{"product_id":"causal-machine-learning-for-economists-danny-munrow-9798248429141","title":"Causal Machine Learning for Economists: Double ML, Synthetic Control, Uplift Modeling, and Policy Evaluation with Python","description":"\u003cb\u003eReactive Publishing\u003c\/b\u003e\u003cp\u003eCausal inference sits at the center of modern economic research, yet traditional econometric methods increasingly intersect with high-dimensional data and machine learning workflows. \u003ci\u003eCausal Machine Learning for Economists\u003c\/i\u003e bridges that gap by presenting practical, implementation-focused approaches to contemporary causal modeling using Python.\u003c\/p\u003e\u003cp\u003eThis book introduces core frameworks including Double Machine Learning (Double ML), Synthetic Control methods, Uplift Modeling, and applied policy evaluation techniques. Rather than treating these topics as isolated tools, the text positions them within a coherent analytical workflow suitable for empirical research, policy analysis, and applied economic modeling.\u003c\/p\u003e\u003cp\u003eReaders will learn how to: \u003c\/p\u003e\u003cul\u003e\n\u003cli\u003e\u003cp\u003eEstimate treatment effects using orthogonalized and debiased machine learning approaches\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eConstruct and validate synthetic control models for comparative case analysis\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eApply uplift modeling to heterogeneous treatment effect estimation\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eImplement robust policy evaluation pipelines using modern Python libraries\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eIntegrate causal modeling into reproducible research environments\u003c\/p\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003eEach chapter combines conceptual foundations with structured code examples designed for clarity and replicability. Mathematical intuition is presented alongside practical implementation, ensuring that both applied economists and quantitatively trained researchers can operationalize these methods effectively.\u003c\/p\u003e\u003cp\u003eThis volume is intended for economists, data scientists, graduate students, and policy analysts who seek a structured introduction to causal machine learning within a rigorous economic framework.\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Danny Munrow,Oliver J. Thatch\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9798248429141\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Independently Published\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 02\/15\/2026\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 542\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.58lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.00h x 6.00w x 1.09d","brand":"Danny Munrow","offers":[{"title":"Paperback","offer_id":49084081144063,"sku":"9798248429141","price":41.99,"currency_code":"USD","in_stock":true}],"url":"https:\/\/www.whiterainbookhouse.com\/products\/causal-machine-learning-for-economists-danny-munrow-9798248429141","provider":"WR Book House","version":"1.0","type":"link"}