The Art And Science Of Econometrics

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The Art and Science of Econometrics

Author : Ping Zong
Publisher : Routledge
ISBN 13 : 1000580245
Total Pages : 256 pages
Book Rating : 4.0/5 (5 download)

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Book Synopsis The Art and Science of Econometrics by : Ping Zong

Download or read book The Art and Science of Econometrics written by Ping Zong and published by Routledge. This book was released on 2022-05-02 with total page 256 pages. Available in PDF, EPUB and Kindle. Book excerpt: Today econometrics has been widely applied in the empirical study of economics. As an empirical science, econometrics uses rigorous mathematical and statistical methods for economic problems. Understanding the methodologies of both econometrics and statistics is a crucial departure for econometrics. The primary focus of this book is to provide an understanding of statistical properties behind econometric methods. Following the introduction in Chapter 1, Chapter 2 provides the methodological review of both econometrics and statistics in different periods since the 1930s. Chapters 3 and 4 explain the underlying theoretical methodologies for estimated equations in the simple regression and multiple regression models and discuss the debates about p-values in particular. This part of the book offers the reader a richer understanding of the methods of statistics behind the methodology of econometrics. Chapters 5–9 of the book are focused on the discussion of regression models using time series data, traditional causal econometric models, and the latest statistical techniques. By concentrating on dynamic structural linear models like state-space models and the Bayesian approach, the book alludes to the fact that this methodological study is not only a science but also an art. This work serves as a handy reference book for anyone interested in econometrics, particularly in relevance to students and academic and business researchers in all quantitative analysis fields.

Econometrics as a Con Art

Author : Imad A. Moosa
Publisher : Edward Elgar Publishing
ISBN 13 : 1785369954
Total Pages : 253 pages
Book Rating : 4.7/5 (853 download)

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Book Synopsis Econometrics as a Con Art by : Imad A. Moosa

Download or read book Econometrics as a Con Art written by Imad A. Moosa and published by Edward Elgar Publishing. This book was released on 2017-07-28 with total page 253 pages. Available in PDF, EPUB and Kindle. Book excerpt: Imad Moosa challenges convention with this comprehensive and compelling critique of econometrics, condemning the common practices of misapplied statistical methods in both economics and finance.

The Art and Science of Econometrics

Author : Ping Zong
Publisher : Taylor & Francis
ISBN 13 : 1000580229
Total Pages : 249 pages
Book Rating : 4.0/5 (5 download)

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Book Synopsis The Art and Science of Econometrics by : Ping Zong

Download or read book The Art and Science of Econometrics written by Ping Zong and published by Taylor & Francis. This book was released on 2022-05-02 with total page 249 pages. Available in PDF, EPUB and Kindle. Book excerpt: Today econometrics has been widely applied in the empirical study of economics. As an empirical science, econometrics uses rigorous mathematical and statistical methods for economic problems. Understanding the methodologies of both econometrics and statistics is a crucial departure for econometrics. The primary focus of this book is to provide an understanding of statistical properties behind econometric methods. Following the introduction in Chapter 1, Chapter 2 provides the methodological review of both econometrics and statistics in different periods since the 1930s. Chapters 3 and 4 explain the underlying theoretical methodologies for estimated equations in the simple regression and multiple regression models and discuss the debates about p-values in particular. This part of the book offers the reader a richer understanding of the methods of statistics behind the methodology of econometrics. Chapters 5–9 of the book are focused on the discussion of regression models using time series data, traditional causal econometric models, and the latest statistical techniques. By concentrating on dynamic structural linear models like state-space models and the Bayesian approach, the book alludes to the fact that this methodological study is not only a science but also an art. This work serves as a handy reference book for anyone interested in econometrics, particularly in relevance to students and academic and business researchers in all quantitative analysis fields.

Econometrics in a Formal Science of Economics

Author : Bernt P. Stigum
Publisher : MIT Press
ISBN 13 : 0262028581
Total Pages : 389 pages
Book Rating : 4.2/5 (62 download)

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Book Synopsis Econometrics in a Formal Science of Economics by : Bernt P. Stigum

Download or read book Econometrics in a Formal Science of Economics written by Bernt P. Stigum and published by MIT Press. This book was released on 2015 with total page 389 pages. Available in PDF, EPUB and Kindle. Book excerpt: An examination of the role of theory in applied econometrics.

Data Science for Financial Econometrics

Author : Nguyen Ngoc Thach
Publisher : Springer Nature
ISBN 13 : 3030488535
Total Pages : 633 pages
Book Rating : 4.0/5 (34 download)

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Book Synopsis Data Science for Financial Econometrics by : Nguyen Ngoc Thach

Download or read book Data Science for Financial Econometrics written by Nguyen Ngoc Thach and published by Springer Nature. This book was released on 2020-11-13 with total page 633 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book offers an overview of state-of-the-art econometric techniques, with a special emphasis on financial econometrics. There is a major need for such techniques, since the traditional way of designing mathematical models – based on researchers’ insights – can no longer keep pace with the ever-increasing data flow. To catch up, many application areas have begun relying on data science, i.e., on techniques for extracting models from data, such as data mining, machine learning, and innovative statistics. In terms of capitalizing on data science, many application areas are way ahead of economics. To close this gap, the book provides examples of how data science techniques can be used in economics. Corresponding techniques range from almost traditional statistics to promising novel ideas such as quantum econometrics. Given its scope, the book will appeal to students and researchers interested in state-of-the-art developments, and to practitioners interested in using data science techniques.

Advances in Spatial Econometrics

Author : Luc Anselin
Publisher : Springer Science & Business Media
ISBN 13 : 3662056178
Total Pages : 516 pages
Book Rating : 4.6/5 (62 download)

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Book Synopsis Advances in Spatial Econometrics by : Luc Anselin

Download or read book Advances in Spatial Econometrics written by Luc Anselin and published by Springer Science & Business Media. This book was released on 2013-03-09 with total page 516 pages. Available in PDF, EPUB and Kindle. Book excerpt: World-renowned experts in spatial statistics and spatial econometrics present the latest advances in specification and estimation of spatial econometric models. This includes information on the development of tools and software, and various applications. The text introduces new tests and estimators for spatial regression models, including discrete choice and simultaneous equation models. The performance of techniques is demonstrated through simulation results and a wide array of applications related to economic growth, international trade, knowledge externalities, population-employment dynamics, urban crime, land use, and environmental issues. An exciting new text for academics with a theoretical interest in spatial statistics and econometrics, and for practitioners looking for modern and up-to-date techniques.

The Econometrics of Financial Markets

Author : John Y. Campbell
Publisher : Princeton University Press
ISBN 13 : 1400830214
Total Pages : 630 pages
Book Rating : 4.4/5 (8 download)

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Book Synopsis The Econometrics of Financial Markets by : John Y. Campbell

Download or read book The Econometrics of Financial Markets written by John Y. Campbell and published by Princeton University Press. This book was released on 2012-06-28 with total page 630 pages. Available in PDF, EPUB and Kindle. Book excerpt: The past twenty years have seen an extraordinary growth in the use of quantitative methods in financial markets. Finance professionals now routinely use sophisticated statistical techniques in portfolio management, proprietary trading, risk management, financial consulting, and securities regulation. This graduate-level textbook is intended for PhD students, advanced MBA students, and industry professionals interested in the econometrics of financial modeling. The book covers the entire spectrum of empirical finance, including: the predictability of asset returns, tests of the Random Walk Hypothesis, the microstructure of securities markets, event analysis, the Capital Asset Pricing Model and the Arbitrage Pricing Theory, the term structure of interest rates, dynamic models of economic equilibrium, and nonlinear financial models such as ARCH, neural networks, statistical fractals, and chaos theory. Each chapter develops statistical techniques within the context of a particular financial application. This exciting new text contains a unique and accessible combination of theory and practice, bringing state-of-the-art statistical techniques to the forefront of financial applications. Each chapter also includes a discussion of recent empirical evidence, for example, the rejection of the Random Walk Hypothesis, as well as problems designed to help readers incorporate what they have read into their own applications.

Mostly Harmless Econometrics

Author : Joshua D. Angrist
Publisher : Princeton University Press
ISBN 13 : 0691120358
Total Pages : 392 pages
Book Rating : 4.6/5 (911 download)

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Book Synopsis Mostly Harmless Econometrics by : Joshua D. Angrist

Download or read book Mostly Harmless Econometrics written by Joshua D. Angrist and published by Princeton University Press. This book was released on 2009-01-04 with total page 392 pages. Available in PDF, EPUB and Kindle. Book excerpt: In addition to econometric essentials, this book covers important new extensions as well as how to get standard errors right. The authors explain why fancier econometric techniques are typically unnecessary and even dangerous.

Econometric Analysis of Cross Section and Panel Data, second edition

Author : Jeffrey M. Wooldridge
Publisher : MIT Press
ISBN 13 : 0262232588
Total Pages : 1095 pages
Book Rating : 4.2/5 (622 download)

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Book Synopsis Econometric Analysis of Cross Section and Panel Data, second edition by : Jeffrey M. Wooldridge

Download or read book Econometric Analysis of Cross Section and Panel Data, second edition written by Jeffrey M. Wooldridge and published by MIT Press. This book was released on 2010-10-01 with total page 1095 pages. Available in PDF, EPUB and Kindle. Book excerpt: The second edition of a comprehensive state-of-the-art graduate level text on microeconometric methods, substantially revised and updated. The second edition of this acclaimed graduate text provides a unified treatment of two methods used in contemporary econometric research, cross section and data panel methods. By focusing on assumptions that can be given behavioral content, the book maintains an appropriate level of rigor while emphasizing intuitive thinking. The analysis covers both linear and nonlinear models, including models with dynamics and/or individual heterogeneity. In addition to general estimation frameworks (particular methods of moments and maximum likelihood), specific linear and nonlinear methods are covered in detail, including probit and logit models and their multivariate, Tobit models, models for count data, censored and missing data schemes, causal (or treatment) effects, and duration analysis. Econometric Analysis of Cross Section and Panel Data was the first graduate econometrics text to focus on microeconomic data structures, allowing assumptions to be separated into population and sampling assumptions. This second edition has been substantially updated and revised. Improvements include a broader class of models for missing data problems; more detailed treatment of cluster problems, an important topic for empirical researchers; expanded discussion of "generalized instrumental variables" (GIV) estimation; new coverage (based on the author's own recent research) of inverse probability weighting; a more complete framework for estimating treatment effects with panel data, and a firmly established link between econometric approaches to nonlinear panel data and the "generalized estimating equation" literature popular in statistics and other fields. New attention is given to explaining when particular econometric methods can be applied; the goal is not only to tell readers what does work, but why certain "obvious" procedures do not. The numerous included exercises, both theoretical and computer-based, allow the reader to extend methods covered in the text and discover new insights.

Handbook of Econometrics

Author : James J. Heckman
Publisher : Elsevier
ISBN 13 : 0080556280
Total Pages : 1013 pages
Book Rating : 4.0/5 (85 download)

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Book Synopsis Handbook of Econometrics by : James J. Heckman

Download or read book Handbook of Econometrics written by James J. Heckman and published by Elsevier. This book was released on 2007-12-13 with total page 1013 pages. Available in PDF, EPUB and Kindle. Book excerpt: As conceived by the founders of the Econometric Society, econometrics is a field that uses economic theory and statistical methods to address empirical problems in economics. It is a tool for empirical discovery and policy analysis. The chapters in this volume embody this vision and either implement it directly or provide the tools for doing so. This vision is not shared by those who view econometrics as a branch of statistics rather than as a distinct field of knowledge that designs methods of inference from data based on models of human choice behavior and social interactions. All of the essays in this volume and its companion volume 6B offer guidance to the practitioner on how to apply the methods they discuss to interpret economic data. The authors of the chapters are all leading scholars in the fields they survey and extend. *Part of the renowned Handbooks in Economics Series*Updates and expands the exisiting Handbook of Econometrics volumes*An invaluable reference written by some of the world's leading econometricians.

Mastering 'Metrics

Author : Joshua D. Angrist
Publisher : Princeton University Press
ISBN 13 : 0691152845
Total Pages : 300 pages
Book Rating : 4.6/5 (911 download)

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Book Synopsis Mastering 'Metrics by : Joshua D. Angrist

Download or read book Mastering 'Metrics written by Joshua D. Angrist and published by Princeton University Press. This book was released on 2014-12-21 with total page 300 pages. Available in PDF, EPUB and Kindle. Book excerpt: An accessible and fun guide to the essential tools of econometric research Applied econometrics, known to aficionados as 'metrics, is the original data science. 'Metrics encompasses the statistical methods economists use to untangle cause and effect in human affairs. Through accessible discussion and with a dose of kung fu–themed humor, Mastering 'Metrics presents the essential tools of econometric research and demonstrates why econometrics is exciting and useful. The five most valuable econometric methods, or what the authors call the Furious Five--random assignment, regression, instrumental variables, regression discontinuity designs, and differences in differences--are illustrated through well-crafted real-world examples (vetted for awesomeness by Kung Fu Panda's Jade Palace). Does health insurance make you healthier? Randomized experiments provide answers. Are expensive private colleges and selective public high schools better than more pedestrian institutions? Regression analysis and a regression discontinuity design reveal the surprising truth. When private banks teeter, and depositors take their money and run, should central banks step in to save them? Differences-in-differences analysis of a Depression-era banking crisis offers a response. Could arresting O. J. Simpson have saved his ex-wife's life? Instrumental variables methods instruct law enforcement authorities in how best to respond to domestic abuse. Wielding econometric tools with skill and confidence, Mastering 'Metrics uses data and statistics to illuminate the path from cause to effect. Shows why econometrics is important Explains econometric research through humorous and accessible discussion Outlines empirical methods central to modern econometric practice Works through interesting and relevant real-world examples

Toward a Formal Science of Economics

Author : Bernt P. Stigum
Publisher : MIT Press
ISBN 13 : 9780262192842
Total Pages : 1068 pages
Book Rating : 4.1/5 (928 download)

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Book Synopsis Toward a Formal Science of Economics by : Bernt P. Stigum

Download or read book Toward a Formal Science of Economics written by Bernt P. Stigum and published by MIT Press. This book was released on 1990 with total page 1068 pages. Available in PDF, EPUB and Kindle. Book excerpt: Consumer Law and Practice provides undergraduate students and those studying the LPC with concise yet comprehensive guidance. It is also a useful aid for practitioners (including those advising businesses) and non-lawyers requiring information which can be quickly understood. Using an innovative problem-solving approach to the subject, we focus on situations in which clients may find themselves and explain how the law deals with such situations. "Between the covers is a mine of information clearly and accurately set out ... a valuable tool for non-specialist and specialist alike." The Law Society's Gazette

Essential Statistics, Regression, and Econometrics

Author : Gary Smith
Publisher : Academic Press
ISBN 13 : 0128034920
Total Pages : 397 pages
Book Rating : 4.1/5 (28 download)

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Book Synopsis Essential Statistics, Regression, and Econometrics by : Gary Smith

Download or read book Essential Statistics, Regression, and Econometrics written by Gary Smith and published by Academic Press. This book was released on 2015-06-08 with total page 397 pages. Available in PDF, EPUB and Kindle. Book excerpt: Essential Statistics, Regression, and Econometrics, Second Edition, is innovative in its focus on preparing students for regression/econometrics, and in its extended emphasis on statistical reasoning, real data, pitfalls in data analysis, and modeling issues. This book is uncommonly approachable and easy to use, with extensive word problems that emphasize intuition and understanding. Too many students mistakenly believe that statistics courses are too abstract, mathematical, and tedious to be useful or interesting. To demonstrate the power, elegance, and even beauty of statistical reasoning, this book provides hundreds of new and updated interesting and relevant examples, and discusses not only the uses but also the abuses of statistics. The examples are drawn from many areas to show that statistical reasoning is not an irrelevant abstraction, but an important part of everyday life. Includes hundreds of updated and new, real-world examples to engage students in the meaning and impact of statistics Focuses on essential information to enable students to develop their own statistical reasoning Ideal for one-quarter or one-semester courses taught in economics, business, finance, politics, sociology, and psychology departments, as well as in law and medical schools Accompanied by an ancillary website with an instructors solutions manual, student solutions manual and supplementing chapters

New Directions in Spatial Econometrics

Author : Luc Anselin
Publisher : Springer Science & Business Media
ISBN 13 : 3642798772
Total Pages : 432 pages
Book Rating : 4.6/5 (427 download)

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Book Synopsis New Directions in Spatial Econometrics by : Luc Anselin

Download or read book New Directions in Spatial Econometrics written by Luc Anselin and published by Springer Science & Business Media. This book was released on 2012-12-06 with total page 432 pages. Available in PDF, EPUB and Kindle. Book excerpt: The promising new directions for research and applications described here include alternative model specifications, estimators and tests for regression models and new perspectives on dealing with spatial effects in models with limited dependent variables and space-time data.

The Econometric Analysis of Network Data

Author : Bryan Graham
Publisher : Academic Press
ISBN 13 : 0128117710
Total Pages : 244 pages
Book Rating : 4.1/5 (281 download)

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Book Synopsis The Econometric Analysis of Network Data by : Bryan Graham

Download or read book The Econometric Analysis of Network Data written by Bryan Graham and published by Academic Press. This book was released on 2020-06-03 with total page 244 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Econometric Analysis of Network Data serves as an entry point for advanced students, researchers, and data scientists seeking to perform effective analyses of networks, especially inference problems. It introduces the key results and ideas in an accessible, yet rigorous way. While a multi-contributor reference, the work is tightly focused and disciplined, providing latitude for varied specialties in one authorial voice. Answers both 'why' and 'how' questions in network analysis, bridging the gap between practice and theory allowing for the easier entry of novices into complex technical literature and computation Fully describes multiple worked examples from the literature and beyond, allowing empirical researchers and data scientists to quickly access the 'state of the art' versioned for their domain environment, saving them time and money Disciplined structure provides latitude for multiple sources of expertise while retaining an integrated and pedagogically focused authorial voice, ensuring smooth transition and easy progression for readers Fully supported by companion site code repository 40+ diagrams of 'networks in the wild' help visually summarize key points

Essentials of Applied Econometrics

Author : Aaron D. Smith
Publisher : Univ of California Press
ISBN 13 : 0520288335
Total Pages : 238 pages
Book Rating : 4.5/5 (22 download)

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Book Synopsis Essentials of Applied Econometrics by : Aaron D. Smith

Download or read book Essentials of Applied Econometrics written by Aaron D. Smith and published by Univ of California Press. This book was released on 2017 with total page 238 pages. Available in PDF, EPUB and Kindle. Book excerpt: Why Care About Causation?

The Econometrics of Corporate Governance Studies

Author : Sanjai Bhagat
Publisher : MIT Press
ISBN 13 : 9780262524384
Total Pages : 138 pages
Book Rating : 4.5/5 (243 download)

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Book Synopsis The Econometrics of Corporate Governance Studies by : Sanjai Bhagat

Download or read book The Econometrics of Corporate Governance Studies written by Sanjai Bhagat and published by MIT Press. This book was released on 2005 with total page 138 pages. Available in PDF, EPUB and Kindle. Book excerpt: An investigation of the relationships among takeovers, takeover defenses, management turnover, corporate performance, corporate capital structure, and corporate ownership performance.