Dynamics Of Data Envelopment Analysis

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Dynamics of Data Envelopment Analysis

Jati Sengupta
Dynamics of Data Envelopment Analysis Book PDF

Author : Jati Sengupta
Publisher : Springer Science & Business Media
Page : 296 pages
File Size : 50,5 Mb
Release : 2013-11-11
Category : Business & Economics
ISBN : 9789401585064

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Dynamics of Data Envelopment Analysis by Jati Sengupta Pdf

Data envelopment analysis develops a set of nonparametric and semiparametric techniques for measuring economic efficiency among firms and nonprofit organizations. Over the past decade this technique has found most widespread applications in public sector organizations. However these applications have been mostly static. This monograph extends this static framework of efficiency analysis in several new directions. These include but are not limited to the following: (1) a dynamic view of the production and cost frontier, where capital inputs are treated differently from the current inputs, (2) a direct role of the technological progress and regress, which is so often stressed in total factor productivity discussion in modem growth theory in economics, (3) stochastic efficiency in a dynamic setting, where reliability improvement competes with technical efficiency, (4) flexible manufacturing systems, where flexibility of the production process and the economies of scope play an important role in efficiency analysis and (5) the role of economic factors such as externalities and input interdependences. Efficiency is viewed here in the framework of a general systems theory model. Such a view is intended to broaden the scope of applications of this promising new technique of data envelopment analysis. The monograph stresses the various applied aspects of the dynamic theory, so that it can be empirically implemented in different situations. As far as possible abstract mathematical treatments are avoided and emphasis placed on the statistical examples and empirical illustrations.

Data Envelopment Analysis

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

Author : Wade D. Cook,Joe Zhu
Publisher : Springer
Page : 601 pages
File Size : 52,5 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.

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 : 513 pages
File Size : 53,7 Mb
Release : 2011-08-23
Category : Business & Economics
ISBN : 9781441961518

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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-Enabled Analytics

Joe Zhu,Vincent Charles
Data Enabled Analytics Book PDF

Author : Joe Zhu,Vincent Charles
Publisher : Springer Nature
Page : 370 pages
File Size : 50,9 Mb
Release : 2021-12-16
Category : Business & Economics
ISBN : 9783030751623

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Data-Enabled Analytics by Joe Zhu,Vincent Charles Pdf

This book explores the novel uses and potentials of Data Envelopment Analysis (DEA) under big data. These areas are of widespread interest to researchers and practitioners alike. Considering the vast literature on DEA, one could say that DEA has been and continues to be, a widely used technique both in performance and productivity measurement, having covered a plethora of challenges and debates within the modelling framework.

Network Data Envelopment Analysis

Chiang Kao
Network Data Envelopment Analysis Book PDF

Author : Chiang Kao
Publisher : Springer
Page : 443 pages
File Size : 55,9 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.

Dynamic and Stochastic Efficiency Analysis

Jatikumar Sengupta
Dynamic and Stochastic Efficiency Analysis Book PDF

Author : Jatikumar Sengupta
Publisher : World Scientific
Page : 244 pages
File Size : 45,5 Mb
Release : 2000
Category : Business & Economics
ISBN : 9810242662

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Dynamic and Stochastic Efficiency Analysis by Jatikumar Sengupta Pdf

This book extends the dynamic and stochastic analysis of economic efficiency by using the recent techniques of data envelopment analysis.New results and applications of these techniques in numerous areas of economics, finance and management are provided, including treatment of private sector industries, portfolio models in finance, quality control techniques in managerial performance, the role of market competition, policy applications in investment models in finance, risk aversion and efficiency, and technology and innovation.The most up-to-date tools of efficiency analysis developed here will be valuable for students and researchers in operations research, applied management science and applied microeconomics.

Network Data Envelopment Analysis

Chiang Kao
Network Data Envelopment Analysis Book PDF

Author : Chiang Kao
Publisher : Springer Nature
Page : 483 pages
File Size : 41,9 Mb
Release : 2023-07-24
Category : Business & Economics
ISBN : 9783031275937

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Network Data Envelopment Analysis by Chiang Kao Pdf

This second edition systematically presents the underlying theory, model development, and applications of network Data Envelopment Analysis (DEA). It discusses the models used to measure the efficiency of systems in specific network structures and introduces readers to the latest applications. It demonstrates how the “network DEA” approach helps identify and manage the specific components that cause inefficiencies in the overall system. The existing models for measuring the efficiency of systems in specific network structures are also discussed, and the relationships between system efficiency and component efficiency are explored. Moreover, the book provides an advanced exposition on performance evaluation of systems with network structures. It explores the networked nature of most production and operation systems, and explains why network analyses are necessary. Accordingly, the book will inspire new research and applications based on the state of the art. In this new edition, the latest research advances and discoveries are discussed. Two new chapters on Linkage Efficiency and External and Internal Evaluations have been added. This book is mainly aimed at researchers and graduate students who are interested in performance evaluation, DEA, and multi-criteria decision analysis. Practitioners who want to measure the performance of production, operation, or any type of decision-making units will also find it useful.

Data Envelopment Analysis in the Financial Services Industry

Joseph C. Paradi,H. David Sherman,Fai Keung Tam
Data Envelopment Analysis in the Financial Services Industry Book PDF

Author : Joseph C. Paradi,H. David Sherman,Fai Keung Tam
Publisher : Springer
Page : 370 pages
File Size : 54,9 Mb
Release : 2017-11-21
Category : Business & Economics
ISBN : 9783319697253

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Data Envelopment Analysis in the Financial Services Industry by Joseph C. Paradi,H. David Sherman,Fai Keung Tam Pdf

This book presents the methodology and applications of Data Envelopment Analysis (DEA) in measuring productivity, efficiency and effectiveness in Financial Services firms such as banks, bank branches, stock markets, pension funds, mutual funds, insurance firms, credit unions, risk tolerance, and corporate failure prediction. Financial service DEA research includes banking; insurance businesses; hedge, pension and mutual funds; and credit unions. Significant business transactions among financial service organizations such as bank mergers and acquisitions and valuation of IPOs have also been the focus of DEA research. The book looks at the range of DEA uses for financial services by presenting prior studies, examining the current capabilities reflected in the most recent research, and projecting future new uses of DEA in finance related applications.

Performance Measurement with Fuzzy Data Envelopment Analysis

Ali Emrouznejad,Madjid Tavana
Performance Measurement with Fuzzy Data Envelopment Analysis Book PDF

Author : Ali Emrouznejad,Madjid Tavana
Publisher : Springer
Page : 293 pages
File Size : 42,7 Mb
Release : 2013-11-29
Category : Technology & Engineering
ISBN : 9783642413728

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Performance Measurement with Fuzzy Data Envelopment Analysis by Ali Emrouznejad,Madjid Tavana Pdf

The intensity of global competition and ever-increasing economic uncertainties has led organizations to search for more efficient and effective ways to manage their business operations. Data envelopment analysis (DEA) has been widely used as a conceptually simple yet powerful tool for evaluating organizational productivity and performance. Fuzzy DEA (FDEA) is a promising extension of the conventional DEA proposed for dealing with imprecise and ambiguous data in performance measurement problems. This book is the first volume in the literature to present the state-of-the-art developments and applications of FDEA. It is designed for students, educators, researchers, consultants and practicing managers in business, industry, and government with a basic understanding of the DEA and fuzzy logic concepts.

Efficiency Models in Data Envelopment Analysis

J. K. Sengupta,B. Sahoo
Efficiency Models in Data Envelopment Analysis Book PDF

Author : J. K. Sengupta,B. Sahoo
Publisher : Springer
Page : 245 pages
File Size : 55,7 Mb
Release : 2006-10-06
Category : Business & Economics
ISBN : 9780230598171

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Efficiency Models in Data Envelopment Analysis by J. K. Sengupta,B. Sahoo Pdf

This volume discusses the latest techniques and their economic applications for modern industries like computer, pharmaceutical, banking and other manufacturing. Both econometric and mathematical programming techniques are analyzed so as to develop a synthetic approach.

Advances in DEA Theory and Applications

Kaoru Tone
Advances in DEA Theory and Applications Book PDF

Author : Kaoru Tone
Publisher : John Wiley & Sons
Page : 576 pages
File Size : 51,9 Mb
Release : 2017-04-12
Category : Mathematics
ISBN : 9781118946701

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Advances in DEA Theory and Applications by Kaoru Tone Pdf

A key resource and framework for assessing the performance of competing entities, including forecasting models Advances in DEA Theory and Applications provides a much-needed framework for assessing the performance of competing entities with special emphasis on forecasting models. It helps readers to determine the most appropriate methodology in order to make the most accurate decisions for implementation. Written by a noted expert in the field, this text provides a review of the latest advances in DEA theory and applications to the field of forecasting. Designed for use by anyone involved in research in the field of forecasting or in another application area where forecasting drives decision making, this text can be applied to a wide range of contexts, including education, health care, banking, armed forces, auditing, market research, retail outlets, organizational effectiveness, transportation, public housing, and manufacturing. This vital resource: Explores the latest developments in DEA frameworks for the performance evaluation of entities such as public or private organizational branches or departments, economic sectors, technologies, and stocks Presents a novel area of application for DEA; namely, the performance evaluation of forecasting models Promotes the use of DEA to assess the performance of forecasting models in a wide area of applications Provides rich, detailed examples and case studies Advances in DEA Theory and Applications includes information on a balanced benchmarking tool that is designed to help organizations examine their assumptions about their productivity and performance.

Data Envelopment Analysis

Joe Zhu
Data Envelopment Analysis Book PDF

Author : Joe Zhu
Publisher : Springer
Page : 587 pages
File Size : 43,8 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.

Dynamic and Stochastic Efficiency Analysis

Jati K Sengupta
Dynamic and Stochastic Efficiency Analysis Book PDF

Author : Jati K Sengupta
Publisher : World Scientific
Page : 236 pages
File Size : 52,6 Mb
Release : 2000-05-05
Category : Business & Economics
ISBN : 9789814493352

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Dynamic and Stochastic Efficiency Analysis by Jati K Sengupta Pdf

This book extends the dynamic and stochastic analysis of economic efficiency by using the recent techniques of data envelopment analysis. New results and applications of these techniques in numerous areas of economics, finance and management are provided, including treatment of private sector industries, portfolio models in finance, quality control techniques in managerial performance, the role of market competition, policy applications in investment models in finance, risk aversion and efficiency, and technology and innovation. The most up-to-date tools of efficiency analysis developed here will be valuable for students and researchers in operations research, applied management science and applied microeconomics. Contents:New Efficiency TheoryEconomics of Efficiency MeasurementEfficiency DynamicsStochastic Efficiency AnalysisIndustrial ApplicationsEconomic Theory and DEA Readership: Students and researchers in applied mathematics, economics, finance, operations research, management and applied statistics. Keywords:Efficiency Measurement;Productivity Growth;Demand Fluctuations and Price Uncertainty;Nonparametric Theory;Data Envelopment AnalysisReviews:“… this book contains a lot of useful material and has the potential to be an effective resource for researchers in DEA …”Interfaces

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 : 40,8 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.

Data Envelopment Analysis: Theory, Methodology, and Applications

Abraham Charnes,William W. Cooper,Arie Y. Lewin,Lawrence M. Seiford
Data Envelopment Analysis Theory Methodology and Applications Book PDF

Author : Abraham Charnes,William W. Cooper,Arie Y. Lewin,Lawrence M. Seiford
Publisher : Springer Science & Business Media
Page : 507 pages
File Size : 49,9 Mb
Release : 2013-12-01
Category : Business & Economics
ISBN : 9789401106375

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Data Envelopment Analysis: Theory, Methodology, and Applications by Abraham Charnes,William W. Cooper,Arie Y. Lewin,Lawrence M. Seiford Pdf

This book represents a milestone in the progression of Data Envelop ment Analysis (DEA). It is the first reference text which includes a comprehensive review and comparative discussion of the basic DEA models. The development is anchored in a unified mathematical and graphical treatment and includes the most important modeling ex tensions. In addition, this is the first book that addresses the actual process of conducting DEA analyses including combining DEA and 1 parametric techniques. The book has three other distinctive features. It traces the applications driven evolution and diffusion of DEA models and extensions across disciplinary boundaries. It includes a comprehensive bibliography to serve as a source of references as well as a platform for further develop ments. And, finally, the power of DEA analysis is demonstrated through fifteen novel applications which should serve as an inspiration for future applications and extensions of the methodology. The origin of this book was a Conference on New Uses of DEA in 2 Management and Public Policy which was held at the IC Institute of the University of Texas at Austin on September 27-29, 1989. The conference was made possible through NSF Grant #SES-8722504 (A. Charnes and 2 W. W. Cooper, co-PIs) and the support of the IC Institute.