CLASSLINK · ANALYTICS+ · DATAVIZ RESKINMEASUREMENT KIT

Measuring the dataviz reskin, page by page

A small, repeatable loop — baseline the current page, re-test sketches against it, roll out with TARS — applied one production page at a time before we commit to a direction. Built from Vitaly Friedman's "How to Measure UX" and the open questions on design‑crit‑dataviz.

Draft package — reviewing locally before publishing
00Where this comes from
VF
Vitaly Friedman
Sr. UX Lead · LinkedIn Top Voice in UX

"How to Measure UX" argues that success isn't happiness — it's task comprehension — and that most design measurement fails because teams jump to a solution before mapping the problem, then try to take credit for business metrics too many steps removed to prove. The talk walks through KPI trees, value architecture, correlation-vs-causation traps, the TARS framework (Target · Adoption · Retention · Satisfaction), and top-task usability testing.

Recorded 2026‑10‑27, two parts. Full writeup below; raw transcripts linked for reference.

01Reskin to-do list

Each page gets its own measurement plan before any sketch is chosen for it — same five-step method, applied fresh to what that page actually gets wrong.

  • 1
    KPI hero tiles + color-intensity heatmap table. Baseline comprehension audit not yet run.
  • 2
    KPI tiles, an invisible goal line, two unbenchmarked "watch" metrics, grade-band bars. Wellbeing/duty-of-care stakes. Baseline not yet run.
  • 3
    Time Usage by School
    Next in the nav. Not started.
  • 4
    School Login Heatmap
    Next in the nav. Not started.