Single Entry, Double Entry, and Direct Electronic Capture

Single data entry occurs when one person enters data into the research database. It is efficient and common, especially when electronic validation and routine quality checks are available. However, single entry is vulnerable to transcription errors, misread handwriting, skipped fields, and accidental entry into the wrong record. The risk can be reduced through validation rules, clear forms, user training, query review, and targeted source verification.