Robust Standard Errors in Transformed Likelihood Estimation of Dynamic Panel Data Models with Cross-Sectional Heteroskedasticity

Robust Standard Errors in Transformed Likelihood Estimation of Dynamic Panel Data Models with Cross-Sectional Heteroskedasticity
Title Robust Standard Errors in Transformed Likelihood Estimation of Dynamic Panel Data Models with Cross-Sectional Heteroskedasticity PDF eBook
Author Kazuhiko Hayakawa
Publisher
Pages 0
Release 2015
Genre
ISBN

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This paper extends the transformed maximum likelihood approach for estimation of dynamic panel data models by Hsiao, Pesaran and Tahmiscioglu (2002) to the case where the errors are cross-sectionally heteroskedastic. This extension is not trivial due to the incidental parameters problem that arises, and its implications for estimation and inference. We approach the problem by working with a mis-specified homoskedastic model. It is shown that the transformed maximum likelihood estimator continues to be consistent even in the presence of cross-sectional heteroskedasticity. We also obtain standard errors that are robust to cross-sectional heteroskedasticity of unknown form. By means of Monte Carlo simulation, we investigate the finite sample behavior of the transformed maximum likelihood estimator and compare it with various GMM estimators proposed in the literature. Simulation results reveal that, in terms of median absolute errors and accuracy of inference, the transformed likelihood estimator outperforms the GMM estimators in almost all cases.

Robust Standard Errors in Transformed Likelihood Estimation of Dynamic Panel Data Models

Robust Standard Errors in Transformed Likelihood Estimation of Dynamic Panel Data Models
Title Robust Standard Errors in Transformed Likelihood Estimation of Dynamic Panel Data Models PDF eBook
Author Kazuhiko Hayakawa
Publisher
Pages 49
Release 2012
Genre
ISBN

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The Oxford Handbook of Panel Data

The Oxford Handbook of Panel Data
Title The Oxford Handbook of Panel Data PDF eBook
Author Badi Hani Baltagi
Publisher
Pages 705
Release 2015
Genre Business & Economics
ISBN 0199940045

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The Oxford Handbook of Panel Data examines new developments in the theory and applications of panel data. It includes basic topics like non-stationary panels, co-integration in panels, multifactor panel models, panel unit roots, measurement error in panels, incidental parameters and dynamic panels, spatial panels, nonparametric panel data, random coefficients, treatment effects, sample selection, count panel data, limited dependent variable panel models, unbalanced panel models with interactive effects and influential observations in panel data. Contributors to the Handbook explore applications of panel data to a wide range of topics in economics, including health, labor, marketing, trade, productivity, and macro applications in panels. This Handbook is an informative and comprehensive guide for both those who are relatively new to the field and for those wishing to extend their knowledge to the frontier. It is a trusted and definitive source on panel data, having been edited by Professor Badi Baltagi-widely recognized as one of the foremost econometricians in the area of panel data econometrics. Professor Baltagi has successfully recruited an all-star cast of experts for each of the well-chosen topics in the Handbook.

Applied Econometric Analysis Using Cross Section and Panel Data

Applied Econometric Analysis Using Cross Section and Panel Data
Title Applied Econometric Analysis Using Cross Section and Panel Data PDF eBook
Author Deep Mukherjee
Publisher Springer Nature
Pages 625
Release 2024-01-03
Genre Business & Economics
ISBN 9819949025

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This book is a collection of 20 chapters on chosen topics from cross-section and panel data econometrics. It explores both theoretical and practical aspects of selected cutting-edge techniques which are gaining popularity among applied econometricians, while following the motto of “keeping things simple”. Each chapter gives a basic introduction to one such method, directs readers to supplementary references, and shows an application. The book takes into account that—A: The field of econometrics is evolving very fast and leading textbooks are trying to cover some of the recent developments in revised editions. This book offers basic introduction to state-of-the-art techniques and recent advances in econometric models with detailed applications from various developing and developed countries. B: An applied researcher or practitioner may prefer reference books with a simple introduction to an advanced econometric method or model with no theorems but with a longer discussion on empirical application. Thus, an applied econometrics textbook covering these cutting-edge methods is highly warranted; a void this book attempts to fills.The book does not aim at providing a comprehensive coverage of econometric methods. The 20 chapters in this book represent only a sample of the important topics in modern econometrics, with special focus on econometrics of cross-section and panel data, while also recognizing that it is not possible to accommodate all types of models and methods even in these two categories. The book is unique as authors have also provided the theoretical background (if any) and brief literature review behind the empirical applications. It is a must-have resource for students and practitioners of modern econometrics.

Essays in Honor of M. Hashem Pesaran

Essays in Honor of M. Hashem Pesaran
Title Essays in Honor of M. Hashem Pesaran PDF eBook
Author Alexander Chudik
Publisher Emerald Group Publishing
Pages 376
Release 2022-01-18
Genre Business & Economics
ISBN 1802620656

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The collection of chapters in Volume 43 Part B of Advances in Econometrics serves as a tribute to one of the most innovative, influential, and productive econometricians of his generation, Professor M. Hashem Pesaran.

Time Series and Panel Data Econometrics

Time Series and Panel Data Econometrics
Title Time Series and Panel Data Econometrics PDF eBook
Author M. Hashem Pesaran
Publisher Oxford University Press
Pages 1095
Release 2015
Genre Business & Economics
ISBN 0198736916

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This book is concerned with recent developments in time series and panel data techniques for the analysis of macroeconomic and financial data. It provides a rigorous, nevertheless user-friendly, account of the time series techniques dealing with univariate and multivariate time series models, as well as panel data models. It is distinct from other time series texts in the sense that it also covers panel data models and attempts at a more coherent integration of time series, multivariate analysis, and panel data models. It builds on the author's extensive research in the areas of time series and panel data analysis and covers a wide variety of topics in one volume. Different parts of the book can be used as teaching material for a variety of courses in econometrics. It can also be used as reference manual. It begins with an overview of basic econometric and statistical techniques, and provides an account of stochastic processes, univariate and multivariate time series, tests for unit roots, cointegration, impulse response analysis, autoregressive conditional heteroskedasticity models, simultaneous equation models, vector autoregressions, causality, forecasting, multivariate volatility models, panel data models, aggregation and global vector autoregressive models (GVAR). The techniques are illustrated using Microfit 5 (Pesaran and Pesaran, 2009, OUP) with applications to real output, inflation, interest rates, exchange rates, and stock prices.

Corporate Governance and Organisational Performance

Corporate Governance and Organisational Performance
Title Corporate Governance and Organisational Performance PDF eBook
Author Naeem Tabassum
Publisher Springer Nature
Pages 335
Release 2020-06-28
Genre Business & Economics
ISBN 3030485277

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Establishing a corporate governance strategy that promotes the efficient use of organisational resources is instrumental in the economic growth of a country, as well as the successful management of firms. This book reviews existing literature and identifies board structural features as key variables of an effective corporate governance system, establishing a multi-theoretical model that links Board structural characteristics with firm performance. It then, using a comprehensive empirical study of 265 companies listed on the Karachi Stock exchange, tests this conceptual model. This research serves as a significant milestone, reflecting the socio-economic setting of emerging economies, and highlighting the need for the corporate sector in emerging markets to move away from a 'tick-box' culture. It argues that the sector needs to implement corporate governance as a tool to mitigate business risks; appoint and empower non-executive directors to achieve an effective monitoring of management; and establish their own ethical and governance principles, applicable to the Board of Directors. Based on an extensive data base, collected painstakingly over five years, this book offers new insights and conceptual framework for further research in this area. Given the breadth and width of the research, it is a useful source of future reference for students, researchers and policy makers.