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Applied Statistics and Econometrics : Basic Topics and Tools with Gretl and R
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ISBN: 9783031531422 Year: 2024 Publisher: Cham : Springer Nature Switzerland : Imprint: Palgrave Macmillan,

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Abstract

This accessible textbook introduces the foundations of applied econometrics and statistics for undergraduate students. It covers key topics in econometrics by using step-by-step examples in Gretl and R, providing a guide to using statistical software and the tools for econometric analysis in one self-contained resource. Taking a concise, non-technical approach, the book covers topics including simple regression and hypothesis testing, multiple regression with control variables and isolating effects, instrumental variables, dummy variables, non-linear effects, probability models, heteroskedasticity, time series analysis, and other applied statistical tools such as t-tests and chi squared tests. The book uses small data sets to easily facilitate students’ transition from manual statistical calculations to using and understanding statistical software, including step-by-step examples of regression analysis, as well as additional chapters to aid with econometric notation and mathematical prerequisites, and accompanying online exercises and data sets. This book will be a valuable resource for upper undergraduate students taking courses in introductory econometrics and statistics, as well as students in business administration and other fields of study in social sciences utilising quantitative methods. Graduate students may also benefit from the book. Bjørnar Karlsen Kivedal is a Professor at the Faculty of Computer Science, Engineering and Economics at Østfold University College, Norway. He has over 15 years' experience of teaching statistics, mathematics and econometrics. He is also a researcher at Housing Lab at Oslo Metropolitan University.


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Applied Statistics and Econometrics
Authors: ---
ISBN: 9783031531422 9783031531415 9783031531439 Year: 2024 Publisher: Cham Springer Nature Switzerland :Imprint: Palgrave Macmillan

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Abstract

This accessible textbook introduces the foundations of applied econometrics and statistics for undergraduate students. It covers key topics in econometrics by using step-by-step examples in Gretl and R, providing a guide to using statistical software and the tools for econometric analysis in one self-contained resource. Taking a concise, non-technical approach, the book covers topics including simple regression and hypothesis testing, multiple regression with control variables and isolating effects, instrumental variables, dummy variables, non-linear effects, probability models, heteroskedasticity, time series analysis, and other applied statistical tools such as t-tests and chi squared tests. The book uses small data sets to easily facilitate students’ transition from manual statistical calculations to using and understanding statistical software, including step-by-step examples of regression analysis, as well as additional chapters to aid with econometric notation and mathematical prerequisites, and accompanying online exercises and data sets. This book will be a valuable resource for upper undergraduate students taking courses in introductory econometrics and statistics, as well as students in business administration and other fields of study in social sciences utilising quantitative methods. Graduate students may also benefit from the book. Bjørnar Karlsen Kivedal is a Professor at the Faculty of Computer Science, Engineering and Economics at Østfold University College, Norway. He has over 15 years' experience of teaching statistics, mathematics and econometrics. He is also a researcher at Housing Lab at Oslo Metropolitan University.

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