Data Analytics for the Social Sciences
Applications in R
Data Analytics for the Social Sciences
Description
Data Analytics for the Social Sciences is an introductory, graduate-level treatment of data analytics for social science. It features applications in the R language, arguably the fastest growing and leading statistical tool for researchers.
The book starts with an ethics chapter on the uses and potential abuses of data analytics. Chapters 2 and 3 show how to implement a broad range of statistical procedures in R. Chapters 4 and 5 deal with regression and classification trees and with random forests. Chapter 6 deals with machine learning models and the "caret" package, which makes available to the researcher hundreds of models. Chapter 7 deals with neural network analysis, and Chapter 8 deals with network analysis and visualization of network data. A final chapter treats text analysis, including web scraping, comparative word frequency tables, word clouds, word maps, sentiment analysis, topic analysis, and more. All empirical chapters have two "Quick Start" exercises designed to allow quick immersion in chapter topics, followed by "In Depth" coverage. Data are available for all examples and runnable R code is provided in a "Command Summary". An appendix provides an extended tutorial on R and RStudio. Almost 30 online supplements provide information for the complete book, "books within the book" on a variety of topics, such as agent-based modeling.
Rather than focusing on equations, derivations, and proofs, this book emphasizes hands-on obtaining of output for various social science models and how to interpret the output. It is suitable for all advanced level undergraduate and graduate students learning statistical data analysis.
Customers Also Viewed
Discover Books for Every Interest at BookLoop
Discover your next great read at BookLoop, Australia's trusted online bookstore offering a vast selection of titles across various genres and interests. Whether you're curious about what's trending or searching for graphic novels that captivate, thrilling crime and mystery fiction, or exhilarating action and adventure stories, our curated collections have something for every reader. Delve into imaginative fantasy worlds or explore the realms of science fiction that challenge the boundaries of reality.
Books on Hobbies, Crafts, Gardening, and More
For those with a green thumb, our comprehensive range of gardening books provides insights and tips for all levels of enthusiasts. If you're aiming to enhance your financial acumen, our selection of finance, business, and management books offers valuable knowledge from industry experts. Craft lovers will appreciate our assortment of handicrafts, decorative arts, and crafts books, perfect for inspiring your next project. Engage your mind with our collection of hobbies, quizzes, and games books, or explore the mystical with our fortune-telling and divination guides.
Transport, Contemporary Fiction, and Picture Books for Kids
Transportation aficionados can immerse themselves in our extensive transportation books, including detailed works on road and motor vehicles. Young readers are not left out, with a delightful array of picture books and early learning concepts designed to educate and entertain. Fans of contemporary narratives will find compelling stories in our contemporary fiction section. Embark on epic journeys with our fantasy and science fiction titles, or gain inspiration from real-life tales in our biographies and true stories collection. Health-conscious readers can explore our health and wholefood cooking books, focusing on specific diets and conditions.
School Books, Teacher Resources, and Academic Textbooks
Textbooks for Primary, Secondary, and Higher Education
BookLoop proudly supports the educational needs of students and schools across Australia. Our textbook collection includes school books and teacher resources for every phase from primary school books, secondary school books, and essential titles for TAFE courses, vocational training, and university study. Each book is selected to align with curriculum outcomes and classroom needs, making it easy for schools and teachers to plan ahead.
Teacher Resources and Classroom Support Materials
From structured lesson planning to engaging student activities, our wide range of school books and teacher resources provides essential tools for educators. You’ll also find dedicated school and preschool teacher materials designed for early years education, classroom support, and intervention. Teachers can access a reliable selection of workbooks, literacy and numeracy programs, assessment tools, and professional development guides all in one place.
Books for Early Learning Centres and Childcare Professionals
Support the earliest stages of education with our curated range of early childhood care and education books. These titles are ideal for early learning centres, preschools, and childcare settings, offering age-appropriate resources that build foundational skills in literacy, numeracy, and emotional development. Families and educators alike trust our resources for quality, clarity, and classroom effectiveness.
Bulk Book Orders for Schools and Educational Institutions
We make bulk school book orders simple and efficient. Schools, libraries, and early learning centres can rely on BookLoop for competitive pricing, fast shipping, and expert support when sourcing large quantities of textbooks and educational materials. Whether you’re restocking for a new term or ordering resources for an entire class, our bulk ordering system ensures convenience and accuracy every step of the way.
Stay Up to Date with Book Trends
Explore our new releases for the most recent additions in romance books, fantasy books, graphic novels, crime and mystery books, science fiction books as well as biographies, cookbooks, self help books, tarot cards, fortunetelling and much more. With titles covering current trends, booktok and bookstagram recommendations, and emerging authors, BookLoop remains your go-to local australian bookstore for buying books online across all book genres.
Explore the Latest and Most Loved Books
Stay updated with the literary world by browsing our trending books, featuring the latest bestsellers and critically acclaimed works. Explore titles from popular brands like Minecraft, Pokemon, Star Wars, Bluey, Lonely Planet, ABIA award winners, Peppa Pig, and our specialised collection of ADHD books. At BookLoop, we are committed to providing a diverse and enriching reading experience for all.