Find
“Where is cancellation?”
Navigation debtConsumer growth · Trust · Retention
Portfolio simulation: Fictionalized company context and synthetic scenario data.
A product case study for the moment most retention teams optimize backwards: cancellation. Explore the experience, inspect the friction, and test the launch decision.
01 · Product experience
The response changes with the customer's reason; the route back to cancellation never does.
02 · Friction map
“Where is cancellation?”
Navigation debt“What happens to my data?”
Consequence ambiguity“Is there a better-fit option?”
Choice overload“Did it actually cancel?”
Status uncertainty“Can I come back later?”
Re-entry anxietyEvidence discipline: the full map labels each friction as observed, inferred, or unknown. Unknowns become research questions—not facts.
03 · Decision lab
Choose a synthetic scenario. The recommendation follows pre-registered thresholds, not the prettiest lift.
Recommendation
The base case clears the value threshold and every trust guardrail. Ramp gradually and review reason-level heterogeneity before 100%.
30-day retained value
+5.8 ppShip: ≥ +3.0 ppCancellation completion
92.6%Guardrail: ≥ 90.0%Support contacts
−22%Guardrail: ≤ 0% changePost-flow trust
+0.1Guardrail: ≥ −0.1 / 5Decision rule Ship only if retained value clears the threshold and every guardrail passes. A dark-pattern win is counted as a product loss.
Audit metric definitions ↗All values in this lab are synthetic scenario data for portfolio demonstration.