How do developers ensure validity and reliability? Developers ensure validity by aligning tools with intended goals through pilot testing, expert reviews, and benchmarking. Reliability is achieved via repeated testing, statistical consistency checks (e.g., Cronbach’s alpha),… How do developers ensure validity and reliability?