Predicting Percentiles
A calibrated continuous 90th percentile has 10% exceedance probability, not a guaranteed annual stockout count. Discrete demand can exceed it less often.
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Quantile Level
A quantile level selects a position in the outcome distribution. Exact exceedance probabilities require continuity; discrete outcomes can have ties.