Creating a gambling budget significantly influences player decisions at the table by instilling a sense of discipline and control over their finances. With a predetermined limit, players are more likely to make rational choices rather than impulsive bets driven by emotion or the thrill of the moment. This budget acts as a safety net, helping players resist the temptation to chase losses or increase bets beyond their means.