Random walk mixing times reveal how users get trapped in algorithmic clusters. This research quantifies the difficulty of escaping narrow content silos on social platforms. By mapping these digital rabbit holes, the authors identify structural barriers to information diversity. Practitioners can use these metrics to audit recommendation engines for echo chamber effects.