Predictive signals hidden in plain sight
Before a breakdown announces itself, subtle rhythms change. Microstops cluster near certain temperatures, torque spikes precede bearing wear, and WIP ages unevenly before a constraint hardens. Dashboards can surface these quiet precursors through simple rolling windows, not only heavy models. Color small trends that deviate beyond expected bands. Let operators tag hunches directly on charts. Over time, their annotations become training data, turning everyday observation into reliable foresight and calmer shifts.