Practical Logistic Regression with an AI Tutor

This pioneering book offers a bold reimagining of applied statistics in the 21st century, with a focus on logistic regression. By integrating the capabilities of ChatGPT directly into the learning and analysis process, it provides a unique, interactive learning environment for students and professionals across business, healthcare, education, computer science, and the social sciences, who will be supported by a customised AI tutor, coach, and analyst.Rather than relying solely on static explanations and textbook examples, this text enables learners to run actual analyses using AI. It combines:• Clear, intuitive explanations supported by visuals• Real-world case studies to anchor learning• AI-based analysis and feedback to reinforce understanding• Step-by-step guidance for data screening, model diagnostics, and interpretation. Through ChatGPT, learners will be able to craft effective prompts, screen data, select the appropriate analysis options, conduct analyses step by step, receive clear explanations throughout the process, and perform diagnostic checks. They will also be able to generate output in professional tables and figures, interpret and report findings in both technical and plain language, explain statistical concepts, and answer questions related to specific analyses. The ChatGPT system will adapt to learner preferences, such as reading level, desire for visual explanations, and domain-specific examples by asking learners about their preferences at the beginning of each interaction. Grounded in Self-Determination Theory, the system fosters learner autonomy, competence, and engagement through personalized support available 24/7.This book is essential reading for undergraduate and graduate students in statistics, data science, applied social sciences, instructors seeking an AI-integrated teaching resource, as well as practitioners and researchers in various areas needing practical tools for logistic regression.