One of the most prevalent theories when it comes to scratch-offs is the “white line” hypothesis—i.e. buying the tickets on a roll of scratch-offs that are on or near the bold white line on a roll.

For as long as the lottery has existed, people have been trying to game the system to have it work out in their favor. From gambling on their lucky numbers to buying scratch-off tickets from certain ...