A Practical Guide To Using Panel Data

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A Practical Guide to Using Panel Data

Simonetta Longhi,Alita Nandi
A Practical Guide to Using Panel Data Book PDF

Author : Simonetta Longhi,Alita Nandi
Publisher : SAGE
Page : 451 pages
File Size : 52,8 Mb
Release : 2014-12-01
Category : Social Science
ISBN : 9781473911338

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A Practical Guide to Using Panel Data by Simonetta Longhi,Alita Nandi Pdf

This timely, thoughtful book provides a clear introduction to using panel data in research. It describes the different types of panel datasets commonly used for empirical analysis, and how to use them for cross sectional, panel, and event history analysis. Longhi and Nandi then guide the reader through the data management and estimation process, including the interpretation of the results and the preparation of the final output tables. Using existing data sets and structured as hands-on exercises, each chapter engages with practical issues associated with using data in research. These include: Data cleaning Data preparation Computation of descriptive statistics Using sample weights Choosing and implementing the right estimator Interpreting results Preparing final output tables Graphical representation Written by experienced authors this exciting textbook provides the practical tools needed to use panel data in research.

A Practical Guide to Using Panel Data

Simonetta Longhi,Alita Nandi
A Practical Guide to Using Panel Data Book PDF

Author : Simonetta Longhi,Alita Nandi
Publisher : SAGE
Page : 345 pages
File Size : 43,9 Mb
Release : 2014-12-01
Category : Social Science
ISBN : 9781473911345

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A Practical Guide to Using Panel Data by Simonetta Longhi,Alita Nandi Pdf

This timely, thoughtful book provides a clear introduction to using panel data in research. It describes the different types of panel datasets commonly used for empirical analysis, and how to use them for cross sectional, panel, and event history analysis. Longhi and Nandi then guide the reader through the data management and estimation process, including the interpretation of the results and the preparation of the final output tables. Using existing data sets and structured as hands-on exercises, each chapter engages with practical issues associated with using data in research. These include: Data cleaning Data preparation Computation of descriptive statistics Using sample weights Choosing and implementing the right estimator Interpreting results Preparing final output tables Graphical representation Written by experienced authors this exciting textbook provides the practical tools needed to use panel data in research.

Panel Data Econometrics with R

Yves Croissant,Giovanni Millo
Panel Data Econometrics with R Book PDF

Author : Yves Croissant,Giovanni Millo
Publisher : John Wiley & Sons
Page : 321 pages
File Size : 54,8 Mb
Release : 2018-11-05
Category : Mathematics
ISBN : 9781118949160

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Panel Data Econometrics with R by Yves Croissant,Giovanni Millo Pdf

Panel Data Econometrics with R provides a tutorial for using R in the field of panel data econometrics. Illustrated throughout with examples in econometrics, political science, agriculture and epidemiology, this book presents classic methodology and applications as well as more advanced topics and recent developments in this field including error component models, spatial panels and dynamic models. They have developed the software programming in R and host replicable material on the book’s accompanying website.

Using Econometrics

A. H. Studenmund,Henry J. Cassidy
Using Econometrics Book PDF

Author : A. H. Studenmund,Henry J. Cassidy
Publisher : Addison Wesley Longman
Page : 702 pages
File Size : 44,9 Mb
Release : 1997
Category : ECSTAT
ISBN : STANFORD:36105060392755

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Using Econometrics by A. H. Studenmund,Henry J. Cassidy Pdf

"A. H. Studenmund's practical introduction to econometrics combines single-equation linear regression analysis with real-world examples and exercises. Using Econometrics: A Practical Guide provides a thorough introduction to econometrics that avoids complex matrix algebra and calculus, making it the ideal text for the beginning econometrics student, the regression user looking for a refresher or the experienced practitioner seeking a convenient reference."--BOOK JACKET.

A Practical Guide to Web Analytics

Satheeshkumar
A Practical Guide to Web Analytics Book PDF

Author : Satheeshkumar
Publisher : SK Research Group of Companies
Page : 154 pages
File Size : 40,8 Mb
Release : 2023-12-02
Category : Computers
ISBN : 9788119980598

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A Practical Guide to Web Analytics by Satheeshkumar Pdf

Satheeshkumar, Sekar, Project Manager, Mphasis Corporation, USA.

R for Political Data Science

Francisco Urdinez,Andres Cruz
R for Political Data Science Book PDF

Author : Francisco Urdinez,Andres Cruz
Publisher : CRC Press
Page : 469 pages
File Size : 54,5 Mb
Release : 2020-11-18
Category : Political Science
ISBN : 9781000204513

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R for Political Data Science by Francisco Urdinez,Andres Cruz Pdf

R for Political Data Science: A Practical Guide is a handbook for political scientists new to R who want to learn the most useful and common ways to interpret and analyze political data. It was written by political scientists, thinking about the many real-world problems faced in their work. The book has 16 chapters and is organized in three sections. The first, on the use of R, is for those users who are learning R or are migrating from another software. The second section, on econometric models, covers OLS, binary and survival models, panel data, and causal inference. The third section is a data science toolbox of some the most useful tools in the discipline: data imputation, fuzzy merge of large datasets, web mining, quantitative text analysis, network analysis, mapping, spatial cluster analysis, and principal component analysis. Key features: Each chapter has the most up-to-date and simple option available for each task, assuming minimal prerequisites and no previous experience in R Makes extensive use of the Tidyverse, the group of packages that has revolutionized the use of R Provides a step-by-step guide that you can replicate using your own data Includes exercises in every chapter for course use or self-study Focuses on practical-based approaches to statistical inference rather than mathematical formulae Supplemented by an R package, including all data As the title suggests, this book is highly applied in nature, and is designed as a toolbox for the reader. It can be used in methods and data science courses, at both the undergraduate and graduate levels. It will be equally useful for a university student pursuing a PhD, political consultants, or a public official, all of whom need to transform their datasets into substantive and easily interpretable conclusions.

Thematic Analysis

Virginia Braun,Victoria Clarke
Thematic Analysis Book PDF

Author : Virginia Braun,Victoria Clarke
Publisher : SAGE
Page : 371 pages
File Size : 41,6 Mb
Release : 2021-10-13
Category : Psychology
ISBN : 9781526417299

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Thematic Analysis by Virginia Braun,Victoria Clarke Pdf

**Winner of the 2022 British Psychological Society Book Award - Textbook Category** Developed and adapted by the authors of this book, thematic analysis (TA) is one of the most popular qualitative data analytic techniques in psychology and the social and health sciences. Building on the success of Braun & Clarke′s 2006 paper first outlining their approach - which has over 100,000 citations on Google Scholar - this book is the definitive guide to TA, covering: - Contextualisation of TA - Developing themes - Writing TA reports - Reflexive TA It addresses the common questions surrounding TA as well as developments in the field, offering a highly accessible and practical discussion of doing TA situated within a clear understanding of the wider terrain of qualitative research. Virginia Braun is a Professor in the School of Psychology at The University of Auckland, Aotearoa New Zealand. Victoria Clarke is an Associate Professor in Qualitative and Critical Psychology in the Department of Social Sciences at the University of the West of England (UWE), Bristol.

Econometric Analysis of Panel Data

Badi Baltagi
Econometric Analysis of Panel Data Book PDF

Author : Badi Baltagi
Publisher : John Wiley & Sons
Page : 239 pages
File Size : 55,9 Mb
Release : 2008-06-30
Category : Business & Economics
ISBN : 9780470518861

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Econometric Analysis of Panel Data by Badi Baltagi Pdf

Written by one of the world's leading researchers and writers in the field, Econometric Analysis of Panel Data has become established as the leading textbook for postgraduate courses in panel data. This new edition reflects the rapid developments in the field covering the vast research that has been conducted on panel data since its initial publication. Featuring the most recent empirical examples from panel data literature, data sets are also provided as well as the programs to implement the estimation and testing procedures described in the book. These programs will be made available via an accompanying website which will also contain solutions to end of chapter exercises that will appear in the book. The text has been fully updated with new material on dynamic panel data models and recent results on non-linear panel models and in particular work on limited dependent variables panel data models.

Applied Econometrics

Chung-ki Min
Applied Econometrics Book PDF

Author : Chung-ki Min
Publisher : Routledge
Page : 242 pages
File Size : 48,8 Mb
Release : 2019-03-08
Category : Business & Economics
ISBN : 9780429656507

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Applied Econometrics by Chung-ki Min Pdf

Applied Econometrics: A Practical Guide is an extremely user-friendly and application-focused book on econometrics. Unlike many econometrics textbooks which are heavily theoretical on abstractions, this book is perfect for beginners and promises simplicity and practicality to the understanding of econometric models. Written in an easy-to-read manner, the book begins with hypothesis testing and moves forth to simple and multiple regression models. It also includes advanced topics: Endogeneity and Two-stage Least Squares Simultaneous Equations Models Panel Data Models Qualitative and Limited Dependent Variable Models Vector Autoregressive (VAR) Models Autocorrelation and ARCH/GARCH Models Unit Root and Cointegration The book also illustrates the use of computer software (EViews, SAS and R) for economic estimating and modeling. Its practical applications make the book an instrumental, go-to guide for solid foundation in the fundamentals of econometrics. In addition, this book includes excerpts from relevant articles published in top-tier academic journals. This integration of published articles helps the readers to understand how econometric models are applied to real-world use cases.

Econometric Analysis of Cross Section and Panel Data, second edition

Jeffrey M. Wooldridge
Econometric Analysis of Cross Section and Panel Data second edition Book PDF

Author : Jeffrey M. Wooldridge
Publisher : MIT Press
Page : 1095 pages
File Size : 50,5 Mb
Release : 2010-10-01
Category : Business & Economics
ISBN : 9780262232586

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Econometric Analysis of Cross Section and Panel Data, second edition by Jeffrey M. Wooldridge Pdf

The second edition of a comprehensive state-of-the-art graduate level text on microeconometric methods, substantially revised and updated. The second edition of this acclaimed graduate text provides a unified treatment of two methods used in contemporary econometric research, cross section and data panel methods. By focusing on assumptions that can be given behavioral content, the book maintains an appropriate level of rigor while emphasizing intuitive thinking. The analysis covers both linear and nonlinear models, including models with dynamics and/or individual heterogeneity. In addition to general estimation frameworks (particular methods of moments and maximum likelihood), specific linear and nonlinear methods are covered in detail, including probit and logit models and their multivariate, Tobit models, models for count data, censored and missing data schemes, causal (or treatment) effects, and duration analysis. Econometric Analysis of Cross Section and Panel Data was the first graduate econometrics text to focus on microeconomic data structures, allowing assumptions to be separated into population and sampling assumptions. This second edition has been substantially updated and revised. Improvements include a broader class of models for missing data problems; more detailed treatment of cluster problems, an important topic for empirical researchers; expanded discussion of "generalized instrumental variables" (GIV) estimation; new coverage (based on the author's own recent research) of inverse probability weighting; a more complete framework for estimating treatment effects with panel data, and a firmly established link between econometric approaches to nonlinear panel data and the "generalized estimating equation" literature popular in statistics and other fields. New attention is given to explaining when particular econometric methods can be applied; the goal is not only to tell readers what does work, but why certain "obvious" procedures do not. The numerous included exercises, both theoretical and computer-based, allow the reader to extend methods covered in the text and discover new insights.

Panel Data Econometrics

Mike Tsionas
Panel Data Econometrics Book PDF

Author : Mike Tsionas
Publisher : Academic Press
Page : 432 pages
File Size : 49,5 Mb
Release : 2019-06-19
Category : Business & Economics
ISBN : 9780128144312

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Panel Data Econometrics by Mike Tsionas Pdf

Panel Data Econometrics: Theory introduces econometric modelling. Written by experts from diverse disciplines, the volume uses longitudinal datasets to illuminate applications for a variety of fields, such as banking, financial markets, tourism and transportation, auctions, and experimental economics. Contributors emphasize techniques and applications, and they accompany their explanations with case studies, empirical exercises and supplementary code in R. They also address panel data analysis in the context of productivity and efficiency analysis, where some of the most interesting applications and advancements have recently been made. Provides a vast array of empirical applications useful to practitioners from different application environments Accompanied by extensive case studies and empirical exercises Includes empirical chapters accompanied by supplementary code in R, helping researchers replicate findings Represents an accessible resource for diverse industries, including health, transportation, tourism, economic growth, and banking, where researchers are not always econometrics experts

Panel Methods for Finance

Marno Verbeek
Panel Methods for Finance Book PDF

Author : Marno Verbeek
Publisher : Walter de Gruyter GmbH & Co KG
Page : 284 pages
File Size : 48,8 Mb
Release : 2021-10-25
Category : Business & Economics
ISBN : 9783110660814

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Panel Methods for Finance by Marno Verbeek Pdf

Financial data are typically characterised by a time-series and cross-sectional dimension. Accordingly, econometric modelling in finance requires appropriate attention to these two – or occasionally more than two – dimensions of the data. Panel data techniques are developed to do exactly this. This book provides an overview of commonly applied panel methods for financial applications, including popular techniques such as Fama-MacBeth estimation, one-way, two-way and interactive fixed effects, clustered standard errors, instrumental variables, and difference-in-differences. Panel Methods for Finance: A Guide to Panel Data Econometrics for Financial Applications by Marno Verbeek offers the reader: Focus on panel methods where the time dimension is relatively small A clear and intuitive exposition, with a focus on implementation and practical relevance Concise presentation, with many references to financial applications and other sources Focus on techniques that are relevant for and popular in empirical work in finance and accounting Critical discussion of key assumptions, robustness, and other issues related to practical implementation

Marketing Analytics

Mike Grigsby
Marketing Analytics Book PDF

Author : Mike Grigsby
Publisher : Kogan Page Publishers
Page : 241 pages
File Size : 42,7 Mb
Release : 2018-04-03
Category : Business & Economics
ISBN : 9780749482176

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Marketing Analytics by Mike Grigsby Pdf

Who is most likely to buy and what is the best way to target them? How can businesses improve strategy without identifying the key influencing factors? The second edition of Marketing Analytics enables marketers and business analysts to leverage predictive techniques to measure and improve marketing performance. By exploring real-world marketing challenges, it provides clear, jargon-free explanations on how to apply different analytical models for each purpose. From targeted list creation and data segmentation, to testing campaign effectiveness, pricing structures and forecasting demand, this book offers a welcome handbook on how statistics, consumer analytics and modelling can be put to optimal use. The fully revised second edition of Marketing Analytics includes three new chapters on big data analytics, insights and panel regression, including how to collect, separate and analyze big data. All of the advanced tools and techniques for predictive analytics have been updated, translating models such as tobit analysis for customer lifetime value into everyday use. Whether an experienced practitioner or having no prior knowledge, methodologies are simplified to ensure the more complex aspects of data and analytics are fully accessible for any level of application. Complete with downloadable data sets and test bank resources, this book supplies a concrete foundation to optimize marketing analytics for day-to-day business advantage.

Applied Longitudinal Data Analysis for Epidemiology

Jos W. R. Twisk
Applied Longitudinal Data Analysis for Epidemiology Book PDF

Author : Jos W. R. Twisk
Publisher : Cambridge University Press
Page : 128 pages
File Size : 54,7 Mb
Release : 2013-05-09
Category : Medical
ISBN : 9781107067608

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Applied Longitudinal Data Analysis for Epidemiology by Jos W. R. Twisk Pdf

This book discusses the most important techniques available for longitudinal data analysis, from simple techniques such as the paired t-test and summary statistics, to more sophisticated ones such as generalized estimating of equations and mixed model analysis. A distinction is made between longitudinal analysis with continuous, dichotomous and categorical outcome variables. The emphasis of the discussion lies in the interpretation and comparison of the results of the different techniques. The second edition includes new chapters on the role of the time variable and presents new features of longitudinal data analysis. Explanations have been clarified where necessary and several chapters have been completely rewritten. The analysis of data from experimental studies and the problem of missing data in longitudinal studies are discussed. Finally, an extensive overview and comparison of different software packages is provided. This practical guide is essential for non-statisticians and researchers working with longitudinal data from epidemiological and clinical studies.

Research Methods: A Practical Guide For Students And Researchers (Second Edition)

Willie Chee Keong Tan
Research Methods A Practical Guide For Students And Researchers Second Edition Book PDF

Author : Willie Chee Keong Tan
Publisher : World Scientific
Page : 312 pages
File Size : 40,6 Mb
Release : 2022-04-27
Category : Science
ISBN : 9789811256950

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Research Methods: A Practical Guide For Students And Researchers (Second Edition) by Willie Chee Keong Tan Pdf

Research Methods: A Practical Guide for Students and Researchers is a practical guide on how to conduct research systematically and professionally. The book begins by distinguishing between causal and interpretive sciences. It then guides the reader on how to formulate the research question, review the literature, develop the hypothesis or framework, select a suitable research methodology, and analyze both quantitative and qualitative data.The book uses classic examples as exemplars. It also uses many examples from different disciplines and sectors to demonstrate and showcase the inter-connections and wider applications of research tools.The book emphasizes integration. It does not merely provide a smorgasbord of research designs, data collection methods, and ways to analyze data. Instead, it shows how one could formulate research strategies given the outcomes the researchers are required or tasked to deliver.The revised edition includes three new chapters on time series (including spatial models), machine learning, and meta-analysis. In addition, existing chapters have been expanded to include more examples, digital research, and new material.