Bayesian statistics is a mathematical approach to data analysis that uses Bayes' theorem to update probabilities based on new information, allowing for more accurate predictions and decision-making. As startups increasingly rely on data-driven insights to inform their product development, marketing, and operational strategies, Bayesian statistics provides a powerful tool for modeling uncertainty and making informed decisions, making it a valuable skill for startup founders and data scientists to master.