Data collection methods should be chosen based on the study design and objectives. Common data collection methods include surveys, interviews, medical record reviews, and laboratory tests. It is important to use validated instruments and standardized procedures to ensure the accuracy and reliability of the data. Additionally, ethical considerations such as obtaining informed consent and ensuring confidentiality must be addressed.