Model quality starts before model selection.

Raw events need shape

Clicks, keystrokes, scrolls, and page transitions need ordering, timing, and context before they become useful features.

Build boring baselines

Simple aggregates and tree-based models often reveal data problems faster than more complex sequence models.

Keep review in mind

Features should support operational explanation. If nobody can interpret the signal, tuning and incident response become guesswork.