How do dating apps actually work, and are their incentives aligned with yours?

They match users through a combination of stated preferences, behaviour and engagement optimisation — and the honest answer on incentives is that a subscription business has a structural interest in continued use, which is not identical to your interest in leaving.

How matching actually works:

Filters — the stated preferences you set.

Behavioural inference, which typically matters more. What you actually swipe on is weighted more heavily than what you said you wanted, and the gap between the two is well documented.

Desirability scoring. Most large platforms rank profiles by how much interest they attract, then show people to others of broadly similar ranking. Several have described versions of this publicly.

Recency and activity, since showing inactive profiles wastes everyone's attention.

Collaborative filtering — people who liked what you liked also liked this.

What follows from the economics:

Engagement, not outcomes, is what can be measured and optimised. A platform cannot easily observe your happy relationship; it can observe sessions, swipes and subscriptions. The incentive is therefore toward engagement, and the conflict is structural rather than conspiratorial.

Paid features monetise friction — seeing who liked you, more likes, boosts, undo. Each addresses a limitation the product created.

Scarcity is manufactured through daily limits.

Variable reward schedules, where matches arrive unpredictably, produce the same engagement pattern as gambling mechanics.

What the research finds about users:

Gender asymmetry in match rates is extreme on mainstream apps, which shapes behaviour on both sides — high-volume low-effort approaches from one side, overwhelmed filtering on the other.

Choice overload reduces satisfaction and increases the sense that someone better is available.

Apps are now a leading way couples meet, so they clearly work — the criticism is about the experience, not the outcome.

What actually improves results:

Fewer, better conversations rather than volume.

Moving to meeting quickly, since extended messaging builds an impression that reality must then match.

Photographs that show you doing something, and specific rather than generic text.

Taking breaks, since burnout is the common endpoint.

Safety basics: public first meetings, own transport, and telling someone where you are.