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Econometrics in Theory and Practice
Analysis of Cross Section, Time Series and Panel Data with Stata 15.1
Buch von Panchanan Das
Sprache: Englisch

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Beschreibung
This book introduces econometric analysis of cross section, time series and panel data with the application of statistical software. It serves as a basic text for those who wish to learn and apply econometric analysis in empirical research. The level of presentation is as simple as possible to make it useful for undergraduates as well as graduate students. It contains several examples with real data and Stata programmes and interpretation of the results. While discussing the statistical tools needed to understand empirical economic research, the book attempts to provide a balance between theory and applied research. Various concepts and techniques of econometric analysis are supported by carefully developed examples with the use of statistical software package, Stata 15.1, and assumes that the reader is somewhat familiar with the Strata software.

The topics covered in this book are divided into four parts. Part I discusses introductory econometric methods for data analysis thateconomists and other social scientists use to estimate the economic and social relationships, and to test hypotheses about them, using real-world data. There are five chapters in this part covering the data management issues, details of linear regression models, the related problems due to violation of the classical assumptions. Part II discusses some advanced topics used frequently in empirical research with cross section data. In its three chapters, this part includes some specific problems of regression analysis. Part III deals with time series econometric analysis. It covers intensively both the univariate and multivariate time series econometric models and their applications with software programming in six chapters. Part IV takes care of panel data analysis in four chapters. Different aspects of fixed effects and random effects are discussed here. Panel data analysis has been extended by taking dynamic panel data models which are most suitable for macroeconomic research. The book is invaluable for students and researchers of social sciences, business, management, operations research, engineering, and applied mathematics.
This book introduces econometric analysis of cross section, time series and panel data with the application of statistical software. It serves as a basic text for those who wish to learn and apply econometric analysis in empirical research. The level of presentation is as simple as possible to make it useful for undergraduates as well as graduate students. It contains several examples with real data and Stata programmes and interpretation of the results. While discussing the statistical tools needed to understand empirical economic research, the book attempts to provide a balance between theory and applied research. Various concepts and techniques of econometric analysis are supported by carefully developed examples with the use of statistical software package, Stata 15.1, and assumes that the reader is somewhat familiar with the Strata software.

The topics covered in this book are divided into four parts. Part I discusses introductory econometric methods for data analysis thateconomists and other social scientists use to estimate the economic and social relationships, and to test hypotheses about them, using real-world data. There are five chapters in this part covering the data management issues, details of linear regression models, the related problems due to violation of the classical assumptions. Part II discusses some advanced topics used frequently in empirical research with cross section data. In its three chapters, this part includes some specific problems of regression analysis. Part III deals with time series econometric analysis. It covers intensively both the univariate and multivariate time series econometric models and their applications with software programming in six chapters. Part IV takes care of panel data analysis in four chapters. Different aspects of fixed effects and random effects are discussed here. Panel data analysis has been extended by taking dynamic panel data models which are most suitable for macroeconomic research. The book is invaluable for students and researchers of social sciences, business, management, operations research, engineering, and applied mathematics.
Über den Autor

Panchanan Das is a Professor of Economics, currently teaching Time Series and Panel Data Econometrics at the Department of Economics, University of Calcutta. His main research areas are Development Economics, Indian Economics, and Applied Macroeconomics. He has published several articles and book chapters on growth, inequality and poverty, and is a principal author of Economics I and Economics II, graduate-level textbooks published by Oxford University Press, New Delhi. He was also a major contributor to the West Bengal Development Report - 2008, published by the Academic Foundation, New Delhi, in collaboration with the Planning Commission, Government of India.

Zusammenfassung
Provides comprehensive coverage of the econometric analysis of cross section, time series and panel data

Employs real-world data from Official Statistics in India

Demonstrates how to apply econometric theory using Stata 15.1

Inhaltsverzeichnis
Introduction to Econometrics and Statistical Software.- Linear Regression Model: Properties and Estimation.- Linear Regression Model: Goodness of Fit and Testing of Hypothesis.- Linear Regression Model: Relaxing the Classical Assumptions.- Analysis of Collinear Data: Multicollinearity.- Linear Regression Model: Qualitative Variables as Predictors.- Limited Dependent Variable Model.- Multivariate Analysis.- Time Series: Data Generating Process.- Stationary Time Series.- Nonstationarity, Unit Root and Structural Break.- Cointegration, Error Correction and Vector Autoregression.- Cointegration, Error Correction and Vector Autoregression.- Time Series Forecasting.
Details
Erscheinungsjahr: 2019
Fachbereich: Volkswirtschaft
Genre: Wirtschaft
Rubrik: Recht & Wirtschaft
Medium: Buch
Seiten: 596
Inhalt: xxvii
565 S.
133 s/w Illustr.
528 farbige Illustr.
565 p. 661 illus.
528 illus. in color.
ISBN-13: 9789813290181
ISBN-10: 9813290188
Sprache: Englisch
Ausstattung / Beilage: HC runder Rücken kaschiert
Einband: Gebunden
Autor: Das, Panchanan
Auflage: 1st ed. 2019
Hersteller: Springer Singapore
Springer Nature Singapore
Maße: 241 x 160 x 38 mm
Von/Mit: Panchanan Das
Erscheinungsdatum: 19.09.2019
Gewicht: 1,051 kg
preigu-id: 116826810
Über den Autor

Panchanan Das is a Professor of Economics, currently teaching Time Series and Panel Data Econometrics at the Department of Economics, University of Calcutta. His main research areas are Development Economics, Indian Economics, and Applied Macroeconomics. He has published several articles and book chapters on growth, inequality and poverty, and is a principal author of Economics I and Economics II, graduate-level textbooks published by Oxford University Press, New Delhi. He was also a major contributor to the West Bengal Development Report - 2008, published by the Academic Foundation, New Delhi, in collaboration with the Planning Commission, Government of India.

Zusammenfassung
Provides comprehensive coverage of the econometric analysis of cross section, time series and panel data

Employs real-world data from Official Statistics in India

Demonstrates how to apply econometric theory using Stata 15.1

Inhaltsverzeichnis
Introduction to Econometrics and Statistical Software.- Linear Regression Model: Properties and Estimation.- Linear Regression Model: Goodness of Fit and Testing of Hypothesis.- Linear Regression Model: Relaxing the Classical Assumptions.- Analysis of Collinear Data: Multicollinearity.- Linear Regression Model: Qualitative Variables as Predictors.- Limited Dependent Variable Model.- Multivariate Analysis.- Time Series: Data Generating Process.- Stationary Time Series.- Nonstationarity, Unit Root and Structural Break.- Cointegration, Error Correction and Vector Autoregression.- Cointegration, Error Correction and Vector Autoregression.- Time Series Forecasting.
Details
Erscheinungsjahr: 2019
Fachbereich: Volkswirtschaft
Genre: Wirtschaft
Rubrik: Recht & Wirtschaft
Medium: Buch
Seiten: 596
Inhalt: xxvii
565 S.
133 s/w Illustr.
528 farbige Illustr.
565 p. 661 illus.
528 illus. in color.
ISBN-13: 9789813290181
ISBN-10: 9813290188
Sprache: Englisch
Ausstattung / Beilage: HC runder Rücken kaschiert
Einband: Gebunden
Autor: Das, Panchanan
Auflage: 1st ed. 2019
Hersteller: Springer Singapore
Springer Nature Singapore
Maße: 241 x 160 x 38 mm
Von/Mit: Panchanan Das
Erscheinungsdatum: 19.09.2019
Gewicht: 1,051 kg
preigu-id: 116826810
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