Data collection can be conducted through various methods such as surveys, financial reports, customer feedback forms, and market research. Utilizing tools like customer relationship management (CRM) systems and data analytics platforms can streamline the data collection process and provide valuable insights. Ensuring the accuracy and reliability of data is paramount for an effective review.