The article explores how people's irrational behaviors affect their decisions when investing in stocks, focusing on factors like anchoring, overconfidence, and risk perception. It also looks at how gender can influence these behaviors. The study found that risk perception plays a significant role in stock investment decisions, and that gender can impact behaviors like anchoring and overconfidence. Understanding these biases can help individuals make better investment choices, and can also benefit financial advisors and policymakers.