The Art And Science Of Econometrics

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The Art and Science of Econometrics

Author : Ping Zong
Publisher : Routledge
Page : 256 pages
File Size : 55,7 Mb
Release : 2022-05-02
Category : Business & Economics
ISBN : 9781000580242

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The Art and Science of Econometrics by Ping Zong Pdf

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
Page : 296 pages
File Size : 51,6 Mb
Release : 2017-07-28
Category : Electronic
ISBN : 9781785369957

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Econometrics as a Con Art by Imad A. Moosa Pdf

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.

Data Science for Financial Econometrics

Author : Nguyen Ngoc Thach,Vladik Kreinovich,Nguyen Duc Trung
Publisher : Springer Nature
Page : 633 pages
File Size : 42,5 Mb
Release : 2020-11-13
Category : Computers
ISBN : 9783030488536

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Data Science for Financial Econometrics by Nguyen Ngoc Thach,Vladik Kreinovich,Nguyen Duc Trung Pdf

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.

Mostly Harmless Econometrics

Author : Joshua D. Angrist,Jörn-Steffen Pischke
Publisher : Princeton University Press
Page : 392 pages
File Size : 48,9 Mb
Release : 2009-01-04
Category : Business & Economics
ISBN : 9780691120355

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Mostly Harmless Econometrics by Joshua D. Angrist,Jörn-Steffen Pischke Pdf

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.

Advances in Spatial Econometrics

Author : Luc Anselin,Raymond Florax,Sergio J. Rey
Publisher : Springer Science & Business Media
Page : 516 pages
File Size : 44,9 Mb
Release : 2013-03-09
Category : Business & Economics
ISBN : 9783662056172

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Advances in Spatial Econometrics by Luc Anselin,Raymond Florax,Sergio J. Rey Pdf

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.

Financial, Macro and Micro Econometrics Using R

Author : Hrishikesh D. Vinod
Publisher : North Holland
Page : 350 pages
File Size : 48,5 Mb
Release : 2020-01-24
Category : Electronic
ISBN : 9780128202500

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Financial, Macro and Micro Econometrics Using R by Hrishikesh D. Vinod Pdf

Financial, Macro and Micro Econometrics Using R, Volume 42, provides state-of-the-art information on important topics in econometrics, including multivariate GARCH, stochastic frontiers, fractional responses, specification testing and model selection, exogeneity testing, causal analysis and forecasting, GMM models, asset bubbles and crises, corporate investments, classification, forecasting, nonstandard problems, cointegration, financial market jumps and co-jumps, among other topics. Presents chapters authored by distinguished, honored researchers who have received awards from the Journal of Econometrics or the Econometric Society Includes descriptions and links to resources and free open source R Gives readers what they need to jumpstart their understanding on the state-of-the-art

Handbook of Econometrics

Author : J.J. Heckman,Edward Leamer
Publisher : Elsevier
Page : 740 pages
File Size : 51,7 Mb
Release : 2001-11-22
Category : Business & Economics
ISBN : 0080524796

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Handbook of Econometrics by J.J. Heckman,Edward Leamer Pdf

The Handbook is a definitive reference source and teaching aid for econometricians. It examines models, estimation theory, data analysis and field applications in econometrics. Comprehensive surveys, written by experts, discuss recent developments at a level suitable for professional use by economists, econometricians, statisticians, and in advanced graduate econometrics courses. For more information on the Handbooks in Economics series, please see our home page on http://www.elsevier.nl/locate/hes

Conceptual Econometrics Using R

Author : Anonim
Publisher : Elsevier
Page : 330 pages
File Size : 53,8 Mb
Release : 2019-08-20
Category : Mathematics
ISBN : 9780444643124

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Conceptual Econometrics Using R by Anonim Pdf

Conceptual Econometrics Using R, Volume 41 provides state-of-the-art information on important topics in econometrics, including quantitative game theory, multivariate GARCH, stochastic frontiers, fractional responses, specification testing and model selection, exogeneity testing, causal analysis and forecasting, GMM models, asset bubbles and crises, corporate investments, classification, forecasting, nonstandard problems, cointegration, productivity and financial market jumps and co-jumps, among others. Presents chapters authored by distinguished, honored researchers who have received awards from the Journal of Econometrics or the Econometric Society Includes descriptions and links to resources and free open source R, allowing readers to not only use the tools on their own data, but also jumpstart their understanding of the state-of-the-art

Econometrics in a Formal Science of Economics

Author : Bernt P. Stigum
Publisher : MIT Press
Page : 389 pages
File Size : 52,9 Mb
Release : 2015
Category : Business & Economics
ISBN : 9780262028585

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Econometrics in a Formal Science of Economics by Bernt P. Stigum Pdf

An examination of the role of theory in applied econometrics.

Arts, Sciences, and Economics

Author : Tönu Puu
Publisher : Springer Science & Business Media
Page : 201 pages
File Size : 47,5 Mb
Release : 2006-08-26
Category : Business & Economics
ISBN : 9783540344247

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Arts, Sciences, and Economics by Tönu Puu Pdf

This book deals with the economic aspects of changing attitudes in arts and sciences. The effects of the public good character of culture, along with the very long production period and lifetime for its products, are emphasized, since both contribute to the failure of normal market solutions. Embodiment of ideas, and the consequences of modern reproduction technology for protection of property rights are closely examined.

Econometrics

Author : Fouad Sabry
Publisher : One Billion Knowledgeable
Page : 272 pages
File Size : 42,6 Mb
Release : 2023-12-16
Category : Business & Economics
ISBN : 9791222086781

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Econometrics by Fouad Sabry Pdf

What is Econometrics The field of econometrics involves the utilization of statistical techniques to analyze economic data with the objective of providing empirical evidence to economic relationships. More specifically, it refers to "the quantitative analysis of actual economic phenomena based on the concurrent development of theory and observation, related by appropriate methods of inference." In a textbook that provides an introduction to economics, econometrics is described as a tool that enables economists to "sift through mountains of data to extract simple relationships." In the field of econometrics, Jan Tinbergen is identified as one of the two founding fathers. That other individual, Ragnar Frisch, was also the one who first used the phrase in the manner that it is used today. How you will benefit (I) Insights, and validations about the following topics: Chapter 1: Econometrics Chapter 2: Least squares Chapter 3: Gauss-Markov theorem Chapter 4: Regression analysis Chapter 5: Consistent estimator Chapter 6: Instrumental variables estimation Chapter 7: Probit model Chapter 8: Ordinary least squares Chapter 9: Simple linear regression Chapter 10: Seemingly unrelated regressions Chapter 11: Breusch-Pagan test Chapter 12: Cochrane-Orcutt estimation Chapter 13: Generalized least squares Chapter 14: Statistical model specification Chapter 15: Heteroskedasticity-consistent standard errors Chapter 16: Heckman correction Chapter 17: Polynomial regression Chapter 18: Error correction model Chapter 19: Errors-in-variables models Chapter 20: Linear regression Chapter 21: Homoscedasticity and heteroscedasticity (II) Answering the public top questions about econometrics. (III) Real world examples for the usage of econometrics in many fields. (IV) Rich glossary featuring over 1200 terms to unlock a comprehensive understanding of econometrics. (eBook only). Who will benefit Professionals, undergraduate and graduate students, enthusiasts, hobbyists, and those who want to go beyond basic knowledge or information for any kind of econometrics.

Econometrics: Alchemy or Science?:Essays in Econometric Methodology

Author : David F. Hendry
Publisher : OUP Oxford
Page : 560 pages
File Size : 48,6 Mb
Release : 2000-10-26
Category : Business & Economics
ISBN : 0198293542

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Econometrics: Alchemy or Science?:Essays in Econometric Methodology by David F. Hendry Pdf

"Econometrics: Alchemy or Science?" analyses the effectiveness and validity of applying econometric methods to economic time series. The methodological dispute is long-standing, and no claim can be made for a single valid method, but recent results on the theory and practice of model selection bid fair to resolve many of the contentious issues.The book presents criticisms and evaluations of competing approaches, based on theoretical economic and econometric analyses, empirical applications, and Monte Carlo simulations, which interact to determine best practice. It explains the evolution of an approach to econometric modelling founded in careful statistical analyses of the available data, using economic theory to guide the general model specification. From a strong foundation in the theory of reduction, via a range of applied andsimulation studies, it demonstrates that general-to-specific procedures have excellent properties.The book is divided into four Parts: Routes and Route Maps; Empirical Modelling Strategies; Formalization; and Retrospect and Prospect. A short preamble to each chapter sketches the salient themes, links to earlier and later developments, and the lessons learnt or missed at the time. A sequence of detailed empirical studies of consumers' expenditure and money demand illustrate most facets of the approach. Material new to this revised edition describes recent major advances in computer-automatedmodel selection, embodied in the powerful new software program PcGets, which establish the operational success of the modelling strategy.

The Econometric Analysis of Network Data

Author : Bryan Graham,Aureo de Paula
Publisher : Academic Press
Page : 244 pages
File Size : 40,8 Mb
Release : 2020-06-03
Category : Business & Economics
ISBN : 9780128117712

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The Econometric Analysis of Network Data by Bryan Graham,Aureo de Paula Pdf

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

Econometrics

Author : John Eatwell,Murray Milgate,Peter Newman
Publisher : Springer
Page : 296 pages
File Size : 44,8 Mb
Release : 1990-02-23
Category : Business & Economics
ISBN : 9781349205707

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Econometrics by John Eatwell,Murray Milgate,Peter Newman Pdf

This is an excerpt from the 4-volume dictionary of economics, a reference book which aims to define the subject of economics today. 1300 subject entries in the complete work cover the broad themes of economic theory. This extract concentrates on econometrics.

Essentials of Applied Econometrics

Author : Aaron D. Smith,J. Edward Taylor
Publisher : Univ of California Press
Page : 240 pages
File Size : 44,7 Mb
Release : 2016-11-08
Category : Business & Economics
ISBN : 9780520963290

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Essentials of Applied Econometrics by Aaron D. Smith,J. Edward Taylor Pdf

Essentials of Applied Econometrics prepares students for a world in which more data surround us every day and in which econometric tools are put to diverse uses. Written for students in economics and for professionals interested in continuing an education in econometrics, this succinct text not only teaches best practices and state-of-the-art techniques, but uses vivid examples and data obtained from a variety of real world sources. The book’s emphasis on application uniquely prepares the reader for today’s econometric work, which can include analyzing causal relationships or correlations in big data to obtain useful insights.