Choose cold-start strategies that combine content features, explicit onboarding, and safe defaults.
The move: design cold start as a first-use experience. New user A new user has no behavioral trail. Ask for a small number of high-value preferences: role, goal, constraint, or current task. Avoid long onboarding surveys that collect weak signals and create drop-off. New item A new item has no engagement history. Rich metadata gives it a chance: category, skill, level, creator, language, duration, safety labels, and freshness. Without metadata, the system cannot distinguish a hidden gem from noise. New market A new segment may not behave like the historical majority. Use safe defaults, content features, and exploration slots so…
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