Consider the making of a movie-star. We might choose to believe celebrity is a combination of talent and beauty.

If we find that a certin movie-star is exceptionally talented, this might "explain away" their bad looks. Conversely, if a movie-star is gorgeous, we might attribute their beauty to their success, despite their terrible acting.

This is collider bias.