Refunds on the first-purchase cohort: a teaching bridge

Analysis

By UA Ledger staff1 min read

Refunds on the first-purchase cohort: a teaching bridge

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.

Reference table
OutputWorked-example result
Net revenue46000.0000
Revenue haircut4000.0000

Limits

8% is not an industry average. Store refund windows and eligibility differ by platform and geo.

Download the evidence table.

Research checked 20 September 2026. Local draft; human editorial review pending. No CMS write performed.

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