Weight up front
A dart is a projectile, and projectiles are only predictable when the heavy end leads. Put the mass toward the back and the tail overtakes the nose in flight — it tumbles, and it lands on whatever face happens to be pointing forward.
So the mass sits ahead of centre, close to the cup. The tail follows rather than fights, the dart holds its attitude all the way to the wall, and it arrives cup-first. That is the whole reason a beginner can stick one on their first throw.