Nonparametric Estimation of Educational Production and Costs using Data Envelopment Analysis

Nonparametric Estimation of Educational Production and Costs using Data Envelopment Analysis

Author: Vincent Blackburn

Publisher: Springer

Published: 2014-06-07

Total Pages: 158

ISBN-13: 1489974695

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This book provides a complete analysis of educational production and costs using the nonparametric technique known as Data Envelopment Analysis (DEA). The book focuses on estimation of technical, allocative and scale efficiency in the public sector characterized by the influence of exogenous socio-economic variables. State of the art DEA models will be presented and fully discussed. Specific education topics important to policy makers including adequacy, technical, allocative and scale efficiency, productivity and environmental costs will be analyzed. To illustrate how these techniques can be applied to school systems worldwide, the authors use data on Australian elementary and high schools to develop nonparametric measures that will help inform current policy debate in Australia. The purpose of the book is to provide a comprehensive analysis of educational production using numerous public sector DEA models. We provide a review of DEA with SAS programming code to estimate technical, scale and allocative efficiency in chapter 2. In chapter 3, we extend the DEA models to control for exogenous factors of production. SAS code is also provided to estimate all public sector models. We use simulated data to illustrate the results. Chapters 4–6 provide a complete analysis of the primary and secondary schools. We analyze input and output oriented models and derive measures of technical, allocative and scale efficiency. We also provide estimates of environmental costs that arise from schools facing different operating environments based on socioeconomic conditions. In addition, we show how DEA can provide insight on adequacy—the minimum cost of providing a pre-defined adequate education. The models presented are consistent with public sector production in general and educational production in particular. We also provide a complete analysis of educational productivity for both primary and secondary schools using state of the art public sector Malmquist measures. The authors use current data on Australian schools to highlight important policy questions related to efficiency and productivity given concerns that schools are not allocatively scarce resources in an economic efficient way. This research focus comes at an important watershed moment in the Australian Federal Governments’ current involvement in designing new nationally consistent funding models for both government and non-government schooling sectors with effect from 2014. A new National School Resourcing Standard is proposed to be implemented signaling a move to resource adequacy, school efficiency and value for money dimensions. These standards are consistent with the measures presented and estimated in this book. As a result, the models implemented in this book can serve as the basis to evaluate the funding changes associated with the transition from a ‘centralized’ to a new ‘decentralized’ set of school funding arrangements.


The Russian Economy under Putin

The Russian Economy under Putin

Author: Torbjörn Becker

Publisher: Routledge

Published: 2018-10-03

Total Pages: 222

ISBN-13: 0429997515

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This book presents a comprehensive view of the state of the Russian economy under President Putin. It considers the extent of Russia’s integration in the world economy, where Russia’s exports of oil and gas are a key factor, discusses Russia’s internal challenges, including changing demographics, declining government revenue, the need to counter over-reliance on the oil and gas sector and the consequences of high military spending, and assesses the prospects for economic reform, highlighting especially the power struggles between different vested interests. Overall, the book provides a basis for understanding what has been going on in the Russian economy under President Putin and what the future may look like given the external environment, internal challenges and reform processes.


Proceedings of the 22nd International Conference on Industrial Engineering and Engineering Management 2015

Proceedings of the 22nd International Conference on Industrial Engineering and Engineering Management 2015

Author: Ershi Qi

Publisher: Springer

Published: 2016-02-05

Total Pages: 864

ISBN-13: 9462391777

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Being the premier forum for the presentation of new advances and research results in the fields of Industrial Engineering, IEEM 2015 aims to provide a high-level international forum for experts, scholars and entrepreneurs at home and abroad to present the recent advances, new techniques and applications face and face, to promote discussion and interaction among academics, researchers and professionals to promote the developments and applications of the related theories and technologies in universities and enterprises, and to establish business or research relations to find global partners for future collaboration in the field of Industrial Engineering. All the goals of the international conference are to fulfill the mission of the series conference which is to review, exchange, summarize and promote the latest achievements in the field of industrial engineering and engineering management over the past year, and to propose prospects and vision for the further development. This volume is the second of the two proceedings volumes from this conference.


Advanced Robust and Nonparametric Methods in Efficiency Analysis

Advanced Robust and Nonparametric Methods in Efficiency Analysis

Author: Cinzia Daraio

Publisher: Springer Science & Business Media

Published: 2007-04-10

Total Pages: 263

ISBN-13: 0387352317

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Providing a systematic and comprehensive treatment of recent developments in efficiency analysis, this book makes available an intuitive yet rigorous presentation of advanced nonparametric and robust methods, with applications for the analysis of economies of scale and scope, trade-offs in production and service activities, and explanations of efficiency differentials.


Applied Nonparametric Econometrics

Applied Nonparametric Econometrics

Author: Daniel J. Henderson

Publisher: Cambridge University Press

Published: 2015-01-12

Total Pages: 381

ISBN-13: 1316060675

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The majority of empirical research in economics ignores the potential benefits of nonparametric methods, while the majority of advances in nonparametric theory ignore the problems faced in applied econometrics. This book helps bridge this gap between applied economists and theoretical nonparametric econometricians. It discusses in depth, and in terms that someone with only one year of graduate econometrics can understand, basic to advanced nonparametric methods. The analysis starts with density estimation and motivates the procedures through methods that should be familiar to the reader. It then moves on to kernel regression, estimation with discrete data, and advanced methods such as estimation with panel data and instrumental variables models. The book pays close attention to the issues that arise with programming, computing speed, and application. In each chapter, the methods discussed are applied to actual data, paying attention to presentation of results and potential pitfalls.


The Measurement of Productive Efficiency and Productivity Growth

The Measurement of Productive Efficiency and Productivity Growth

Author: Harold O. Fried

Publisher: Oxford University Press

Published: 2008-02-04

Total Pages: 653

ISBN-13: 0198040504

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When Harold Fried, et al. published The Measurement of Productive Efficiency: Techniques and Applications with OUP in 1993, the book received a great deal of professional interest for its accessible treatment of the rapidly growing field of efficiency and productivity analysis. The first several chapters, providing the background, motivation, and theoretical foundations for this topic, were the most widely recognized. In this tight, direct update, these same editors have compiled over ten years of the most recent research in this changing field, and expanded on those seminal chapters. The book will guide readers from the basic models to the latest, cutting-edge extensions, and will be reinforced by references to classic and current theoretical and applied research. It is intended for professors and graduate students in a variety of fields, ranging from economics to agricultural economics, business administration, management science, and public administration. It should also appeal to public servants and policy makers engaged in business performance analysis or regulation.


International Conference on Management and Engineering(CME 2014)

International Conference on Management and Engineering(CME 2014)

Author: Alex Kong

Publisher: DEStech Publications, Inc

Published: 2014-06-02

Total Pages: 1908

ISBN-13: 1605951749

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The aim objective of CME 2014 is to provide a platform for researchers, engineers, academicians as well as industrial professionals from all over the world to present their research results and development activities in Information Management, Innovation Management, Project Management and Engineering. This conference provides opportunities for the delegates to exchange new ideas and application experiences face to face, to establish business or research relations and to find global partners for future collaboration. Submitted conference papers will be reviewed by technical committees of the Conference.


The Palgrave Handbook of Economic Performance Analysis

The Palgrave Handbook of Economic Performance Analysis

Author: Thijs ten Raa

Publisher: Springer Nature

Published: 2019-12-13

Total Pages: 766

ISBN-13: 3030237273

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This Handbook takes an econometric approach to the foundations of economic performance analysis. The focus is on the measurement of efficiency, productivity, growth and performance. These concepts are commonly measured residually and difficult to quantify in practice. In real-life applications, efficiency and productivity estimates are often quite sensitive to the models used in the performance assessment and the methodological approaches adopted by the analysis. The Palgrave Handbook of Performance Analysis discusses the two basic techniques of performance measurement – deterministic benchmarking and stochastic benchmarking – in detail, and addresses the statistical techniques that connect them. All chapters include applications and explore topics ranging from the output/input ratio to productivity indexes and national statistics.


Productivity Growth and Economic Performance

Productivity Growth and Economic Performance

Author: J. McCombie

Publisher: Springer

Published: 2002-12-17

Total Pages: 293

ISBN-13: 023050423X

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This collection of essays on Verdoorn's Law - the relationship between the growth of industrial productivity and output - presents a number of comprehensive surveys and assessments of the vast literature available. The collection not only includes an English translation of Verdoorn's seminal article originally published in Italian, but also new empirical evidence for the Verdoorn Law and new developments in the theoretical modelling of cumulative causation.


Data Envelopment Analysis

Data Envelopment Analysis

Author: Joe Zhu

Publisher: Springer

Published: 2015-03-18

Total Pages: 472

ISBN-13: 1489975535

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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.