05 · Integrity

Data quality & risk

Health of every source system + a register of data and compliance risks.

All systems healthy
Arusha · Silverleaf Academy
Composite data quality
92/ 100
+11 vs Jun 2025
Source systems online
6 / 6
99.96% uptimeAcross academic, ops, finance, MEL
Open data issues
12
above threshold
Open risks
2 / 5
2 need owner action
Composite trend

Data quality · 12 months

Weighted across completeness, timeliness, and accuracy. Network roll-up.

Governance

Targets

2026 commitments

  • Composite score ≥ 95On track
    Currently 92. Finance ERP improvements close most of the gap.
  • Single learner ID across all systemsIn flight
    Schema agreed. Roll-out scheduled Q4 2026.
  • TZ Data Protection Act complianceAt risk
    Policy + DPO appointment pending. Block on Secondary launch readiness.
  • Weekly finance reconciliationOn track
    Moving from monthly to weekly cadence as of June 2026.
Source systems

Per-system health

6 systems, refreshed at 06:00 daily.

SystemVendorCategoryCompleteTimelyAccurateUptimeIssuesOwner
Academic SISBridge AcademicAcademic98%96%97%99.90%1Data & Tech Manager
Enrollment & AdmissionsInternal (Airtable)Enrollment95%92%94%99.70%2Admissions Lead
Finance (ERP)Odoo CommunityFinance89%84%92%99.10%4Finance Manager
HRISBambooHRHR84%81%90%99.50%3People Operations Lead
MEL & Learning OutcomesKoboToolbox + GSheetsMEL91%88%93%99.80%2MEL Lead
Campus Network & DevicesCloudflare + TailscaleInfrastructure100%100%100%99.94%0Data & Tech Manager
Risk register

Data, compliance, operational, strategic

Reviewed monthly with leadership.

R-001DataOpen
Finance → Enrollment reconciliation lag
Move from monthly to weekly reconciliation cadence; auto-pull fee status into the leadership dashboard.
Owner: Finance Manager
Likelihood: Medium
Impact: High
R-002ComplianceOpen
No formal data-protection policy (TZ-DPA 2022)
Draft data-protection policy + DPIA template by Q3 2026; appoint DPO ahead of secondary launch.
Owner: CEO Office
Likelihood: Medium
Impact: High
R-003OperationalMonitoring
HRIS coverage gaps for non-teaching staff
Backfill records for caretakers, drivers, catering. Mandate single onboarding flow for all roles.
Owner: People Operations Lead
Likelihood: High
Impact: Medium
R-004StrategicMonitoring
Single-vendor lock-in for Academic SIS
Maintain nightly export to neutral parquet warehouse; evaluate alternatives during 2027 secondary build.
Owner: Data & Tech Manager
Likelihood: Low
Impact: High
R-005DataMitigated
Inconsistent learner ID across systems
Adopt canonical Silverleaf learner ID format (SLA-YYYY-NNNNN); rolled out by 2026 Q4.
Owner: Data & Tech Manager
Likelihood: Medium
Impact: Medium