Project 2 · Funnel & experiment

Synthetic funnel + simulated A/B readout

Decision: whether a review-prominence PDP badge should ship under this simulated evidence. Stakeholder: Product Operations / experiment reviewer. Not Agoda production data.

Synthetic clickstream Simulated experiment Grain: session / event / BKK PDP Sessions 25,000 · Events 77,096

Overview synthetic

Sessions

25,000

TA-P2-001 synthetic

Events

77,096

TA-P2-002 synthetic

Purchases / CVR

722 / 2.89%

TA-P2-003 synthetic

Denominator: 25,000 sessions

Evidence check

PASS

artifact reconciliation

Funnel diagnosis synthetic

StepCount
search25,000
view_listing19,948
select_dates2,782
begin_checkout1,302
purchase722

Largest drop typically view_listing → select_dates in this synthetic funnel. Project 1 association motivates the badge hypothesis only — not causal proof.

Simulated A/B decision and action simulated

Decision

DO_NOT_SHIP

primary readout

No significant uplift detected on primary metric.

Control vs treatment CVR

3.64% vs 3.66%

Arms: 7,151 / 7,266 BKK PDP sessions

p-value · 95% CI

0.93612

Absolute CI [-0.59%, +0.64%] · relative uplift +0.69%

Power vs design

14,417 / 339,614

underpowered vs design

α=0.05 · 80% power · 5% relative MDE · ~239 days design estimate — not a launch plan

Bounce proxy guardrail

pass

Delta 0.4173 pp vs +2.0 pp · bounce proxy, not product bounce

AOV guardrail

pass

Delta 6.0105% vs -5.0% · simulated THB, not realised revenue

guardrails_ok

True

Conjunction of both checks; unavailable never passes

Device segments (exploratory · multiple-testing risk)

Device splits are exploratory and carry multiple-testing risk; they are not separately powered and cannot overrule the primary decision.

DeviceControlTreatmentRel. upliftp-value
app4.54%6.23%+37.19%0.065933
mobile3.00%2.50%-16.65%0.17594
desktop4.33%4.27%-1.34%0.926471

Segments cannot overrule DO_NOT_SHIP.

Caveats

  • All funnel counts are synthetic; the A/B readout is simulated.
  • Not Agoda production, not a live marketplace result, not realised revenue, not causal proof from Project 1.
  • Simulation (14,417 PDP sessions) is underpowered versus design (339,614).
  • Bounce metric is a proxy; AOV uses simulated THB amounts.
  • Offline artifact: no CDN and no remote network requests.