Refunds on the first-purchase cohort: a teaching bridge
Analysis
By UA Ledger staff — 1 min read

Synthetic teaching lab bridging first-purchase revenue to refund-adjusted contribution; Apple and Google refund documentation supply process context.
First-purchase ROAS without refunds overstates contribution. Player-facing refund paths are documented by Apple Support HT204084 and Google Play refunds help. Log purchases via your MMP’s event guidance (AppsFlyer in-app events) and reconcile voids/refunds from store consoles. Figures below are synthetic.
Define the calculation
Net first-purchase revenue = gross first-purchase revenue × (1 − refund rate).
Synthetic example
Gross 50,000; refund rate 8% → net 46,000.
| Output | Worked-example result |
|---|---|
| Net revenue | 46000.0000 |
| Revenue haircut | 4000.0000 |
Limits
8% is not an industry average. Store refund windows and eligibility differ by platform and geo.
Research checked 20 September 2026. Local draft; human editorial review pending. No CMS write performed.
Featured
Related posts
measurement
·2 min read
When to freeze a cohort for payback review (and when not to)
measurement
media buying
·1 min read
Using predicted LTV in bids: disclosure checklist for the UA team
measurement
media buying
·1 min read
Blended ROAS targets that hide channel failure in F2P portfolios
measurement
·1 min read
Web-shop purchaser quality vs store IAP purchaser quality
More from the Measurement desk
measurement
·2 min read
Airbridge adds Amazon Ads as an app measurement channel
measurement
·1 min read
Web-shop attributed revenue in MMP vs payment-provider settlements
measurement
media buying
·2 min read
Web-shop LTV with VAT-inclusive prices versus store net proceeds (labelled synthetic)
measurement
media buying
·1 min read