The decision to put a new ball in play largely depends on the standard of golf you play. A low-handicap golfer is more likely to notice even small amounts of surface damage and will be more likely to want to use a new ball. A high-handicap golfer is less likely to notice or care about their equipment and is probably more worried about losing the ball altogether.