Data monitoring vs. data analysis: Why ‘dashboarding’ will only get you so far

Guest post on the Mixpanel blog.

Dashboards are monitoring tools, not analysis tools - they tell you what is happening, not why. The article argues that real analysis starts with a hypothesis, uses ad hoc querying to validate or disprove it, and only then defines a KPI worth tracking in a dashboard. The cycle is iterative: each conclusion feeds a new hypothesis, driving progressively deeper insights rather than endless dashboard filtering that produces noise with no actionable output.