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Baseline

The historical reference point used to determine what normal looks like for a signal.


title: "Baseline" description: "The historical reference point used to determine what normal looks like for a signal."

A baseline is the expected range or pattern for a metric based on prior observations. Early warning systems rely on baselines to separate meaningful deviations from ordinary variation.

Why Baselines Matter

Without a baseline, every alert threshold becomes arbitrary. A value that is risky in one environment may be routine in another.

Typical Inputs

  • Historical observations
  • Time windows
  • Reference models such as mean and standard deviation
  • Freshness and staleness rules

In Practice

Baselines allow teams to ask a better question than "did this number go up?" The more useful question is "did this number move outside the range we would reasonably expect?"

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