Mitigating survivorship bias involves comprehensive data collection and thoughtful study design. Researchers should aim to include all relevant cases, both survivors and non-survivors. Techniques such as longitudinal studies and case-control studies can help in achieving a more balanced dataset. Additionally, statistical methods can be employed to adjust for potential biases.