Casinos determine the odds of winning on slot machines through statistical algorithms and random number generators (RNGs), with each machine set to a specific return-to-player (RTP) percentage that reflects its payout potential over time. This process involves analyzing game mechanics and payout structures. Players often misunderstand RTP, mistakenly believe they can predict outcomes, or think certain machines are "due" for a payout.