Machine learning is primarily used for predictive analytics in data analysis. It enables systems to analyze historical data to identify patterns and make forecasts. This technology finds applications across various fields, such as finance for risk assessment, healthcare for diagnosis predictions, and marketing for customer behavior modeling, enhancing decision-making processes.