The authors gratefully acknowledge the support of their collaborators at VolunteerMatch, particularly Samir Shah and Daniel Cohen, as well as their colleagues for helpful feedback at various stages of the work. Vahideh Manshadi and Daniela Saban gratefully acknowledge the Simons Institute for the Theory of Computing, as this work was done in part while attending the program on Data Driven Decision Processes.
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