mb
Release : 2023-07-04
Category : Business & Economics
ISBN : 9783031307010

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Data Envelopment Analysis with GAMS by Ali Emrouznejad,Konstantinos Petridis,Vincent Charles Pdf

This book provides a comprehensive and practical introduction to Data Envelopment Analysis (DEA). It explains how this non-parametric technique is used to measure performance and extract efficiency from homogeneous entities within a production procedure. It situates DEA within a growing field of productivity analysis and performance measurement, for which numerous models have been proposed. This book encapsulates all of the advances in DEA models proposed in the literature. These models are presented in the context of the GAMS software, which is a powerful tool for mathematical programming models. This book serves two educational purposes: it introduces readers to DEA models and provides examples using GAMS. In addition, the reader is introduced to GAMS programming, as well as innovative and practical applications. GAMS codes are available for free, allowing readers to test and expand the models to meet their specific needs.

Handbook of Research on Strategic Performance Management and Measurement Using Data Envelopment Analysis

Osman, Ibrahim H.
Handbook of Research on Strategic Performance Management and Measurement Using Data Envelopment Analysis Book PDF

Author : Osman, Ibrahim H.
Publisher : IGI Global
Page : 735 pages
File Size : 40,8 Mb
Release : 2013-08-31
Category : Business & Economics
ISBN : 9781466644755

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Handbook of Research on Strategic Performance Management and Measurement Using Data Envelopment Analysis by Osman, Ibrahim H. Pdf

Organizations can use the valuable tool of data envelopment analysis (DEA) to make informed decisions on developing successful strategies, setting specific goals, and identifying underperforming activities to improve the output or outcome of performance measurement. The Handbook of Research on Strategic Performance Management and Measurement Using Data Envelopment Analysis highlights the advantages of using DEA as a tool to improve business performance and identify sources of inefficiency in public and private organizations. These recently developed theories and applications of DEA will be useful for policymakers, managers, and practitioners in the areas of sustainable development of our society including environment, agriculture, finance, and higher education sectors.

An Introduction to Data Envelopment Analysis

R Ramanathan
An Introduction to Data Envelopment Analysis Book PDF

Author : R Ramanathan
Publisher : SAGE
Page : 208 pages
File Size : 51,5 Mb
Release : 2003-08-18
Category : Business & Economics
ISBN : 076199761X

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An Introduction to Data Envelopment Analysis by R Ramanathan Pdf

From the Foreword: 'This book is an excellent tool for practitioners who are interested in the merits and pitfalls of the technique.... (The author's) research is an example of inventiveness, diligence and accuracy' - Freerk A. Lootsma, Delft Institute of Technology Data envelopment Analysis is a Mathematical Programme for measuring performance efficiency of organizational units. The organizational units, termed as decision-making units (DMU) can be of any kind: manufacturing units, a set of schools, banks, hospitals, power plants, police stations, prisons, a set of firms etc. DEA has been unsuccessfully applied to measure the performance efficiency of these different kinds of DMUs which share a common characteristic - that they are non-profit organization where measurement of performance efficiency is difficult. DEA has been employed for assessing the relative performance of a set of firms that use a variety of identical inputs-say in the case of a school: quality of students, teachers, grants etc.,-to produce a variety of identical outputs-number of students who pass the final year, average grades obtained by the students in the final year etc. DEA assumes the performance of the DMUs by using the concepts of efficiency or productivity which is measured as the ratio of total outputs to total inputs. Also, the efficiencies estimated are relative to the best performing DMU or DMUs. The best performing DMU is given a score of 100% and the performance of other DMUs vary between 0 -100%.