platform's recommendation algorithm. We study how such platforms should account for this external traffic in the design of … special case of online matching, where (using VolunteerMatch terminology) volunteers arrive sequentially and probabilistically …'s online algorithm selects which opportunity to recommend. In evaluating the performance of different algorithms, we refine the …