{"product_id":"causal-analysis-impact-evaluation-and-causal-machine-learning-with-applications-in-r-9780262545914","title":"Causal Analysis: Impact Evaluation and Causal Machine Learning with Applications in R","description":"\u003cb\u003eA comprehensive and cutting-edge introduction to quantitative methods of causal analysis, including new trends in machine learning.\u003c\/b\u003e \u003cp\u003e\u003c\/p\u003eReasoning about cause and effect--the consequence of doing one thing versus another--is an integral part of our lives as human beings. In an increasingly digital and data-driven economy, the importance of sophisticated causal analysis only deepens. Presenting the most important quantitative methods for evaluating causal effects, this textbook provides graduate students and researchers with a clear and comprehensive introduction to the causal analysis of empirical data. Martin Huber's accessible approach highlights the intuition and motivation behind various methods while also providing formal discussions of key concepts using statistical notation. \u003ci\u003eCausal Analysis \u003c\/i\u003ecovers several methodological developments not covered in other texts, including new trends in machine learning, the evaluation of interaction or interference effects, and recent research designs such as bunching or kink designs. \u003cp\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eMost complete and cutting-edge introduction to causal analysis, including causal machine learning \u003c\/li\u003e\n\u003cli\u003eClean presentation of rigorous material avoids extraneous detail and emphasizes conceptual analogies over statistical notation\u003c\/li\u003e\n\u003cli\u003eSupplies a range of applications and practical examples using R\u003c\/li\u003e\n\u003c\/ul\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e \u003ca href=\"https:\/\/sureshotbooks-com.myshopify.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=AUTH-10448252\"\u003eMartin Huber\u003c\/a\u003e\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e MIT Press\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 08\/01\/2023\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 336\u003cbr\u003e\u003cb\u003eBinding Type:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.40lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 8.98h x 7.01w x 0.79d\u003cbr\u003e\u003cb\u003eISBN13:\u003c\/b\u003e 9780262545914\u003cbr\u003e\u003cb\u003eISBN10:\u003c\/b\u003e 0262545918\u003cbr\u003e\u003cb\u003eBISAC Categories:\u003c\/b\u003e\u003cbr\u003e- \u003ca href=\"https:\/\/sureshotbooks-com.myshopify.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=CAT-BUS\"\u003eBusiness \u0026amp; Economics\u003c\/a\u003e | \u003ca href=\"https:\/\/sureshotbooks-com.myshopify.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=BISAC-BUS091000\"\u003eBusiness Mathematics\u003c\/a\u003e\u003cbr\u003e- \u003ca href=\"https:\/\/sureshotbooks-com.myshopify.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=CAT-MAT\"\u003eMathematics\u003c\/a\u003e | \u003ca href=\"https:\/\/sureshotbooks-com.myshopify.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=BISAC-MAT040000\"\u003eComplex Analysis\u003c\/a\u003e\u003cbr\u003e- \u003ca href=\"https:\/\/sureshotbooks-com.myshopify.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=CAT-COM\"\u003eComputers\u003c\/a\u003e | \u003ca href=\"https:\/\/sureshotbooks-com.myshopify.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=BISAC-COM094000\"\u003eData Science | Machine Learning\u003c\/a\u003e\u003cbr\u003e\u003cbr\u003e\u003cp\u003e\u003cb\u003eAbout the Author\u003c\/b\u003e\u003cbr\u003eMartin Huber is Professor of Applied Econometrics at the University of Fribourg, Switzerland, where his research comprises both methodological and applied contributions in the fields of causal analysis and policy evaluation, machine learning, statistics, econometrics, and empirical economics.\u003c\/p\u003e","brand":"MIT Press","offers":[{"title":"Default Title","offer_id":44523843649773,"sku":"9780262545914","price":100.0,"currency_code":"USD","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0550\/8097\/6621\/products\/img_211fea41-c932-4f03-bcf3-75f81fbb3fe7.jpg?v=1701325750","url":"https:\/\/sureshotbooks.com\/products\/causal-analysis-impact-evaluation-and-causal-machine-learning-with-applications-in-r-9780262545914","provider":"SureShot Books Publishing LLC","version":"1.0","type":"link"}