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Google Research (Rodden, Hutchinson, Fu) · 2010

HEART: metrics for user-centered products at scale

Five metric families — Happiness, Engagement, Adoption, Retention, Task success — operationalized through a goals → signals → metrics process.

MethodFramework paper from applied metrics work across Google products, CHI 2010

Research question

How do you measure user experience at scale, beyond business KPIs that say nothing about experience quality?

The framework

Happiness (attitude: surveys, ratings), Engagement (depth/frequency of use), Adoption (new users of a product or feature), Retention (returning users), Task success (completion, time, errors). Not every product needs all five — pick what matches the product’s goals.

The lasting contribution is the goals → signals → metrics discipline: articulate the goal in words, choose observable signals of it, only then define metrics. It blocks the classic failure of measuring whatever the analytics tool shows by default.

What it means in practice

For any redesign, write one HEART row before shipping: goal (“users find settings faster”), signal (time to reach setting, support tickets), metric (median seconds, tickets/week). That row is your success definition — agreed before the data arrives.

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