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New Releases by Julie SmithJulie Smith is the author of Avaa silloin kun... (2025), Para você ler quando... (2025), Causal Inference Made Easy, 2nd Edition (2025), Mind Manipulators (2025), Pourquoi personne ne m'en a parlé avant, éd. augmentée (2025).
release date: Jul 08, 2025
release date: Jun 02, 2025
Causal Inference Made Easy, 2nd Edition
release date: Apr 12, 2025
Causal Inference Made Easy: A Practical Guide to Cause and Effect in Statistics is a comprehensive resource designed to bridge the gap between theoretical understanding and practical application of causal inference. This book offers an accessible yet in-depth exploration of the methods and tools that empower researchers, data scientists, policymakers, and practitioners to uncover and validate cause-and-effect relationships in a wide array of disciplines. Drawing from diverse fields such as statistics, econometrics, computer science, epidemiology, and social sciences, the book provides a solid foundation in both classical and modern approaches to causal analysis. Readers are guided through fundamental concepts-from understanding counterfactuals and potential outcomes to constructing Directed Acyclic Graphs (DAGs) and applying Structural Causal Models (SCMs)-before delving into advanced topics such as instrumental variables, regression discontinuity designs, synthetic controls, and causal machine learning. Key features of the book include: Foundational Principles and Frameworks: The early chapters introduce the essential terminology and core concepts of causal inference, establishing a base for understanding how treatments and outcomes are linked within complex systems. Methodological Diversity: With dedicated sections on randomized controlled trials, observational study techniques (such as propensity score matching and difference-in-differences), quasi-experimental designs, and advanced machine learning methods (including double machine learning and causal forests), the book equips readers with multiple strategies to address causal questions in both experimental and non-experimental settings. Practical Applications and Case Studies: Real-world examples from healthcare, epidemiology, economics, finance, and social sciences illustrate how causal inference drives evidence-based decision-making and policy development, guiding the reader through the challenges and triumphs of applying these methods in practice. Tools, Reproducibility, and Ethical Considerations: Chapters on computational tools in R, Python, Stata, and other platforms highlight the importance of reproducible research environments, while discussions on data sharing, ethical principles, and transparency ensure that causal studies are conducted responsibly. Future Directions and Interdisciplinary Insights: The final sections provide a forward-looking perspective on emerging trends, opportunities, and challenges in causal inference. By embracing innovations from machine learning, big data, and dynamic modeling, the book lays out a roadmap for future research while integrating interdisciplinary perspectives that enrich causal analysis. Whether you are a student embarking on your first causal study, a researcher aiming to advance your methodological toolkit, or a practitioner seeking to implement robust, ethical causal analyses, Causal Inference Made Easy offers practical guidance, detailed case studies, and advanced techniques to help you navigate the complexities of establishing cause and effect.
release date: Apr 09, 2025
Pourquoi personne ne m'en a parlé avant, éd. augmentée
release date: Feb 19, 2025
release date: Feb 13, 2025
Pourquoi personne ne m'en a parlé avant ?
release date: Jan 16, 2025
release date: Dec 31, 2024
release date: Feb 19, 2024
Pourquoi personne ne m'en a parlé avant
release date: Jan 17, 2024
release date: Jan 11, 2024
Mengapa Tidak Pernah Ada yang Memberitahuku?
release date: May 26, 2023
Varför har ingen berättat det här för mig?
release date: Jan 16, 2023
Hvorfor har ingen fortalt meg dette før?
release date: Jan 05, 2023
Perché nessuno me l'ha detto prima? Strumenti per gestire gli alti e bassi della vita
release date: Jan 01, 2023
Varför har ingen berättat det här för mig? (mjukband)
release date: Jan 01, 2023
Aufstehen oder liegen bleiben?
release date: Oct 18, 2022
Por que ninguém me disse isso antes?
release date: Oct 03, 2022
Miksei kukaan ole kertonut minulle tätä aiemmin?
release date: Sep 02, 2022
Neden Bunu Bana Daha Önce Kimse Söylemedi
release date: May 01, 2022
Waarom heeft niemand mij dit eerder verteld?
release date: Mar 29, 2022
Why Has Nobody Told Me This Before?
release date: Jan 11, 2022
Charting a Transatlantic Course to Address China
release date: Jan 01, 2022
Phonics Based Instruction Vs Whole Language Instruction in Reading Education
release date: Jan 01, 2022
Oh Yes I Can, Just Watch Me!
release date: Aug 25, 2021
release date: Dec 01, 2019
release date: Oct 19, 2019
release date: Sep 24, 2019
50 Hikes in the Sierra Nevada (2nd Edition) (Explorer's 50 Hikes)
release date: Apr 09, 2019
All Girls Are Pretty Children's Coloring Book
release date: Aug 04, 2018
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