Statistical analysis in trading involves collecting and interpreting quantitative data to uncover patterns and make informed forecasts about market behaviour. Autochartist applies statistical analysis of stocks and markets to model the probability of specific events, such as significant price moves, providing valuable insights into stock market dynamics.