Filter bubble, echo chamber, or popularity wave?
Differentiate filter bubbles, echo chambers, and popularity waves in professional information flows.
The move: diagnose the repetition. Not every repeated idea is the same kind of problem. A filter bubble is shaped by personalization: your behavior, inferred interests, or profile changes what you see. An echo chamber is shaped by social reinforcement: a group repeats and rewards the same view. A popularity wave is shaped by broad attention: a topic is trending across many audiences. These patterns can overlap. A popularity wave can enter your feed, your network can amplify it, and your clicks can personalize more of it. Still, the starting diagnosis helps. Use this quick test: Would a different person…
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