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Decision Making and Performance Evaluation Using Data Envelopment Analysis

Author: Dariush Khezrimotlagh

Publisher: Springer

Published: 2018-05-03

Total Pages: 392

ISBN-13: 3319763458

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This book offers new transparent views and step-by-step methods for performance evaluation of a set of units using Data Envelopment Analysis (DEA). The book has twelve practical chapters. Elementary concepts and definitions are gradually built in Chapters 1-6 based upon four examples of one input and one output factors, two input factors, two output factors, and four input and three output factors. Simultaneously, the mathematical foundations using linear programming are also introduced without any prerequisites. A reader with basic knowledge of mathematics and computers is able to understand the contents of the book. In addition, to prevent pre-judgment about the available concepts and definitions in the DEA literature, some new phrases are introduced and, after elucidating each phrase in detail in Chapters 1-6, they are reintroduced for industry-wide accuracy in Chapter 7. After that, some of the more advanced DEA topics are illustrated in Chapters 8-12, such as: production-planning problems, output-input ratio analysis, efficiency over different time periods, Malmquist efficiency indexes, and a delta neighborhood model. A clear overview of many of the elementary and advanced concepts of DEA is provided, including Technical Efficiency, Relative Efficiency, Cost/Revenue/Profit Efficiency, Price/Overall Efficiency, the DEA axioms, the mathematical background to measure technical efficiency and overall efficiency, the multiplier/envelopment form of basic DEA models in input/output-orientation, the multiplier/envelopment of Additive DEA model, the multiplier/envelopment of slacks-based models, and others. The book also covers a variety of DEA techniques, input-output ratio analysis, the natural relationships between DEA frontier and the ratio of output to input factors, production-planning problems, planning ideas with a centralized decision-making unit, context-dependent DEA, Malmquist efficiency index, efficiency over different time periods, and others. End-of-chapter exercises are provided for each chapter.

Book Synopsis Decision Making and Performance Evaluation Using Data Envelopment Analysis by : Dariush Khezrimotlagh

Download or read book Decision Making and Performance Evaluation Using Data Envelopment Analysis written by Dariush Khezrimotlagh and published by Springer. This book was released on 2018-05-03 with total page 392 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book offers new transparent views and step-by-step methods for performance evaluation of a set of units using Data Envelopment Analysis (DEA). The book has twelve practical chapters. Elementary concepts and definitions are gradually built in Chapters 1-6 based upon four examples of one input and one output factors, two input factors, two output factors, and four input and three output factors. Simultaneously, the mathematical foundations using linear programming are also introduced without any prerequisites. A reader with basic knowledge of mathematics and computers is able to understand the contents of the book. In addition, to prevent pre-judgment about the available concepts and definitions in the DEA literature, some new phrases are introduced and, after elucidating each phrase in detail in Chapters 1-6, they are reintroduced for industry-wide accuracy in Chapter 7. After that, some of the more advanced DEA topics are illustrated in Chapters 8-12, such as: production-planning problems, output-input ratio analysis, efficiency over different time periods, Malmquist efficiency indexes, and a delta neighborhood model. A clear overview of many of the elementary and advanced concepts of DEA is provided, including Technical Efficiency, Relative Efficiency, Cost/Revenue/Profit Efficiency, Price/Overall Efficiency, the DEA axioms, the mathematical background to measure technical efficiency and overall efficiency, the multiplier/envelopment form of basic DEA models in input/output-orientation, the multiplier/envelopment of Additive DEA model, the multiplier/envelopment of slacks-based models, and others. The book also covers a variety of DEA techniques, input-output ratio analysis, the natural relationships between DEA frontier and the ratio of output to input factors, production-planning problems, planning ideas with a centralized decision-making unit, context-dependent DEA, Malmquist efficiency index, efficiency over different time periods, and others. End-of-chapter exercises are provided for each chapter.

DECIDE Performance Evaluation Software

Author:

Publisher:

Published: 2003

Total Pages: 120

ISBN-13:

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Book Synopsis DECIDE Performance Evaluation Software by :

Download or read book DECIDE Performance Evaluation Software written by and published by . This book was released on 2003 with total page 120 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Performance Evaluation

Author: Harald Dyckhoff

Publisher: Springer Nature

Published: 2020-01-13

Total Pages: 106

ISBN-13: 3030387321

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This book examines performance evaluation in the context of assessing the non-financial outcomes of human activities. The topic is particularly relevant when economic, environmental or social performance has to be evaluated, e.g. the efficiency of actions and the lifecycles of products. The authors combine multi-criteria decision-making and production theories to develop a theoretical and methodological foundation for performance evaluation. They also demonstrate the typical pitfalls that are hindering the implementation of contemporary methods in practice. Special emphasis is placed on efficiency measurement with data envelopment analysis (DEA), and on data aggregation in life cycle assessment (LCA).

Book Synopsis Performance Evaluation by : Harald Dyckhoff

Download or read book Performance Evaluation written by Harald Dyckhoff and published by Springer Nature. This book was released on 2020-01-13 with total page 106 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book examines performance evaluation in the context of assessing the non-financial outcomes of human activities. The topic is particularly relevant when economic, environmental or social performance has to be evaluated, e.g. the efficiency of actions and the lifecycles of products. The authors combine multi-criteria decision-making and production theories to develop a theoretical and methodological foundation for performance evaluation. They also demonstrate the typical pitfalls that are hindering the implementation of contemporary methods in practice. Special emphasis is placed on efficiency measurement with data envelopment analysis (DEA), and on data aggregation in life cycle assessment (LCA).

Performance Measurement with Fuzzy Data Envelopment Analysis

Author: Ali Emrouznejad

Publisher: Springer

Published: 2013-11-29

Total Pages: 293

ISBN-13: 3642413722

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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.

Book Synopsis Performance Measurement with Fuzzy Data Envelopment Analysis by : Ali Emrouznejad

Download or read book Performance Measurement with Fuzzy Data Envelopment Analysis written by Ali Emrouznejad and published by Springer. This book was released on 2013-11-29 with total page 293 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Data Envelopment Analysis and Effective Performance Assessment

Author: Lotfi, Farhad Hossein Zadeh

Publisher: IGI Global

Published: 2016-09-01

Total Pages: 365

ISBN-13: 1522505970

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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.

Book Synopsis Data Envelopment Analysis and Effective Performance Assessment by : Lotfi, Farhad Hossein Zadeh

Download or read book Data Envelopment Analysis and Effective Performance Assessment written by Lotfi, Farhad Hossein Zadeh and published by IGI Global. This book was released on 2016-09-01 with total page 365 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Data Envelopment Analysis: from Normative to Descriptive Performance Evaluation

Author: Nadia Vazquez Novoa

Publisher: PL Academic Research

Published: 2017

Total Pages: 0

ISBN-13: 9783631724491

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The question of modern performance evaluation has been extensively discussed in the literature, leading to a call for models including non-optimizing behaviors of decision makers and non-financial performance criteria. A promising management instrument is data envelopment analysis (DEA), which enables the aggregation of financial and non-financial indicators into a single measure. This work contributes to a better understanding of DEA from two perspectives: (i) it offers a normative solution to the zero-value weight problem and (ii) it provides the first experimental results on behavioral DEA based on an original taxonomy of cognitive biases related to performance evaluation. Behavioral DEA is a completely new research area which yields plenty of research opportunities.

Book Synopsis Data Envelopment Analysis: from Normative to Descriptive Performance Evaluation by : Nadia Vazquez Novoa

Download or read book Data Envelopment Analysis: from Normative to Descriptive Performance Evaluation written by Nadia Vazquez Novoa and published by PL Academic Research. This book was released on 2017 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: The question of modern performance evaluation has been extensively discussed in the literature, leading to a call for models including non-optimizing behaviors of decision makers and non-financial performance criteria. A promising management instrument is data envelopment analysis (DEA), which enables the aggregation of financial and non-financial indicators into a single measure. This work contributes to a better understanding of DEA from two perspectives: (i) it offers a normative solution to the zero-value weight problem and (ii) it provides the first experimental results on behavioral DEA based on an original taxonomy of cognitive biases related to performance evaluation. Behavioral DEA is a completely new research area which yields plenty of research opportunities.

NEW APPROACHES FOR PERFORMANCE EVALUATION USING DATA ENVELOPMENT ANALYSIS.

Author:

Publisher:

Published: 2004

Total Pages:

ISBN-13:

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Data Envelopment Analysis (DEA) assigns efficiency values to decision making units (DMU) in a given period by comparing the outputs with the inputs. In many applications, inputs and outputs of DMUs are monitored over time. There might be a time lag between the consumption of inputs and production of outputs. We develop approaches that aim to capture the time lag between the outputs and the inputs in assigning the efficiency values to DMUs. We present computational results on randomly generated problems as well as on an application to R & D institutes of the Scientific and Technical Research Council of Turkey (TÜBÝTAK).

Book Synopsis NEW APPROACHES FOR PERFORMANCE EVALUATION USING DATA ENVELOPMENT ANALYSIS. by :

Download or read book NEW APPROACHES FOR PERFORMANCE EVALUATION USING DATA ENVELOPMENT ANALYSIS. written by and published by . This book was released on 2004 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: Data Envelopment Analysis (DEA) assigns efficiency values to decision making units (DMU) in a given period by comparing the outputs with the inputs. In many applications, inputs and outputs of DMUs are monitored over time. There might be a time lag between the consumption of inputs and production of outputs. We develop approaches that aim to capture the time lag between the outputs and the inputs in assigning the efficiency values to DMUs. We present computational results on randomly generated problems as well as on an application to R & D institutes of the Scientific and Technical Research Council of Turkey (TÜBÝTAK).

Quantitative Models for Performance Evaluation and Benchmarking

Author: Joe Zhu

Publisher: Springer

Published: 2014-09-11

Total Pages: 419

ISBN-13: 3319066471

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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.

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.

Modeling Performance Measurement

Author: Wade D. Cook

Publisher: Springer Science & Business Media

Published: 2006-06-03

Total Pages: 417

ISBN-13: 0387241388

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This volume addresses advanced DEA methodology and techniques developed for modeling unique new performance evaluation issues. Many numerical examples, real management cases and verbal descriptions make it very valuable for researchers and practitioners.

Book Synopsis Modeling Performance Measurement by : Wade D. Cook

Download or read book Modeling Performance Measurement written by Wade D. Cook and published by Springer Science & Business Media. This book was released on 2006-06-03 with total page 417 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume addresses advanced DEA methodology and techniques developed for modeling unique new performance evaluation issues. Many numerical examples, real management cases and verbal descriptions make it very valuable for researchers and practitioners.

Data-Enabled Analytics

Author: Joe Zhu

Publisher: Springer Nature

Published: 2021-12-16

Total Pages: 370

ISBN-13: 3030751627

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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.

Book Synopsis Data-Enabled Analytics by : Joe Zhu

Download or read book Data-Enabled Analytics written by Joe Zhu and published by Springer Nature. This book was released on 2021-12-16 with total page 370 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.