Predictive models are analytical methods used to make predictions about future events. They take an input of historical data and apply statistical techniques to identify patterns and trends which can then be used to forecast the likelihood of certain outcomes. The goal is to help organizations make informed decisions based on predictive mechanisms rather than relying solely on intuition or guesswork. By leveraging predictive models, businesses can improve decision making and increase profitability.