Standardization of Procedures: Developing and adhering to standard operating procedures for data collection and processing. Training and Supervision: Providing adequate training for data collectors and supervisors to minimize human errors. Validation Studies: Conducting pilot studies and validation checks to ensure the tools and methods are reliable. Quality Control Measures: Implementing regular quality control checks throughout the data collection process. Use of Technology: Employing electronic data capture systems to reduce manual errors.