This document summarizes an analysis of factors that predict whether a new Reddit user will post again. The analysis found that receiving a response to a first comment is the strongest predictor, with users who received a response having 75% better odds of commenting again. The length of the response also mattered, with responses under 20 words giving a 52% better chance and responses over 20 words a 103% better chance of the user commenting again. It recommends A/B tests where moderators respond to first-time commenters and encourage active users to respond to boost user retention.