This research brief highlights typical data issues observed during exam processing and proposes practical mitigations. Key points: - Standardized templates reduce import errors - Validation rules catch out-of-range values - Approval workflows improve accountability - Audit logs support governance and transparency Recommendation: adopt a clear checklist before publishing results.
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Jamhuri ya Muungano wa Tanzania
Ofisi ya Rais, Menejimenti ya Utumishi wa Umma na Utawala Bora
Electronic Marking System (EMaS)
