Statistics And Econometrics Unveiled A Comprehensive Guide For Economists And Data Scientists
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Statistics And Econometrics Unveiled A Comprehensive Guide For Economists And Data Scientists
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Author : Pasquale De Marco
language : en
Publisher: Pasquale De Marco
Release Date : 2025-03-17
Statistics And Econometrics Unveiled A Comprehensive Guide For Economists And Data Scientists written by Pasquale De Marco and has been published by Pasquale De Marco this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-03-17 with Social Science categories.
In today's data-driven world, statistics and econometrics have become indispensable tools for economists and data scientists seeking to understand and analyze complex economic phenomena. This comprehensive guide offers a thorough exploration of these powerful disciplines, providing readers with the knowledge and skills necessary to make informed decisions and accurate predictions. With a focus on practical applications, this book delves into the fundamental concepts, methods, and techniques of statistical inference, estimation, prediction, and econometric modeling. It begins by laying the foundation of statistical inference, covering topics such as the role of statistics in economic analysis, types of data and measurement scales, sampling methods, and probability concepts. From there, the book explores estimation and prediction techniques, examining point and interval estimation, hypothesis testing, linear regression, and model selection. It then delves into the realm of time series analysis, focusing on the stationarity of time series data, ARIMA models, forecasting techniques, and seasonal and non-seasonal models. To further enhance understanding of economic phenomena, the book covers econometric models, including ordinary least squares (OLS) estimation, generalized least squares (GLS) estimation, instrumental variables (IV) estimation, maximum likelihood estimation (MLE), and Bayesian estimation. It also examines limited dependent variable models, such as binary choice models, multinomial choice models, and ordered choice models. With a focus on practical applications, the book provides valuable insights into forecasting economic and financial variables, exploring time series forecasting methods, structural econometric models, Bayesian forecasting, and the evaluation and combination of forecasts. It also covers causal inference and impact evaluation techniques, including randomized controlled trials, observational studies, propensity score matching, regression discontinuity design, and instrumental variables methods. Our journey concludes with an exploration of the frontiers of econometrics, examining recent developments in econometric theory, emerging applications of econometrics, and the challenges and opportunities that lie ahead. We also discuss the ethical considerations and future directions of econometrics, highlighting its vital role in informing economic policy and decision-making. Written in a clear, engaging, and accessible style, this book provides a comprehensive and enjoyable learning experience for readers seeking to master the art of statistical inference and econometric modeling. With its emphasis on real-world examples and contextually relevant content, this guide is an invaluable resource for economists, data scientists, and anyone seeking to make informed decisions based on data. If you like this book, write a review!
Data Science For Economics And Finance
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Author : Sergio Consoli
language : en
Publisher: Springer Nature
Release Date : 2021-06-09
Data Science For Economics And Finance written by Sergio Consoli and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-06-09 with Computers categories.
This open access book covers the use of data science, including advanced machine learning, big data analytics, Semantic Web technologies, natural language processing, social media analysis, time series analysis, among others, for applications in economics and finance. In addition, it shows some successful applications of advanced data science solutions used to extract new knowledge from data in order to improve economic forecasting models. The book starts with an introduction on the use of data science technologies in economics and finance and is followed by thirteen chapters showing success stories of the application of specific data science methodologies, touching on particular topics related to novel big data sources and technologies for economic analysis (e.g. social media and news); big data models leveraging on supervised/unsupervised (deep) machine learning; natural language processing to build economic and financial indicators; and forecasting and nowcasting of economic variables through time series analysis. This book is relevant to all stakeholders involved in digital and data-intensive research in economics and finance, helping them to understand the main opportunities and challenges, become familiar with the latest methodological findings, and learn how to use and evaluate the performances of novel tools and frameworks. It primarily targets data scientists and business analysts exploiting data science technologies, and it will also be a useful resource to research students in disciplines and courses related to these topics. Overall, readers will learn modern and effective data science solutions to create tangible innovations for economic and financial applications.
Market Research Methods And Applications
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Author : Cybellium
language : en
Publisher: Cybellium Ltd
Release Date : 2024-10-26
Market Research Methods And Applications written by Cybellium and has been published by Cybellium Ltd this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-10-26 with Business & Economics categories.
Designed for professionals, students, and enthusiasts alike, our comprehensive books empower you to stay ahead in a rapidly evolving digital world. * Expert Insights: Our books provide deep, actionable insights that bridge the gap between theory and practical application. * Up-to-Date Content: Stay current with the latest advancements, trends, and best practices in IT, Al, Cybersecurity, Business, Economics and Science. Each guide is regularly updated to reflect the newest developments and challenges. * Comprehensive Coverage: Whether you're a beginner or an advanced learner, Cybellium books cover a wide range of topics, from foundational principles to specialized knowledge, tailored to your level of expertise. Become part of a global network of learners and professionals who trust Cybellium to guide their educational journey. www.cybellium.com
Reader S Guide To The Social Sciences
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Author : Jonathan Michie
language : en
Publisher: Routledge
Release Date : 2014-02-03
Reader S Guide To The Social Sciences written by Jonathan Michie and has been published by Routledge this book supported file pdf, txt, epub, kindle and other format this book has been release on 2014-02-03 with Social Science categories.
This 2-volume work includes approximately 1,200 entries in A-Z order, critically reviewing the literature on specific topics from abortion to world systems theory. In addition, nine major entries cover each of the major disciplines (political economy; management and business; human geography; politics; sociology; law; psychology; organizational behavior) and the history and development of the social sciences in a broader sense.
Learning Microeconometrics With R
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Author : Christopher P. Adams
language : en
Publisher: CRC Press
Release Date : 2020-12-29
Learning Microeconometrics With R written by Christopher P. Adams and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-12-29 with Business & Economics categories.
This book provides an introduction to the field of microeconometrics through the use of R. The focus is on applying current learning from the field to real world problems. It uses R to both teach the concepts of the field and show the reader how the techniques can be used. It is aimed at the general reader with the equivalent of a bachelor’s degree in economics, statistics or some more technical field. It covers the standard tools of microeconometrics, OLS, instrumental variables, Heckman selection and difference in difference. In addition, it introduces bounds, factor models, mixture models and empirical Bayesian analysis. Key Features: Focuses on the assumptions underlying the algorithms rather than their statistical properties. Presents cutting-edge analysis of factor models and finite mixture models. Uses a hands-on approach to examine the assumptions made by the models and when the models fail to estimate accurately. Utilizes interesting real-world data sets that can be used to analyze important microeconomic problems. Introduces R programming concepts throughout the book. Includes appendices that discuss some of the standard statistical concepts and R programming used in the book.
Frontiers Of Economics
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Author : Abu N. Wahid
language : en
Publisher: Bloomsbury Publishing USA
Release Date : 2002-06-30
Frontiers Of Economics written by Abu N. Wahid and has been published by Bloomsbury Publishing USA this book supported file pdf, txt, epub, kindle and other format this book has been release on 2002-06-30 with Business & Economics categories.
Economics Nobel laureates are the pioneers of the science of economics. They are the most brilliant products of the discipline and have made enormous original contributions to the field of economics, and oftentimes history, political science, business, and other subjects. Their works, struggles, successes and failures are fascinating, and readers are given a glimpse into each laureate's life, where and when they were born and raised, what schools they attended, and who influenced their intellectual development. Most importantly, each laureate's often complex corpus of work is described as succinctly as possible without losing the work's original flavor: what it contributed to the field, and how it was received by peers, and how it affected the world. A list of selected further readings concludes each entry, directing the reader to the primary and secondary works essential to understanding the works of these towering figures. Arranged chronologically by year of award, all 44 entries cogently explain the laureate's life's work in language even non-economists can follow. Economists interested in the intellectual history of their discipline, and professors and students of business will find Wahid's book a very useful resource when seeking out the basic outlines of the thoughts of the scholars who have shaped the fields of economic inquiry, practice, and research. Also, any student in the social sciences thumbing through this book will instantly recognize many currents of thought that have influenced the way scholars in their discipline approach their craft.
Research Ethics In Applied Economics
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Author : Anna Josephson
language : en
Publisher: Taylor & Francis
Release Date : 2023-09-29
Research Ethics In Applied Economics written by Anna Josephson and has been published by Taylor & Francis this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-09-29 with Business & Economics categories.
Emphasizing the new challenges posed by the data science revolution, digital media, and changing norms, Research Ethics in Applied Economics examines the ethical issues faced by quantitative social scientists at each stage of the research process. The first section of the book considers project development, including issues of project management, selection bias in asking research questions, and political incentives in the development and funding of research ideas. The second section addresses data collection and analysis, discussing concerns about participant rights, data falsification, data management, specification search, p-hacking, and replicability. The final section focuses on sharing results with academic audiences and beyond, with an emphasis on self-plagiarism, social media, and the importance of achieving policy impact. The discussion and related recommendations highlight emergent issues in research ethics. Featuring perspectives from experienced researchers on how they address ethical issues, this book provides practical guidance to both students and experienced practitioners seeking to navigate ethical issues in their applied economics research.
Sources Of Economic And Business Statistics
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Author : Bernard Edwards
language : en
Publisher: Heinemann Educational Books
Release Date : 1972
Sources Of Economic And Business Statistics written by Bernard Edwards and has been published by Heinemann Educational Books this book supported file pdf, txt, epub, kindle and other format this book has been release on 1972 with Business & Economics categories.
Applied Econometrics With R
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Author : Christian Kleiber
language : en
Publisher: Springer Science & Business Media
Release Date : 2008-12-10
Applied Econometrics With R written by Christian Kleiber and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2008-12-10 with Business & Economics categories.
R is a language and environment for data analysis and graphics. It may be considered an implementation of S, an award-winning language initially - veloped at Bell Laboratories since the late 1970s. The R project was initiated by Robert Gentleman and Ross Ihaka at the University of Auckland, New Zealand, in the early 1990s, and has been developed by an international team since mid-1997. Historically, econometricians have favored other computing environments, some of which have fallen by the wayside, and also a variety of packages with canned routines. We believe that R has great potential in econometrics, both for research and for teaching. There are at least three reasons for this: (1) R is mostly platform independent and runs on Microsoft Windows, the Mac family of operating systems, and various ?avors of Unix/Linux, and also on some more exotic platforms. (2) R is free software that can be downloaded and installed at no cost from a family of mirror sites around the globe, the Comprehensive R Archive Network (CRAN); hence students can easily install it on their own machines. (3) R is open-source software, so that the full source code is available and can be inspected to understand what it really does, learn from it, and modify and extend it. We also like to think that platform independence and the open-source philosophy make R an ideal environment for reproducible econometric research.
Meta Regression Analysis In Economics And Business
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Author : T. D. Stanley
language : en
Publisher: Routledge
Release Date : 2012
Meta Regression Analysis In Economics And Business written by T. D. Stanley and has been published by Routledge this book supported file pdf, txt, epub, kindle and other format this book has been release on 2012 with Business & Economics categories.
Meta-Regression Analysis in Economics and Business is the first text devoted to the meta-regression analysis (MRA) of economics and business research.