To address these challenges, researchers can adopt several strategies:
Standardization: Ensuring that data collection methods are standardized across studies can reduce heterogeneity. Data Harmonization: Aligning different datasets to a common format and structure can improve the quality and consistency of the pooled data. Ethical Guidelines: Adhering to ethical guidelines and obtaining proper consent for data sharing can mitigate legal and ethical concerns.