







Samples results
Sample month's reporting shows $77,629 in spend against $121,233 in attributed revenue - a 1.56× return on ad spend, tracked through the same attribution stack.
Across a sample reporting period, paid traffic converted through the funnel at a 47.8% install-to-registration rate, an 80.4% registration-to-application rate, and a 10.4% application-to-card-issuance rate - each stage instrumented end-to-end in AppsFlyer.
Illustrative recreation of client reporting data, shared with company permission. As monthly-unique applications scaled from roughly 18,600 to over 108,000, I tracked the yearly-to-monthly unique ratio as a proxy for acquisition efficiency - flagging when growth in raw volume began to run ahead of quality, and adjusting channel mix and budget pacing accordingly.
A repeatable framework for predictable results



