They can easily be misplaced, so make sure you look everywhere before you panic. Jigsaw puzzles today are made with highly precise automated equipment & machinery so it is very rare to have a missing piece in the sealed box. However unlikely it may seem, puzzle pieces can go missing once the box has been opened.