CLiREN-LMS
Data Quality Management and Query Resolution

Risk-Based Data Monitoring

Table 1

30-45 minutes Foundational Step 6 of 7
Table

Table 1

6 / 7
Table

Table 1

RiskImpactIndicatorControl
Missing primary outcomeHighPrimary outcome missing rateWeekly report and rapid query escalation
Under-reported adverse eventsHighSite AE rate compared with similar sitesCentral trend review and site retraining
Eligibility errorsHighEligibility violations detectedPre-enrollment checklist and source verification
Delayed data entryMediumEntry lag over 72 hoursSite performance report and coordinator follow-up
Duplicate participantsMediumDuplicate ID or demographic matchDuplicate check and site confirmation
Inconsistent laboratory unitsHighOutlier lab values by siteValidation ranges and lab reconciliation