My research focuses on distributed differentially private (DP) protocols for statistics. I study how much noise these protocols need to introduce to guarantee privacy, as well as how much their guarantees are impacted by dishonest participants. Although theoretical in nature, the work I do is motivated by real-world questions of trust, security, and efficiency.