CLiREN-LMS
Data Entry, Validation, and Access Control

Single Entry, Double Entry, and Direct Electronic Capture

Table 1

30-45 minutes Foundational Step 6 of 7
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Table 1

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Table 1

ApproachStrengthsLimitationsCommon use
Single data entryFast, less resource-intensiveHigher transcription risk if source is paperRoutine eCRF entry with validation
Double data entryReduces transcription errorsLabor-intensive, slowerCritical paper CRF studies
Direct electronic captureReal-time validation, fewer transcription stepsRequires devices, training, access controlREDCap eCRFs, surveys, tablet capture
Batch importEfficient for repeated external dataMapping and file-version risksLaboratory and administrative data