How CJP Feed Recommendations Support a Democratic Youth Movement

A feed is not only a chronological list. It is a public discovery surface that has to balance what is new, what is good, what is relevant, and what should be slowed down.

CJP uses practical ranking signals such as post quality, freshness, user interest, ministry affinity, repeated impressions, reports, and diversity caps. The goal is not to manipulate attention; it is to keep a fast-moving youth space readable enough to sustain democratic conversation.

Posts should rise when people open them, reply to them, bookmark them, or upvote them in ways that suggest real usefulness. A post can also rise because it is fresh and gaining attention quickly.

A good recommendation system also explores outside the reader's normal pattern, because nobody wants a feed that becomes a mirror after three clicks.

Repeated impressions, downvotes, reports, and risky content signals should reduce distribution. The point is not to make the feed sterile, but to keep it from rewarding the worst version of engagement.

For a movement, feed design is governance. If the system only rewards outrage, the movement becomes outrage. If it rewards clarity, evidence, humour, and participation, the movement can mature without losing speed.