Data on hospitalized patients is typically collected through a combination of medical records, laboratory results, and patient interviews. This data is then analyzed to identify trends, risk factors, and outcomes. Advanced data analytics tools are often used to handle the large volumes of data and extract meaningful insights. Ethical considerations, such as patient privacy and consent, are also paramount in this process.