Practical Time Series Analysis - Aileen Nielsen... May 2026

The book is structured to lead readers through the full lifecycle of a time series project:

: A highlight of the book is its focus on creating features informed by domain expertise, such as seasonal markers or rolling statistics, to improve model accuracy. Practical Implementation & Resources Practical Time Series Analysis - Aileen Nielsen...

Nielsen argues that time series analysis is often underrepresented in standard data science toolkits despite its ubiquity. The book emphasizes that temporal data is fundamentally different from cross-sectional data because of: The book is structured to lead readers through