User Behavior Analytics

Also called: Product analytics dashboard, Engagement analytics, Funnel and retention view

A dark plum lab for how people move: a sentence-style event query, a step funnel with hatched drop-off, a magenta-to-amber retention triangle and flowing journey paths.

“Funnel & cohort lab”Dashboards & DataEra: 2015 → todayTechyBoldEdgy
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    conversion funnelhatched drop-offretention cohort triangleheat ramp magenta → amberjourney paths / Sankeymono event chipsclick-heat blobssentence query barstep funnel with % between steps

    User behaviour analytics is about sequences, not totals. The page starts with a query written as a sentence — “All readers who did article_read then subscribe_click within 7 days” — with event names as monospace chips. Below it, a step funnel shows each stage as a bar with the lost users drawn as a hatched magenta ghost of the previous step’s height behind it and the conversion rate between steps; a cohort table turns into a retention triangle in a hot magenta-to-amber heat ramp; and a Sankey-style journey map shows where people come from and where they leave. The skin is a dark plum canvas with faint click-heat blobs, quirky Bricolage Grotesque headings and mono numbers. The demo is a media publisher, so its events are reader events (article_read, subscribe_click, audio_play).

    Best for

    • Media, streaming and content apps tracking engagement
    • Product and growth analytics tools
    • Onboarding and checkout funnel optimisation
    • Subscription retention and churn analysis

    Avoid for

    • Financial statements and audited reporting
    • Executive one-glance summaries
    • Low-data products with no event tracking

    ✓ Do

    • Write the query as a readable sentence with event chips the user can swap
    • Show drop-off between funnel steps explicitly (hatched ghost bar + % converted)
    • Use one sequential ramp for retention and label every cell with its percentage

    ✕ Don't

    • Don’t show funnels as decorative trapezoids without numbers
    • Don’t use a rainbow palette for retention intensity
    • Don’t average away cohorts — keep the triangle

    Not to be confused with

    On mobile

    Turn the funnel into a vertical list of steps with a % converted pill between each; show the retention triangle for the last 4 cohorts × 4 weeks only, with horizontal scroll for more. Journey paths collapse to the top 3 paths as chip sequences. Keep the dark canvas but drop the heat blobs.

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