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Panel Methods for Finance

Panel Methods for Finance
Author: Marno Verbeek
Publisher: Walter de Gruyter GmbH & Co KG
Total Pages: 284
Release: 2021-10-25
Genre: Business & Economics
ISBN: 3110660814

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Financial data are typically characterised by a time-series and cross-sectional dimension. Accordingly, econometric modelling in finance requires appropriate attention to these two – or occasionally more than two – dimensions of the data. Panel data techniques are developed to do exactly this. This book provides an overview of commonly applied panel methods for financial applications, including popular techniques such as Fama-MacBeth estimation, one-way, two-way and interactive fixed effects, clustered standard errors, instrumental variables, and difference-in-differences. Panel Methods for Finance: A Guide to Panel Data Econometrics for Financial Applications by Marno Verbeek offers the reader: Focus on panel methods where the time dimension is relatively small A clear and intuitive exposition, with a focus on implementation and practical relevance Concise presentation, with many references to financial applications and other sources Focus on techniques that are relevant for and popular in empirical work in finance and accounting Critical discussion of key assumptions, robustness, and other issues related to practical implementation


Handbook of Research on Emerging Theories, Models, and Applications of Financial Econometrics

Handbook of Research on Emerging Theories, Models, and Applications of Financial Econometrics
Author: Burcu Adıgüzel Mercangöz
Publisher: Springer Nature
Total Pages: 465
Release: 2021-02-17
Genre: Business & Economics
ISBN: 3030541088

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This handbook presents emerging research exploring the theoretical and practical aspects of econometric techniques for the financial sector and their applications in economics. By doing so, it offers invaluable tools for predicting and weighing the risks of multiple investments by incorporating data analysis. Throughout the book the authors address a broad range of topics such as predictive analysis, monetary policy, economic growth, systemic risk and investment behavior. This book is a must-read for researchers, scholars and practitioners in the field of economics who are interested in a better understanding of current research on the application of econometric methods to financial sector data.


Panel Data Econometrics

Panel Data Econometrics
Author: Mike Tsionas
Publisher: Academic Press
Total Pages: 1011
Release: 2019-06-20
Genre: Business & Economics
ISBN: 0128158603

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Panel Data Econometrics: Empirical Applications introduces econometric modelling. Written by experts from diverse disciplines, the volume uses longitudinal datasets to illuminate applications for a variety of fields, such as banking, financial markets, tourism and transportation, auctions, and experimental economics. Contributors emphasize techniques and applications, and they accompany their explanations with case studies, empirical exercises and supplementary code in R. They also address panel data analysis in the context of productivity and efficiency analysis, where some of the most interesting applications and advancements have recently been made. Provides a vast array of empirical applications useful to practitioners from different application environments Accompanied by extensive case studies and empirical exercises Includes empirical chapters accompanied by supplementary code in R, helping researchers replicate findings Represents an accessible resource for diverse industries, including health, transportation, tourism, economic growth, and banking, where researchers are not always econometrics experts


Panel Data Econometrics

Panel Data Econometrics
Author: Mike Tsionas
Publisher: Academic Press
Total Pages: 432
Release: 2019-06-19
Genre: Business & Economics
ISBN: 0128144319

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Panel Data Econometrics: Theory introduces econometric modelling. Written by experts from diverse disciplines, the volume uses longitudinal datasets to illuminate applications for a variety of fields, such as banking, financial markets, tourism and transportation, auctions, and experimental economics. Contributors emphasize techniques and applications, and they accompany their explanations with case studies, empirical exercises and supplementary code in R. They also address panel data analysis in the context of productivity and efficiency analysis, where some of the most interesting applications and advancements have recently been made. Provides a vast array of empirical applications useful to practitioners from different application environments Accompanied by extensive case studies and empirical exercises Includes empirical chapters accompanied by supplementary code in R, helping researchers replicate findings Represents an accessible resource for diverse industries, including health, transportation, tourism, economic growth, and banking, where researchers are not always econometrics experts


Financial Econometrics, Mathematics and Statistics

Financial Econometrics, Mathematics and Statistics
Author: Cheng-Few Lee
Publisher: Springer
Total Pages: 655
Release: 2019-06-03
Genre: Business & Economics
ISBN: 1493994298

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This rigorous textbook introduces graduate students to the principles of econometrics and statistics with a focus on methods and applications in financial research. Financial Econometrics, Mathematics, and Statistics introduces tools and methods important for both finance and accounting that assist with asset pricing, corporate finance, options and futures, and conducting financial accounting research. Divided into four parts, the text begins with topics related to regression and financial econometrics. Subsequent sections describe time-series analyses; the role of binomial, multi-nomial, and log normal distributions in option pricing models; and the application of statistics analyses to risk management. The real-world applications and problems offer students a unique insight into such topics as heteroskedasticity, regression, simultaneous equation models, panel data analysis, time series analysis, and generalized method of moments. Written by leading academics in the quantitative finance field, allows readers to implement the principles behind financial econometrics and statistics through real-world applications and problem sets. This textbook will appeal to a less-served market of upper-undergraduate and graduate students in finance, economics, and statistics. ​


Econometric Analysis of Cross Section and Panel Data, second edition

Econometric Analysis of Cross Section and Panel Data, second edition
Author: Jeffrey M. Wooldridge
Publisher: MIT Press
Total Pages: 1095
Release: 2010-10-01
Genre: Business & Economics
ISBN: 0262232588

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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.


Teaching and Research Methods for Islamic Economics and Finance

Teaching and Research Methods for Islamic Economics and Finance
Author: Mohd Ma'Sum Billah
Publisher: Routledge
Total Pages: 414
Release: 2022-03-10
Genre: Business & Economics
ISBN: 1000540189

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Methods and techniques adopted in teaching, training, learning, research, professional development, or capacity building are generally standardized across most traditional disciplines, particularly within developing countries. This is not the case, however, when it comes to the Islamic disciplines, and, in particular, in relation to the study of Islamic economics and finance, which is influenced by conventional standards and techniques. This is primarily due to the lack of availability of the requisite standards and mechanisms designed within the spirit of Maqsid al-Shari’ah. This book offers a unique resource and a comprehensive overview of the contemporary methods and smart techniques available for teaching, learning, and researching Islamic eco-finance, and it presents solutions to the challenges in implementing them. Further, the book gives deep insight into the most appropriate methodologies that could be employed empirically to explore, model, analyze, and evaluate Islamic finance theories and models, respectively. It also gives recommendations for improving learning, teaching, and research outcomes in Islamic eco-finance. The book also addresses how, in this advanced technological era, smart tools like artificial intelligence, machine learning, big data, Zoom, and the internet of things can be adapted to help equip students, researchers, and scholars with smart skills. The book will enable those studying Islamic economics and finance to grasp the appropriate tools for research and learning. Additionally, the Islamic economics and finance sector is growing at a significant rate and therefore requires the upskilling and capacity building of its human resources; thus, the book will also be highly beneficial for practitioners involved in the industry.


Panel Data Econometrics

Panel Data Econometrics
Author: Donggyu Sul
Publisher: Routledge
Total Pages: 143
Release: 2019-02-07
Genre: Business & Economics
ISBN: 0429752970

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In the last 20 years, econometric theory on panel data has developed rapidly, particularly for analyzing common behaviors among individuals over time. Meanwhile, the statistical methods employed by applied researchers have not kept up-to-date. This book attempts to fill in this gap by teaching researchers how to use the latest panel estimation methods correctly. Almost all applied economics articles use panel data or panel regressions. However, many empirical results from typical panel data analyses are not correctly executed. This book aims to help applied researchers to run panel regressions correctly and avoid common mistakes. The book explains how to model cross-sectional dependence, how to estimate a few key common variables, and how to identify them. It also provides guidance on how to separate out the long-run relationship and common dynamic and idiosyncratic dynamic relationships from a set of panel data. Aimed at applied researchers who want to learn about panel data econometrics by running statistical software, this book provides clear guidance and is supported by a full range of online teaching and learning materials. It includes practice sections on MATLAB, STATA, and GAUSS throughout, along with short and simple econometric theories on basic panel regressions for those who are unfamiliar with econometric theory on traditional panel regressions.


Research Methods in Accounting

Research Methods in Accounting
Author: Malcolm Smith
Publisher: SAGE
Total Pages: 297
Release: 2017-05-15
Genre: Business & Economics
ISBN: 1526415739

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The only accounting-specific research methods textbook available on the market.


Applied Financial Econometrics

Applied Financial Econometrics
Author: Moinak Maiti
Publisher: Springer Nature
Total Pages: 287
Release: 2021-08-31
Genre: Business & Economics
ISBN: 9811640637

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This textbook gives students an approachable, down to earth resource for the study of financial econometrics. While the subject can be intimidating, primarily due to the mathematics and modelling involved, it is rewarding for students of finance and can be taught and learned in a straightforward way. This book, going from basics to high level concepts, offers knowledge of econometrics that is intended to be used with confidence in the real world. This book will be beneficial for both students and tutors who are associated with econometrics subjects at any level.