CLiREN-LMS
Data Visualization and Dashboards

Dashboard Governance and Privacy

Table 1

30-45 minutes Applied Step 6 of 7
Table

Table 1

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Table

Table 1

Governance issueDashboard questionGood practice
Access controlWho can view which data?Role-based permissions
IdentifiabilityCan users infer participant identities?Limit identifiers and small-cell disclosure
Data currencyWhen were data last refreshed?Display export and refresh timestamps
Metric definitionsWhat does each indicator mean?Maintain a dashboard data dictionary
ValidationAre calculations correct?Test against known outputs
Change controlWho approves dashboard changes?Version scripts and document updates