{"product_id":"new-statistics-for-design-researchers-a-bayesian-workflow-in-tidy-r-von-martin-schmettow","title":"New Statistics for Design Researchers","description":"\n                                \n                \u003cp\u003eDesign Research uses scientific methods to evaluate designs and build design theories. This book starts with recognizable questions in Design Research, such as A\/B testing, how users learn to operate a device and why computer-generated faces are eerie. Using a broad range of examples, efficient research designs are presented together with statistical models and many visualizations.\u003c\/p\u003e\n                                \n                \n                \u003cp\u003eWith the tidy R approach, producing publication-ready statistical reports is straight-forward and even non-programmers can learn this in just one day. Hundreds of illustrations, tables, simulations and models are presented with full R code and data included.\u003c\/p\u003e\n                                Using Bayesian linear models, multi-level models and generalized linear models, an extensive statistical framework is introduced, covering a huge variety of research situations and yet, building on only a handful of basic concepts. Unique solutions to recurring problems are presented, such as psychometric multi-level models, beta regression for rating scales and ExGaussian regression for response times. A “think-first” approach is promoted for model building, as much as the quantitative interpretation of results, stimulating readers to think about data generating processes, as well as rational decision making.\n                \n                \u003cp\u003e\u003c\/p\u003e\n                                \n                \n                \u003cp\u003e\n                                        \n                    \u003ci\u003eNew Statistics for Design Researchers: A Bayesian Workflow in Tidy R\u003c\/i\u003e\n                                         targets scientists, industrial researchers and students in a range of disciplines, such as Human Factors, Applied Psychology, Communication Science, Industrial Design, Computer Science and Social Robotics. Statistical concepts are introduced in a problem-oriented way and with minimal formalism. Included primers on R and Bayesian statistics provide entry point for all backgrounds. A dedicated chapter on model criticism and comparison is a valuable addition for the seasoned scientist.\n                \n                \u003c\/p\u003e\n                                \n                \u003cbr\u003e\n                            \n            \u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783030463823\"\u003e\u003ch3\u003eA Bayesian Workflow in Tidy R\u003c\/h3\u003e\u003c\/div\u003e\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783030463793\"\u003e\u003ch3\u003eA Bayesian Workflow in Tidy R\u003c\/h3\u003e\u003c\/div\u003e","brand":"Libri","offers":[{"title":"Softcover - 9783030463823","offer_id":40327352418397,"sku":"9783030463823","price":53.49,"currency_code":"EUR","in_stock":true},{"title":"Hardcover - 9783030463793","offer_id":39363591602269,"sku":"9783030463793","price":74.89,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/55c09353-ba38-44af-8d97-76ef2f56267c.jpg?v=1775621923","url":"https:\/\/shop.autorenwelt.de\/products\/new-statistics-for-design-researchers-a-bayesian-workflow-in-tidy-r-von-martin-schmettow","provider":"Autorenwelt Shop","version":"1.0","type":"link"}