Statistics For Social Sciences With Spss Applications

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STATISTICS FOR SOCIAL SCIENCES (WITH SPSS APPLICATIONS)

Author : ASTHANA , HARI SHANKAR
Publisher : PHI Learning Pvt. Ltd.
ISBN 13 : 8120352483
Total Pages : 258 pages
Book Rating : 4.1/5 (23 download)

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Book Synopsis STATISTICS FOR SOCIAL SCIENCES (WITH SPSS APPLICATIONS) by : ASTHANA , HARI SHANKAR

Download or read book STATISTICS FOR SOCIAL SCIENCES (WITH SPSS APPLICATIONS) written by ASTHANA , HARI SHANKAR and published by PHI Learning Pvt. Ltd.. This book was released on 2016-06-07 with total page 258 pages. Available in PDF, EPUB and Kindle. Book excerpt: Designed as a text for the undergraduate and postgraduate students of psychology, education, sociology, demography and economics, this comprehensive book explains the theoretical and computational aspects of statistics. Since the students of social sciences often find it difficult to comprehend the statistical techniques due to complex mathematical steps involved, this book explains each concept and related statistical derivations or formulae in a simple and clear manner. The text provides solutions to basic concepts and problems using a number of illustrations. In addition, it demonstrates the simplest way of using SPSS software for statistical analysis. SPSS screen images are used to make the ideas more clear to the readers. This is preceded by theoretical details and solved examples so that even those having minimal knowledge of computer can use SPSS easily and comprehend the complex intermediate steps involved in statistical analysis. Besides the undergraduate and postgraduate students of social sciences, the researchers and professionals in this field should find this book immensely useful. The Second Edition of the book has been prepared on the basis of the feedback received from the readers. As per their demand, a new chapter based on multivariate analysis, i.e., Factor analysis has been introduced. Many other chapters have been modified and updated to make them more effective and simple for the readers. Most importantly, screenshots of the latest version of SPSS have been incorporated in the relevant chapters to keep the students abreast with the developments in tools and techniques of statistics.

Statistical Applications for the Behavioral and Social Sciences

Author : K. Paul Nesselroade, Jr.
Publisher : John Wiley & Sons
ISBN 13 : 1119355397
Total Pages : 964 pages
Book Rating : 4.1/5 (193 download)

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Book Synopsis Statistical Applications for the Behavioral and Social Sciences by : K. Paul Nesselroade, Jr.

Download or read book Statistical Applications for the Behavioral and Social Sciences written by K. Paul Nesselroade, Jr. and published by John Wiley & Sons. This book was released on 2018-12-06 with total page 964 pages. Available in PDF, EPUB and Kindle. Book excerpt: An updated edition of a classic text on applying statistical analyses to the social sciences, with reviews, new chapters, an expanded set of post-hoc analyses, and information on computing in Excel and SPSS Now in its second edition,Statistical Applications for the Behavioral and Social Sciences has been revised and updated and continues to offer an essential guide to the conceptual foundations of statistical analyses (particularly inferential statistics), placing an emphasis on connecting statistical tools with appropriate research contexts. Designed to be accessible, the text contains an applications-oriented, step-by-step presentation of the statistical theories and formulas most often used by the social sciences. The revised text also includes an entire chapter on the basic concepts in research, presenting an overall context for all the book's statistical theories and formulas. The authors cover descriptive statistics and z scores, the theoretical underpinnings of inferential statistics, z and t tests, power analysis, one/two-way and repeated-measures ANOVA, linear correlation and regression, as well as chi-square and other nonparametric tests. The second edition also includes a new chapter on basic probability theory. This important resource: Contains information regarding the use of statistical software packages; both Excel and SPSS Offers four strategically positioned and accumulating reviews, each containing a set of research-oriented diagnostic questions designed to help students determine which tests are applicable to which research scenarios Incorporates additional statistical information on follow-up analyses such as post-hoc tests and effect sizes Includes a series of sidebar discussions dispersed throughout the text that address, among other topics, the recent and growing controversy regarding the failed reproducibility of published findings in the social sciences Puts renewed emphasis on presentation of data and findings using the APA format Includes supplementary material consisting of a set of "kick-start" quizzes designed to get students quickly back up to speed at the start of an instructional period, and a complete set of ready-to-use PowerPoint slides for in-class use Written for students in areas such as psychology, sociology, criminology, political science, public health, and others, Statistical Applications for the Behavioral and Social Sciences, Second Edition continues to provide the information needed to understand the foundations of statistical analyses as relevant to the behavioral and social sciences.

Using Statistics in the Social and Health Sciences with SPSS and Excel

Author : Martin Lee Abbott
Publisher : John Wiley & Sons
ISBN 13 : 1119121043
Total Pages : 592 pages
Book Rating : 4.1/5 (191 download)

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Book Synopsis Using Statistics in the Social and Health Sciences with SPSS and Excel by : Martin Lee Abbott

Download or read book Using Statistics in the Social and Health Sciences with SPSS and Excel written by Martin Lee Abbott and published by John Wiley & Sons. This book was released on 2016-08-29 with total page 592 pages. Available in PDF, EPUB and Kindle. Book excerpt: Provides a step-by-step approach to statistical procedures to analyze data and conduct research, with detailed sections in each chapter explaining SPSS® and Excel® applications This book identifies connections between statistical applications and research design using cases, examples, and discussion of specific topics from the social and health sciences. Researched and class-tested to ensure an accessible presentation, the book combines clear, step-by-step explanations for both the novice and professional alike to understand the fundamental statistical practices for organizing, analyzing, and drawing conclusions from research data in their field. The book begins with an introduction to descriptive and inferential statistics and then acquaints readers with important features of statistical applications (SPSS and Excel) that support statistical analysis and decision making. Subsequent chapters treat the procedures commonly employed when working with data across various fields of social science research. Individual chapters are devoted to specific statistical procedures, each ending with lab application exercises that pose research questions, examine the questions through their application in SPSS and Excel, and conclude with a brief research report that outlines key findings drawn from the results. Real-world examples and data from social and health sciences research are used throughout the book, allowing readers to reinforce their comprehension of the material. Using Statistics in the Social and Health Sciences with SPSS® and Excel® includes: Use of straightforward procedures and examples that help students focus on understanding of analysis and interpretation of findings Inclusion of a data lab section in each chapter that provides relevant, clear examples Introduction to advanced statistical procedures in chapter sections (e.g., regression diagnostics) and separate chapters (e.g., multiple linear regression) for greater relevance to real-world research needs Emphasizing applied statistical analyses, this book can serve as the primary text in undergraduate and graduate university courses within departments of sociology, psychology, urban studies, health sciences, and public health, as well as other related departments. It will also be useful to statistics practitioners through extended sections using SPSS® and Excel® for analyzing data.

Research Methodology & Applications of SPSS in Social Science Research

Author : (Dr) P Sundara Pandian
Publisher : Sultan Chand & Sons
ISBN 13 : 9391820182
Total Pages : 38 pages
Book Rating : 4.3/5 (918 download)

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Book Synopsis Research Methodology & Applications of SPSS in Social Science Research by : (Dr) P Sundara Pandian

Download or read book Research Methodology & Applications of SPSS in Social Science Research written by (Dr) P Sundara Pandian and published by Sultan Chand & Sons. This book was released on 2022-02-16 with total page 38 pages. Available in PDF, EPUB and Kindle. Book excerpt: Research methodology is taught as a supporting subject in several ways in many academic disciplines such as education, psychology, social work, library studies and marketing research. The core philosophical base for this book comes from my conviction that, although these disciplines vary in content, their broad approach to a research enquiry is similar. This book, therefore, is addressed to these academic disciplines and business people. This textbook provides the readers with an understanding of the Introduction to Research, types of research, Steps in Research Process, Identification of Research Problems, Importance of Review of Literature, Research Design, Methods of Data Collection, Hypothesis, Sampling Techniques, Introduction to SPSS, Descriptive Statistics, Cross tabulation, One Sample t-Test, Paired Sample t-test, One Way ANOVA, Two Way ANOVA, Factorial ANOVA, MANOVA, Chi-Square Test, Non- Parametric Test, MANN Whitney Test, Wilcoxan Test, Kruskal -Wallis Test, Friedman Test, Correlation Analysis, Multiple Regression Analysis, Factor Analysis, Cluster Analysis, Multi - Dimensional Scaling, Discriminate Analysis , Canonical Correlation, Overview of Structural Equation Model (SEM) and Report Writing. It uses simple examples to demystify complex theories and methodologies. This well-organized book deals with the variety of research methods and tools used in management and social sciences with application of SPSS. A Handbook of Research Methodology is recommended for use in undergraduate and postgraduate courses focusing on research methodologies in various disciplines. The edition contains significant additional input in almost every chapter of the book. It provided enhanced insights into issues from emerging countries' business. The practical examples covers all aspects of parametric and non - parametric test which is relevant for business in these emerging countries. This edition includes several new cases and examples which would help students comprehend the research methodologies illustrated in each chapter. This edition will equip students with the knowledge of skills involved in this basic research process.

Social Science Research Design and Statistics

Author : Alfred P. Rovai
Publisher :
ISBN 13 : 9780978718695
Total Pages : 540 pages
Book Rating : 4.7/5 (186 download)

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Book Synopsis Social Science Research Design and Statistics by : Alfred P. Rovai

Download or read book Social Science Research Design and Statistics written by Alfred P. Rovai and published by . This book was released on 2012-09-01 with total page 540 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book integrates social science research methods and the descriptions of 46 univariate, bivariate, and multivariate tests to include a description of the purpose, assumptions, example research question and hypothesis, SPSS procedure, and interpretation of SPSS output for each test. Included throughout the book are various sidebars highlighting key points, images and SPSS screenshots to assist understanding the material presented, self-test reviews at the end of each chapter, a decision tree to facilitate identification of the proper statistical test, examples of SPSS output with accompanying analysis and interpretations, links to relevant web sites, and a comprehensive glossary. Underpinning all these features is a concise, easy to understand explanation of the material.

Statistics for Social Understanding

Author : Nancy E. Whittier
Publisher : Rowman & Littlefield
ISBN 13 : 1538175940
Total Pages : 713 pages
Book Rating : 4.5/5 (381 download)

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Book Synopsis Statistics for Social Understanding by : Nancy E. Whittier

Download or read book Statistics for Social Understanding written by Nancy E. Whittier and published by Rowman & Littlefield. This book was released on 2024-08-06 with total page 713 pages. Available in PDF, EPUB and Kindle. Book excerpt: Statistics for Social Understanding introduces statistics as it’s used in the social sciences—as a tool for advancing understanding of the social world. The authors provide thorough coverage of social science statistical topics, a balanced approach to calculation, and step-by-step directions on how to use both SPSS and Stata software, giving students the ability to analyze data and explore exciting questions. “In Depth” boxes encourage critical thinking by tackling tricky statistical queries, and each chapter concludes with a chapter summary, a section on using Stata, a section on using SPSS, and practice problems. All problems have been accuracy-checked by an outside panel of reviewers. Readily available datasets for classroom use include material from institutions such as the American National Election Study, General Social Survey, World Values Survey, and the School Survey on Crime and Safety. Statistics for Social Understanding is accompanied by a learning package, written entirely by author Tina Wildhagen, that is designed to enhance the experience of both instructors and students.

Using Statistical Methods in Social Science Research

Author : Soleman H. Abu-Bader
Publisher : Oxford University Press
ISBN 13 : 0190685352
Total Pages : 395 pages
Book Rating : 4.1/5 (96 download)

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Book Synopsis Using Statistical Methods in Social Science Research by : Soleman H. Abu-Bader

Download or read book Using Statistical Methods in Social Science Research written by Soleman H. Abu-Bader and published by Oxford University Press. This book was released on 2011-07-01 with total page 395 pages. Available in PDF, EPUB and Kindle. Book excerpt: In Using Statistical Methods, Soleman Abu-Bader detects and addresses the gaps between the research and data analysis of the classroom environment and the practitioner's office. This book not only guides social scientists through different tests, but also provides students and researchers alike with information that will help them in their own practice. With focus on the purpose, rationale, and assumptions made by each statistical test, and a plethora of research examples that clearly display their applicability and function in real-world practice, Professor Abu-Bader creates a step-by-step description of the process needed to clearly organize, choose a test or statistical technique, analyze, interpret, and report research findings.

Adventures in Social Research

Author : Earl R. Babbie
Publisher : Pine Forge Press
ISBN 13 : 1412982448
Total Pages : 457 pages
Book Rating : 4.4/5 (129 download)

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Book Synopsis Adventures in Social Research by : Earl R. Babbie

Download or read book Adventures in Social Research written by Earl R. Babbie and published by Pine Forge Press. This book was released on 2011 with total page 457 pages. Available in PDF, EPUB and Kindle. Book excerpt: Click on the Supplements tab above for further details on the different versions of SPSS programs.

Statistical Methods for the Social Sciences

Author : Alan Agresti
Publisher :
ISBN 13 : 9781292021669
Total Pages : 576 pages
Book Rating : 4.0/5 (216 download)

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Book Synopsis Statistical Methods for the Social Sciences by : Alan Agresti

Download or read book Statistical Methods for the Social Sciences written by Alan Agresti and published by . This book was released on 2013-07-30 with total page 576 pages. Available in PDF, EPUB and Kindle. Book excerpt: The fourth edition has an even stronger emphasis on concepts and applications, with greater attention to "real data" both in the examples and exercises. The mathematics is still downplayed, in particular probability, which is all too often a stumbling block for students. On the other hand, the text is not a cookbook. Reliance on an overly simplistic recipe-based approach to statistics is not the route to good statistical practice. Changes in the Fourth Edition: Since the first edition, the increase in computer power coupled with the continued improvement and accessibility of statistical software has had a major impact on the way social scientists analyze data. Because of this, this book does not cover the traditional shortcut hand-computational formulas and approximations. The presentation of computationally complex methods, such as regression, emphasizes interpretation of software output rather than the formulas for performing the analysis. Teh text contains numerous sample printouts, mainly in the style of SPSS and occasionaly SAS, both in chapter text and homework problems. This edition also has an appendix explaining how to apply SPSS and SAS to conduct the methods of each chapter and a website giving links to information about other software.

Basic Statistics for Social Research

Author : Robert A. Hanneman
Publisher : John Wiley & Sons
ISBN 13 : 0470587989
Total Pages : 560 pages
Book Rating : 4.4/5 (75 download)

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Book Synopsis Basic Statistics for Social Research by : Robert A. Hanneman

Download or read book Basic Statistics for Social Research written by Robert A. Hanneman and published by John Wiley & Sons. This book was released on 2012-12-04 with total page 560 pages. Available in PDF, EPUB and Kindle. Book excerpt: A core statistics text that emphasizes logical inquiry, not math Basic Statistics for Social Research teaches core general statistical concepts and methods that all social science majors must master to understand (and do) social research. Its use of mathematics and theory are deliberately limited, as the authors focus on the use of concepts and tools of statistics in the analysis of social science data, rather than on the mathematical and computational aspects. Research questions and applications are taken from a wide variety of subfields in sociology, and each chapter is organized around one or more general ideas that are explained at its beginning and then applied in increasing detail in the body of the text. Each chapter contains instructive features to aid students in understanding and mastering the various statistical approaches presented in the book, including: Learning objectives Check quizzes after many sections and an answer key at the end of the chapter Summary Key terms End-of-chapter exercises SPSS exercises (in select chapters) Ancillary materials for both the student and the instructor are available and include a test bank for instructors and downloadable video tutorials for students.

Data Analysis for the Social Sciences

Author : Douglas Bors
Publisher : SAGE
ISBN 13 : 1526422301
Total Pages : 1115 pages
Book Rating : 4.5/5 (264 download)

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Book Synopsis Data Analysis for the Social Sciences by : Douglas Bors

Download or read book Data Analysis for the Social Sciences written by Douglas Bors and published by SAGE. This book was released on 2018-01-08 with total page 1115 pages. Available in PDF, EPUB and Kindle. Book excerpt: ′This book fosters in-depth understanding of the logic underpinning the most common statistical tests within the behavioural sciences. By emphasising the shared ground between these tests, the author provides crucial scaffolding for students as they embark upon their research journey.′ —Ruth Horry, Psychology, Swansea University ′This unique text presents the conceptual underpinnings of statistics as well as the computation and application of statistics to real-life situations--a combination rarely covered in one book. A must-have for students learning statistical techniques and a go-to handbook for experienced researchers.′ —Barbra Teater, Social Work, College of Staten Island, City University of New York Accessible, engaging, and informative, this book will help any social science student approach statistics with confidence. With a well-paced and well-judged integrated approach rather than a simple linear trajectory, this book progresses at a realistic speed that matches the pace at which statistics novices actually learn. Packed with global, interdisciplinary examples that ground statistical theory and concepts in real-world situations, it shows students not only how to apply newfound knowledge using IBM SPSS Statistics, but also why they would want to. Spanning statistics basics like variables, constants, and sampling through to t-tests, multiple regression and factor analysis, it builds statistical literacy while also covering key research principles like research questions, error types and results reliability. It shows you how to: Describe data with graphs, tables, and numbers Calculate probability and value distributions Test a priori and post hoc hypotheses Conduct Chi-squared tests and observational studies Structure ANOVA, ANCOVA, and factorial designs Supported by lots of visuals and a website with interactive demonstrations, author video, and practice datasets, this book is the student-focused companion to support students through their statistics journeys.

Applied Multivariate Statistics for the Social Sciences

Author : Keenan A. Pituch
Publisher : Routledge
ISBN 13 : 1317805925
Total Pages : 814 pages
Book Rating : 4.3/5 (178 download)

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Book Synopsis Applied Multivariate Statistics for the Social Sciences by : Keenan A. Pituch

Download or read book Applied Multivariate Statistics for the Social Sciences written by Keenan A. Pituch and published by Routledge. This book was released on 2015-12-07 with total page 814 pages. Available in PDF, EPUB and Kindle. Book excerpt: Now in its 6th edition, the authoritative textbook Applied Multivariate Statistics for the Social Sciences, continues to provide advanced students with a practical and conceptual understanding of statistical procedures through examples and data-sets from actual research studies. With the added expertise of co-author Keenan Pituch (University of Texas-Austin), this 6th edition retains many key features of the previous editions, including its breadth and depth of coverage, a review chapter on matrix algebra, applied coverage of MANOVA, and emphasis on statistical power. In this new edition, the authors continue to provide practical guidelines for checking the data, assessing assumptions, interpreting, and reporting the results to help students analyze data from their own research confidently and professionally. Features new to this edition include: NEW chapter on Logistic Regression (Ch. 11) that helps readers understand and use this very flexible and widely used procedure NEW chapter on Multivariate Multilevel Modeling (Ch. 14) that helps readers understand the benefits of this "newer" procedure and how it can be used in conventional and multilevel settings NEW Example Results Section write-ups that illustrate how results should be presented in research papers and journal articles NEW coverage of missing data (Ch. 1) to help students understand and address problems associated with incomplete data Completely re-written chapters on Exploratory Factor Analysis (Ch. 9), Hierarchical Linear Modeling (Ch. 13), and Structural Equation Modeling (Ch. 16) with increased focus on understanding models and interpreting results NEW analysis summaries, inclusion of more syntax explanations, and reduction in the number of SPSS/SAS dialogue boxes to guide students through data analysis in a more streamlined and direct approach Updated syntax to reflect newest versions of IBM SPSS (21) /SAS (9.3) A free online resources site at www.routledge.com/9780415836661 with data sets and syntax from the text, additional data sets, and instructor’s resources (including PowerPoint lecture slides for select chapters, a conversion guide for 5th edition adopters, and answers to exercises) Ideal for advanced graduate-level courses in education, psychology, and other social sciences in which multivariate statistics, advanced statistics, or quantitative techniques courses are taught, this book also appeals to practicing researchers as a valuable reference. Pre-requisites include a course on factorial ANOVA and covariance; however, a working knowledge of matrix algebra is not assumed.

Interpreting Quantitative Data with SPSS

Author : Rachad Antonius
Publisher : SAGE
ISBN 13 : 9780761973997
Total Pages : 336 pages
Book Rating : 4.9/5 (739 download)

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Book Synopsis Interpreting Quantitative Data with SPSS by : Rachad Antonius

Download or read book Interpreting Quantitative Data with SPSS written by Rachad Antonius and published by SAGE. This book was released on 2003-01-22 with total page 336 pages. Available in PDF, EPUB and Kindle. Book excerpt: This is a textbook for introductory courses in quantitative research methods across the social sciences. It offers a detailed explanation of introductory statistical techniques and presents an overview of the contexts in which they should be applied.

SPSS Statistics For Dummies

Author : Jesus Salcedo
Publisher : John Wiley & Sons
ISBN 13 : 1119560837
Total Pages : 487 pages
Book Rating : 4.1/5 (195 download)

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Book Synopsis SPSS Statistics For Dummies by : Jesus Salcedo

Download or read book SPSS Statistics For Dummies written by Jesus Salcedo and published by John Wiley & Sons. This book was released on 2020-09-09 with total page 487 pages. Available in PDF, EPUB and Kindle. Book excerpt: The fun and friendly guide to mastering IBM’s Statistical Package for the Social Sciences Written by an author team with a combined 55 years of experience using SPSS, this updated guide takes the guesswork out of the subject and helps you get the most out of using the leader in predictive analysis. Covering the latest release and updates to SPSS 27.0, and including more than 150 pages of basic statistical theory, it helps you understand the mechanics behind the calculations, perform predictive analysis, produce informative graphs, and more. You’ll even dabble in programming as you expand SPSS functionality to suit your specific needs. Master the fundamental mechanics of SPSS Learn how to get data into and out of the program Graph and analyze your data more accurately and efficiently Program SPSS with Command Syntax Get ready to start handling data like a pro—with step-by-step instruction and expert advice!

Data Analysis in Management with SPSS Software

Author : J.P. Verma
Publisher : Springer Science & Business Media
ISBN 13 : 8132207866
Total Pages : 499 pages
Book Rating : 4.1/5 (322 download)

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Book Synopsis Data Analysis in Management with SPSS Software by : J.P. Verma

Download or read book Data Analysis in Management with SPSS Software written by J.P. Verma and published by Springer Science & Business Media. This book was released on 2012-12-13 with total page 499 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides readers with a greater understanding of a variety of statistical techniques along with the procedure to use the most popular statistical software package SPSS. It strengthens the intuitive understanding of the material, thereby increasing the ability to successfully analyze data in the future. The book provides more control in the analysis of data so that readers can apply the techniques to a broader spectrum of research problems. This book focuses on providing readers with the knowledge and skills needed to carry out research in management, humanities, social and behavioural sciences by using SPSS.

Applied Statistics for Social and Management Sciences

Author : Abdul Quader Miah
Publisher : Springer
ISBN 13 : 9811004013
Total Pages : 447 pages
Book Rating : 4.8/5 (11 download)

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Book Synopsis Applied Statistics for Social and Management Sciences by : Abdul Quader Miah

Download or read book Applied Statistics for Social and Management Sciences written by Abdul Quader Miah and published by Springer. This book was released on 2016-02-29 with total page 447 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book addresses the application of statistical techniques and methods across a wide range of disciplines. While its main focus is on the application of statistical methods, theoretical aspects are also provided as fundamental background information. It offers a systematic interpretation of results often discovered in general descriptions of methods and techniques such as linear and non-linear regression. SPSS is also used in all the application aspects. The presentation of data in the form of tables and graphs throughout the book not only guides users, but also explains the statistical application and assists readers in interpreting important features. The analysis of statistical data is presented consistently throughout the text. Academic researchers, practitioners and other users who work with statistical data will benefit from reading Applied Statistics for Social and Management Sciences.

Quantitative Social Science

Author : Kosuke Imai
Publisher : Princeton University Press
ISBN 13 : 0691191093
Total Pages : 464 pages
Book Rating : 4.6/5 (911 download)

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Book Synopsis Quantitative Social Science by : Kosuke Imai

Download or read book Quantitative Social Science written by Kosuke Imai and published by Princeton University Press. This book was released on 2021-03-16 with total page 464 pages. Available in PDF, EPUB and Kindle. Book excerpt: "Princeton University Press published Imai's textbook, Quantitative Social Science: An Introduction, an introduction to quantitative methods and data science for upper level undergrads and graduates in professional programs, in February 2017. What is distinct about the book is how it leads students through a series of applied examples of statistical methods, drawing on real examples from social science research. The original book was prepared with the statistical software R, which is freely available online and has gained in popularity in recent years. But many existing courses in statistics and data sciences, particularly in some subject areas like sociology and law, use STATA, another general purpose package that has been the market leader since the 1980s. We've had several requests for STATA versions of the text as many programs use it by default. This is a "translation" of the original text, keeping all the current pedagogical text but inserting the necessary code and outputs from STATA in their place"--