Preference picker
When introducing a recommender, present it as a personalisation feature that improves over time, not a degraded first experience.
Relevant principles
What the research says
Choice-based preference input is lower-effort than rating, gives users more control, and produces more satisfying recommendations — especially at cold-start. 1
2
Interactive demo
Setting up your account