Research

Why product analytics fail without clear jobs-to-be-done

The difference between collecting data and using data to improve decisions.

The difference between collecting data and using data to improve decisions.

Most analytics dashboards fail because they track actions, not outcomes. A page view is not a customer result unless we connect it to a meaningful job.

We define the primary task, the key success indicators, and the moments where users drop before we instrument a measurement plan.

When analysis is tied to user needs, teams can improve product decisions and avoid the endless cycle of vanity reporting.