Accurate and reliable data collection is fundamental to high-quality epidemiological research. Biases such as selection bias and information bias can severely distort study findings. Employing standardized data collection methods and ensuring proper training for data collectors can mitigate these biases. Additionally, rigorous data validation procedures should be in place to ensure accuracy.