A math-first breakdown of why casino players lose over time: how the house edge is charged against total wagering rather than bankroll, why short-term wins are variance, how to calculate expected value, and how promotional value such as welcome bonuses, first-purchase matches and free coin drops can turn a negative EV situation positive when paired with low playthrough and high RTP games.