{"product_id":"design-and-analysis-of-experiments-and-observational-studies-using-r-9780367456856","title":"Design and Analysis of Experiments and Observational Studies using R","description":"\u003cp\u003e\u003cb\u003e\u003ci\u003eIntroduction to Design and Analysis of Scientific Studies\u003c\/i\u003e\u003c\/b\u003e exposes undergraduate and graduate students to the foundations of classical experimental design and observational studies through a modern framework - The Rubin Causal Model. A causal inference framework is important in design, data collection and analysis since it provides a framework for investigators to readily evaluate study limitations and draw appropriate conclusions. R is used to implement designs and analyse the data collected.\u003c\/p\u003e \u003cp\u003eFeatures: \u003c\/p\u003e \u003cul\u003e \u003cli\u003eClassical experimental design with an emphasis on computation using tidyverse packages in R.\u003c\/li\u003e \u003cli\u003eApplications of experimental design to clinical trials, A\/B testing, and other modern examples.\u003c\/li\u003e \u003cli\u003eDiscussion of the link between classical experimental design and causal inference.\u003c\/li\u003e \u003cli\u003eThe role of randomization in experimental design and sampling in the big data era.\u003c\/li\u003e \u003cli\u003eExercises with solutions.\u003c\/li\u003e \u003c\/ul\u003e \u003cp\u003eInstructor slides in RMarkdown, a new R package will be developed to be used with book, and a bookdown version of the book will be freely available. The proposed book will emphasize ethics, communication and decision making as part of design, data analysis, and statistical thinking.\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAbout the Author\u003c\/b\u003e\u003cbr\u003e\u003cp\u003eNathan Taback is Associate Professor of Statistics and Data Science at University of Toronto.\u003c\/p\u003e\u003cbr\u003e","brand":"CRC Press","offers":[{"title":"Default Title","offer_id":50383287189778,"sku":"9780367456856","price":125.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0831\/4771\/8930\/files\/img_19f0a903-10d2-462d-b161-6a9539645ec8.jpg?v=1728782000","url":"https:\/\/surprise-castle.myshopify.com\/products\/design-and-analysis-of-experiments-and-observational-studies-using-r-9780367456856","provider":"Surprise Castle","version":"1.0","type":"link"}