captures paycheck cycles (spending often spikes on the 1st and 15th) - **Week of year** — captures annual seasonality - **Holiday flags** — binary indicators for major holidays - **Days until next holiday** — captures pre-holiday shopping behavior - **Is payday** — for businesses where spending corr