Fwiw, Andrew Chen led Uber's Rider Growth when the company was in hypergrowth. His book, The Cold Start Problem, is great, and anyone building a two-sided marketplace should read it. This guy knows referral programs. Highly credible advice. Probably one of the best business books I ever read:

https://www.amazon.com/Cold-Start-Problem-Andrew-Chen/dp/006...