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🎓 This chapter presents regression analysis as a central tool for modeling relationships between linguistic predictors and outcomes. Baayen covers linear regression in detail, including interpretation of coefficients, interactions, collinearity, and model diagnostics. Linguistic examples include frequency effects, neighborhood density, and morphological complexity. The chapter emphasizes regression as a means of testing linguistic hypotheses while controlling for confounding variables. Readers learn how to interpret regression results in theoretically meaningful ways rather than as purely statistical artifacts. This chapter forms the backbone for later discussions of more advanced models. 🧠 Each episode features expert discussions, current research insights, and thoughtful explorations of key academic fields such as: Psychology, Neuroscience, and Mental Health Linguistics, Language Acquisition, and Education History, Philosophy, and Sociology Mathematics, Statistics, and Data Science Environmental Science, Biology, and Technology Political Science, Economics, and Global Studies Literature, Critical Theory, and the Arts 🔍 Designed for university-level learners and academic professionals, our podcast episodes break down complex topics into accessible, structured content to support your studies, teaching, or research. 🎤 New episodes every week with interviews, case studies, and curated question sets to help you think deeper, write better, and learn smarter. 📚 Subscribe to Academic Mindcast – where ideas ignite, and academic excellence thrives. academic podcast, university podcast, research podcast, education podcast, psychology podcast, science podcast, student learning podcast, academic subjects, higher education podcast, neuroscience podcast, linguistics podcast, data science podcast, academic talk show, scholarly podcast, academic learning YouTube, study podcast, PhD podcast, college podcast, subject-specific podcast, deep dive education podcast, professor podcast, regression analysis, linear models, linguistic predictors, frequency effects, interaction effects, model interpretation, statistical modeling, quantitative syntax, psycholinguistics, corpus-based modeling