Data Envelopment Analysis Balanced Benchmarking

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Data Envelopment Analysis: Balanced Benchmarking

Author : Wade D. Cook
Publisher :
ISBN 13 : 9781492974796
Total Pages : 308 pages
Book Rating : 4.9/5 (747 download)

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Book Synopsis Data Envelopment Analysis: Balanced Benchmarking by : Wade D. Cook

Download or read book Data Envelopment Analysis: Balanced Benchmarking written by Wade D. Cook and published by . This book was released on 2013-10-20 with total page 308 pages. Available in PDF, EPUB and Kindle. Book excerpt: The current book introduces the methodology of data envelopment analysis (DEA). DEA uses mathematical programming techniques and models to evaluate the performance of peer units (e.g., bank branches, hospitals and schools) in terms of multiple performance measures or metrics. These multiple performance measures are classified or coined as DEA inputs and DEA outputs. Although DEA has a strong link to production theory in economics, the tool is also used for benchmarking in operations management, where a set of measures is selected to benchmark the performance of manufacturing and service operations. In the circumstance of benchmarking, the efficient DMUs, as defined by DEA, may not necessarily form a "production frontier", but rather lead to a "best-practice frontier". DEA's empirical orientation and absence of a priori assumptions have resulted in its use in a number of studies involving efficient or best-practice frontier estimation in the nonprofit, regulated, and private sectors. DEA applications involve a wide range of contexts, such as education, health care, banking, armed forces, auditing, market research, retail outlets, organization effectiveness, transportation, public housing, and manufacturing. DEA is a balanced benchmarking tool that will help organizations to examine their assumptions about their productivity and performance. The book provides students, researchers, and practitioners with a solid understanding of the methodology, its uses and potentials in business analytics.

Quantitative Models for Performance Evaluation and Benchmarking

Author : Joe Zhu
Publisher : Springer
ISBN 13 : 3319066471
Total Pages : 419 pages
Book Rating : 4.3/5 (19 download)

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Book Synopsis Quantitative Models for Performance Evaluation and Benchmarking by : Joe Zhu

Download or read book Quantitative Models for Performance Evaluation and Benchmarking written by Joe Zhu and published by Springer. This book was released on 2014-09-11 with total page 419 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Quantitative Models for Performance Evaluation and Benchmarking

Author : Joe Zhu
Publisher :
ISBN 13 : 9781402070822
Total Pages : 297 pages
Book Rating : 4.0/5 (78 download)

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Book Synopsis Quantitative Models for Performance Evaluation and Benchmarking by : Joe Zhu

Download or read book Quantitative Models for Performance Evaluation and Benchmarking written by Joe Zhu and published by . This book was released on 2003 with total page 297 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Data Envelopment Analysis

Author : Joe Zhu
Publisher : Springer
ISBN 13 : 1489975535
Total Pages : 472 pages
Book Rating : 4.4/5 (899 download)

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Book Synopsis Data Envelopment Analysis by : Joe Zhu

Download or read book Data Envelopment Analysis written by Joe Zhu and published by Springer. This book was released on 2015-03-18 with total page 472 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Data Envelopment Analysis with R

Author : Farhad Hosseinzadeh Lotfi
Publisher : Springer
ISBN 13 : 3030242773
Total Pages : 236 pages
Book Rating : 4.0/5 (32 download)

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Book Synopsis Data Envelopment Analysis with R by : Farhad Hosseinzadeh Lotfi

Download or read book Data Envelopment Analysis with R written by Farhad Hosseinzadeh Lotfi and published by Springer. This book was released on 2019-07-23 with total page 236 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book introduces readers to the use of R codes for optimization problems. First, it provides the necessary background to understand data envelopment analysis (DEA), with a special emphasis on fuzzy DEA. It then describes DEA models, including fuzzy DEA models, and shows how to use them to solve optimization problems with R. Further, it discusses the main advantages of R in optimization problems, and provides R codes based on real-world data sets throughout. Offering a comprehensive review of DEA and fuzzy DEA models and the corresponding R codes, this practice-oriented reference guide is intended for masters and Ph.D. students in various disciplines, as well as practitioners and researchers.

Data Envelopment Analysis in the Financial Services Industry

Author : Joseph C. Paradi
Publisher : Springer
ISBN 13 : 3319697250
Total Pages : 379 pages
Book Rating : 4.3/5 (196 download)

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Book Synopsis Data Envelopment Analysis in the Financial Services Industry by : Joseph C. Paradi

Download or read book Data Envelopment Analysis in the Financial Services Industry written by Joseph C. Paradi and published by Springer. This book was released on 2017-11-21 with total page 379 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Analyzing Performance in Service Organizations

Author : H. David Sherman
Publisher :
ISBN 13 :
Total Pages : pages
Book Rating : 4.:/5 (113 download)

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Book Synopsis Analyzing Performance in Service Organizations by : H. David Sherman

Download or read book Analyzing Performance in Service Organizations written by H. David Sherman and published by . This book was released on 2013 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:

Data Envelopment Analysis

Author : Joe Zhu
Publisher :
ISBN 13 : 9781497591349
Total Pages : 182 pages
Book Rating : 4.5/5 (913 download)

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Book Synopsis Data Envelopment Analysis by : Joe Zhu

Download or read book Data Envelopment Analysis written by Joe Zhu and published by . This book was released on 2014-05-06 with total page 182 pages. Available in PDF, EPUB and Kindle. Book excerpt: The current book introduces the methodology of data envelopment analysis (DEA) as a data-oriented operations analytics. This data analysis tool analyzes multiple performance metrics, integrates multi-dimensional data into a composite index, and recommends directions for improvement. A number of DEA books have been written for conventional and new DEA models. Yet, many of these books still require fundamental and necessary knowledge on linear mathematical optimization. This book is uniquely designed to present the DEA methodology in an applied setting where a reader is not required to have the knowledge on linear programming and linear algebra.

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

Author : Osman, Ibrahim H.
Publisher : IGI Global
ISBN 13 : 1466644753
Total Pages : 773 pages
Book Rating : 4.4/5 (666 download)

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

Download or read book Handbook of Research on Strategic Performance Management and Measurement Using Data Envelopment Analysis written by Osman, Ibrahim H. and published by IGI Global. This book was released on 2013-08-31 with total page 773 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Uncertainty in Data Envelopment Analysis

Author : Farhad Hosseinzadeh Lotfi
Publisher : Elsevier
ISBN 13 : 0323994458
Total Pages : 348 pages
Book Rating : 4.3/5 (239 download)

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Book Synopsis Uncertainty in Data Envelopment Analysis by : Farhad Hosseinzadeh Lotfi

Download or read book Uncertainty in Data Envelopment Analysis written by Farhad Hosseinzadeh Lotfi and published by Elsevier. This book was released on 2023-05-19 with total page 348 pages. Available in PDF, EPUB and Kindle. Book excerpt: Classical data envelopment analysis (DEA) models use crisp data to measure the inputs and outputs of a given system. In cases such as manufacturing systems, production processes, service systems, etc., the inputs and outputs may be complex and difficult to measure with classical DEA models. Crisp input and output data are fundamentally indispensable in the conventional DEA models. If these models contain complex uncertain data, then they will become more important and practical for decision makers.Uncertainty in Data Envelopment Analysis introduces methods to investigate uncertain data in DEA models, providing a deeper look into two types of uncertain DEA methods, fuzzy DEA and belief degree-based uncertainty DEA, which are based on uncertain measures. These models aim to solve problems encountered by classical data analysis in cases where the inputs and outputs of systems and processes are volatile and complex, making measurement difficult. Introduces methods to deal with uncertain data in DEA models, as a source of information and a reference book for researchers and engineers Presents DEA models that can be used for evaluating the outputs of many reallife systems in social and engineering subjects Provides fresh DEA models for efficiency evaluation from the perspective of imprecise data Applies the fuzzy set and uncertainty theories to DEA to produce a new method of dealing with the empirical data

Benchmarking and Regulation in Transport

Author : Nash, Chris
Publisher : Edward Elgar Publishing
ISBN 13 : 1800374348
Total Pages : 224 pages
Book Rating : 4.8/5 (3 download)

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Book Synopsis Benchmarking and Regulation in Transport by : Nash, Chris

Download or read book Benchmarking and Regulation in Transport written by Nash, Chris and published by Edward Elgar Publishing. This book was released on 2021-09-07 with total page 224 pages. Available in PDF, EPUB and Kindle. Book excerpt: This insightful book provides readers with an in-depth discussion of the use of benchmarking in regulation in the European transport sector. It argues that benchmarking is invaluable to regulators, particularly in the transport sector where the pressures of competition in – or for – the market are often absent.

Performance Benchmarking

Author : Peter Bogetoft
Publisher : Springer Science & Business Media
ISBN 13 : 1461460433
Total Pages : 270 pages
Book Rating : 4.4/5 (614 download)

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Book Synopsis Performance Benchmarking by : Peter Bogetoft

Download or read book Performance Benchmarking written by Peter Bogetoft and published by Springer Science & Business Media. This book was released on 2013-01-04 with total page 270 pages. Available in PDF, EPUB and Kindle. Book excerpt: "In this book, Peter Bogetoft - THE expert on the theory and practice of benchmarking - provides an in–depth yet very accessible and readable explanation of the best way to do benchmarking, starting from the ground up." Rick Antle William S. Beinecke Professor of Accounting, Yale School of Management CFO, Compensation Valuation, Inc. "I highly recommend this well-written and comprehensive book on measuring and managing performance. Dr. Bogetoft summarizes the fundamental mathematical concepts in an elegant, intuitive, and understandable way." Jon A. Chilingerian Professor, Brandeis University and INSEAD "Bogetoft gives in his book Performance Benchmarking an excellent introduction to the methodological basis of benchmarking." Christian Parbøl Director, DONG Energy "This book is the primer on benchmarking for performance management." Albert Birck Business Performance Manager, Maersk Oil "This excellent book provides a non technical introduction for performance management." Misja Mikkers, Director, Dutch Health Care Authority "With this very well written and comprehensive introduction to the many facets of benchmarking in hand, organizations have no excuse for not applying the best and cost effective benchmarking methods in their performance assessments." Stig P. Christensen Senior R&D Director, COWI

Advances in DEA Theory and Applications

Author : Kaoru Tone
Publisher : John Wiley & Sons
ISBN 13 : 111894562X
Total Pages : 579 pages
Book Rating : 4.1/5 (189 download)

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Book Synopsis Advances in DEA Theory and Applications by : Kaoru Tone

Download or read book Advances in DEA Theory and Applications written by Kaoru Tone and published by John Wiley & Sons. This book was released on 2017-06-26 with total page 579 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Benchmarking for Performance Evaluation

Author : Subhash C. Ray
Publisher : Springer
ISBN 13 : 9788132235293
Total Pages : 0 pages
Book Rating : 4.2/5 (352 download)

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Book Synopsis Benchmarking for Performance Evaluation by : Subhash C. Ray

Download or read book Benchmarking for Performance Evaluation written by Subhash C. Ray and published by Springer. This book was released on 2016-10-09 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides a detailed introduction to the theoretical and methodological foundations of production efficiency analysis using benchmarking. Two of the more popular methods of efficiency evaluation are Stochastic Frontier Analysis (SFA) and Data Envelopment Analysis (DEA), both of which are based on the concept of a production possibility set and its frontier. Depending on the assumed objectives of the decision-making unit, a Production, Cost, or Profit Frontier is constructed from observed data on input and output quantities and prices. While SFA uses different maximum likelihood estimation techniques to estimate a parametric frontier, DEA relies on mathematical programming to create a nonparametric frontier. Yet another alternative is the Convex Nonparametric Frontier, which is based on the assumed convexity of the production possibility set and creates a piecewise linear frontier consisting of a number of tangent hyper planes. Three of the papers in this volume provide a detailed and relatively easy to follow exposition of the underlying theory from neoclassical production economics and offer step-by-step instructions on the appropriate model to apply in different contexts and how to implement them. Of particular appeal are the instructions on (i) how to write the codes for different SFA models on STATA, (ii) how to write a VBA Macro for repetitive solution of the DEA problem for each production unit on Excel Solver, and (iii) how to write the codes for the Nonparametric Convex Frontier estimation. The three other papers in the volume are primarily theoretical and will be of interest to PhD students and researchers hoping to make methodological and conceptual contributions to the field of nonparametric efficiency analysis.

Benchmarking with DEA, SFA, and R

Author : Peter Bogetoft
Publisher : Springer Science & Business Media
ISBN 13 : 1441979611
Total Pages : 362 pages
Book Rating : 4.4/5 (419 download)

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Book Synopsis Benchmarking with DEA, SFA, and R by : Peter Bogetoft

Download or read book Benchmarking with DEA, SFA, and R written by Peter Bogetoft and published by Springer Science & Business Media. This book was released on 2010-11-19 with total page 362 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book covers recent advances in efficiency evaluations, most notably Data Envelopment Analysis (DEA) and Stochastic Frontier Analysis (SFA) methods. It introduces the underlying theories, shows how to make the relevant calculations and discusses applications. The aim is to make the reader aware of the pros and cons of the different methods and to show how to use these methods in both standard and non-standard cases. Several software packages have been developed to solve some of the most common DEA and SFA models. This book relies on R, a free, open source software environment for statistical computing and graphics. This enables the reader to solve not only standard problems, but also many other problem variants. Using R, one can focus on understanding the context and developing a good model. One is not restricted to predefined model variants and to a one-size-fits-all approach. To facilitate the use of R, the authors have developed an R package called Benchmarking, which implements the main methods within both DEA and SFA. The book uses mathematical formulations of models and assumptions, but it de-emphasizes the formal proofs - in part by placing them in appendices -- or by referring to the original sources. Moreover, the book emphasizes the usage of the theories and the interpretations of the mathematical formulations. It includes a series of small examples, graphical illustrations, simple extensions and questions to think about. Also, it combines the formal models with less formal economic and organizational thinking. Last but not least it discusses some larger applications with significant practical impacts, including the design of benchmarking-based regulations of energy companies in different European countries, and the development of merger control programs for competition authorities.

Comparative Performance Measurement

Author : Elaine Morley
Publisher : The Urban Insitute
ISBN 13 : 9780877667001
Total Pages : 128 pages
Book Rating : 4.6/5 (67 download)

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Book Synopsis Comparative Performance Measurement by : Elaine Morley

Download or read book Comparative Performance Measurement written by Elaine Morley and published by The Urban Insitute. This book was released on 2001 with total page 128 pages. Available in PDF, EPUB and Kindle. Book excerpt: Topics covered include scope of CPM, preparing for data collection, reporting and using CPM information.

The Economics of Benchmarking

Author : Thijs ten Raa
Publisher : Red Globe Press
ISBN 13 :
Total Pages : 136 pages
Book Rating : 4.3/5 ( download)

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Book Synopsis The Economics of Benchmarking by : Thijs ten Raa

Download or read book The Economics of Benchmarking written by Thijs ten Raa and published by Red Globe Press. This book was released on 2009 with total page 136 pages. Available in PDF, EPUB and Kindle. Book excerpt: The author presents the techniques and theory of benchmarking to explain how performance indices and rankings are developed and used to improve efficiency, productivity and profitability. The only software required is Microsoft Excel.