CLiREN-LMS
Data Entry, Validation, and Access Control

Common Data Entry Errors

Table 1

30-45 minutes Foundational Step 6 of 7
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Table 1

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Table 1

Error typeExamplePrevention strategy
Transcription error12.5 entered as 125Validation ranges, careful review, double checks
Date errorFollow-up date before enrollment dateDate logic checks
Unit errorFahrenheit entered in Celsius fieldUnits in labels, validation ranges, training
Wrong recordVisit data entered for another participantID verification before entry
Missing dataPrimary outcome blankRequired fields or missing reason codes
Inconsistent responsesMale participant marked pregnantCross-field logic checks
Copy-paste errorSame symptom notes copied across visitsTraining and review of repeated text
Late entryForms entered weeks after visitEntry timelines and monitoring reports