I help organizations understand how their systems, data, and processes truly operate — so decisions are based on reality, not assumptions.
View My WorkUnderstanding how systems, processes, and integrations connect.
Ensuring reports and datasets are accurate and reliable.
Operational Root Cause Investigation.
Reframed LMS engagement from login counts to behavioral signals (presence, participation, consistency), creating a model that produces meaningful, comparable insight across courses.
View AnalysisIdentified discrepancies between displayed and stored data in PDF rendering, clarifying how visual layers can misrepresent actual values across systems.
View AnalysisEvaluated a fragmented exam scheduling workflow and demonstrated how integration improves alignment, reduces duplication, and clarifies system responsibility.
View AnalysisDesigned a controlled migration approach for a legacy integration, managing dependency exposure, behavioral changes, and operational risk.
View AnalysisDiagnosed a perceived system failure and revealed a structural issue in access design, shifting the solution from troubleshooting to standardization.
View AnalysisUncovered a data integrity issue between completion logic and grading signals, clarifying how system behavior can appear correct while producing misleading outcomes.
View AnalysisDesigned a governance-oriented framework to reconstruct LMS organizational structures, interpret lifecycle behavior, and provide context-aware visibility into long-term storage growth and operational relevance.
View AnalysisPrefer email? Reach me at contact@vinnysilva.ca