{"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":"\u003cp\u003e • Author(s): Martin Huber\u003cbr\u003e • Publisher: MIT Press\u003cbr\u003e • Publisher Imprint: MIT Press\u003cbr\u003e • BISAC: Business Mathematics\u003c\/p\u003e\u003cp\u003e\u003cb\u003eA comprehensive and cutting-edge introduction to quantitative methods of causal analysis, including new trends in machine learning.\u003c\/b\u003e \u003c\/p\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","brand":"MIT Press","offers":[{"title":"Paperback","offer_id":45032271151255,"sku":"9780262545914","price":5762.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9780262545914.webp?v=1769207893","url":"https:\/\/atlanticbooks.com\/products\/causal-analysis-impact-evaluation-and-causal-machine-learning-with-applications-in-r-9780262545914","provider":"Atlantic Books","version":"1.0","type":"link"}