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An introduction to the construction and analysis of least-squares models, including multiple regression, ANOVA, ANCOVA and mixed models. Generalized linear models will also be presented, with special attention paid to logistic regression and log-linear models. Examples and applications will be drawn from various disciplines, including biology, medicine, economics, engineering and the social sciences.