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The generalized method of moments (GMM) estimation has emerged as providing a ready to use, flexible tool of application to a large number of econometric and economic models by relying on mild, plausible assumptions. The principal objective of this volume is to offer a complete presentation of the theory of GMM estimation as well as insights into the use of these methods in empirical studies. It is also designed to serve as a unified framework for teaching estimation theory in econometrics. Contributors to the volume include well-known authorities in the field based in North America, the UK/Europe, and Australia. The work is likely to become a standard reference for graduate students and professionals in economics, statistics, financial modeling, and applied mathematics.
This restructured, updated Third Edition provides a general overview of the econometrics of panel data, from both theoretical and applied viewpoints. Readers discover how econometric tools are used to study organizational and household behaviors as well as other macroeconomic phenomena such as economic growth. The book contains sixteen entirely new chapters; all other chapters have been revised to account for recent developments. With contributions from well known specialists in the field, this handbook is a standard reference for all those involved in the use of panel data in econometrics.
This book helps and promotes the use of machine learning tools and techniques in econometrics and explains how machine learning can enhance and expand the econometrics toolbox in theory and in practice. Throughout the volume, the authors raise and answer six questions: 1) What are the similarities between existing econometric and machine learning techniques? 2) To what extent can machine learning techniques assist econometric investigation? Specifically, how robust or stable is the prediction from machine learning algorithms given the ever-changing nature of human behavior? 3) Can machine learning techniques assist in testing statistical hypotheses and identifying causal relationships in ‘...
This book presents the econometric foundations and applications of multi-dimensional panels, including modern methods of big data analysis. The last two decades or so, the use of panel data has become a standard in many areas of economic analysis. The available models formulations became more complex, the estimation and hypothesis testing methods more sophisticated. The interaction between economics and econometrics resulted in a huge publication output, deepening and widening immensely our knowledge and understanding in both. The traditional panel data, by nature, are two-dimensional. Lately, however, as part of the big data revolution, there has been a rapid emergence of three, four and ev...
Zusammenfassung: This book takes stock of and analyses the direct and indirect effects of the war in Ukraine, the policy response to the shock across countries, as well as the potential medium-term economic and social implications and policy challenges. The last decade most Central and Eastern European (CEE) economies have been on a convergence path towards the EU average according to the main economic indicators. In 2022, however, the terrible war in Ukraine had major spillovers to the rest of the world, with the CEE economies being among the most exposed. The millions of refugees, the disruptions to energy supply, trade and supply chains, the surge in inflation, the tightening of global fi...
This edited volume examines the development path of eight Central and Eastern European countries with an overlapping historical background that joined the European Union between 2004 and 2013, and identifies the main similarities and differences between the countries concerned. Based on wide comparative data analysis of Bulgaria, Croatia, The Czech Republic, Hungary, Poland, Romania, Slovakia, and Slovenia, each chapter in the volume provides detailed information about the state of the economy in a specific area preceding the pandemic shock. The book offers a detailed snapshot of the state of the different areas of the economy, starting from the time when the countries concerned came out of ...
Capturing Campaign Effects is the definitive study to date of the influence of campaigns on political culture. Comprising a broad exploration of campaign factors (debates, news coverage, advertising, and polls) and their effects (priming, learning, and persuasion), as well as an impressive survey of techniques for the collection and analysis of campaign data, Capturing Campaign Effects examines different kinds of campaigns in the U.S. and abroad and presents strong evidence for significant campaign effects. "Capturing Campaign Effects is an accessible and penetrating account of modern scholarship on electoral politics. It draws critical insights from a range of innovative analyses." --Arthur...
Italy is a country of recent decline and long-standing idiosyncratic traits. A rich society served by an advanced manufacturing economy, where the rule of law is weak and political accountability low, it has long been in downward spiral alimented by corruption and clientelism. From this spiral has emerged an equilibrium as consistent as it is inefficient, that raises serious obstacles to economic and democratic development. The Political Economy of Italy's Decline explains the causes of Italy's downward trajectory, and explains how the country can shift to a fairer and more efficient system. Analysing both political economic literature and the history of Italy from 1861 onwards, The Politica...