Focusing on the complexities of modeling age, period, and cohort effects in aggregate-level data, this book introduces various strategies such as constrained estimation and the innovative s-constraint approach. It emphasizes the geometric and algebraic aspects of these methods, enhancing readers' comprehension of statistical issues in APC analysis. By exploring the relationships among common techniques, the book provides a comprehensive framework for understanding and applying APC modeling effectively.
