Standardization: Adopting common standards for data collection and reporting ensures consistency and comparability. Validation: Implementing rigorous validation processes to confirm the accuracy and reliability of data. Documentation: Maintaining comprehensive documentation of methodologies and procedures allows for reproducibility and auditability. Training: Providing adequate training to researchers and technicians to minimize human error and enhance data collection techniques.