Bookies have been "crowdsourcing" long before the Internet has made the term popular. Gambling lines, however, don't necessarily represent who should win a game; rather, they represent how the risk the betting public is willing to stomach on its teams. There can be short term gaps between expectations and outcomes. Exploit the "line bias" and win (maybe?). --- When someone says, "my team is favored by 2 points," there is a general misunderstanding of what that means. It is not directly indicative of who should win. It is indicative on how money is bet on the game. The statement can be expanded to, "the gambling line says that if my team gives the other team 2 points, there will be the same amount of money bet on both teams." That's a much different scenario. Book makers win by evening the money that is bet on both teams in a sporting event. The losers pay the winners, and the bookies take a cut from both sides. Usually, the wisdom of the crowd prevails, and the betting public's money matches the outcome. By looking at historical betting data in the National Football League, we can see that play out. However, there are circumstances when, for a variety of reasons, a team is over- or under- bet. This allows for a unique opportunity for the small time gambler to exploit the line bias and win. This talk will go over my limited research into NFL line bias since the 1970s. It is meant as a jumping off point for more discovery and discussion.