Metric Definition Contract and Semantic Layer Blueprint
Turn disputed metrics into testable, versioned semantic contracts with explicit grain, time logic, lineage, access controls, ownership, and change governance.
Category
Data Analysis
Prompts for auditing datasets, planning SQL analysis, defining dashboards, reviewing experiments, and checking causal assumptions.
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Experiment Sample Ratio Mismatch Investigation
Diagnose sample ratio mismatch from expected allocation through assignment, exposure, telemetry, identity, and analysis before trusting experiment results.
Cohort Retention Diagnosis and Action Model
Diagnose cohort retention with stable definitions, mature observation windows, identity and censoring checks, change decomposition, causal discipline, and testable interventions.
RAG Retrieval and Citation Quality Evaluation Lab
Design and run an evidence-grounded RAG evaluation that separates corpus, retrieval, context, generation, citation, and abstention failures and establishes reproducible regression gates.
Google Tag Manager Conversion Tracking QA Brief
Audit a Google Tag Manager conversion-tracking implementation for missing or duplicate events, broken triggers and parameters, consent errors, platform discrepancies, and unsafe release changes.
GA4 Attribution Anomaly Investigation Brief
Investigate unexpected GA4 attribution shifts, isolate their likely causes, and produce evidence-based verification checks, findings, and corrective actions.
Business KPI Dashboard Trust and Definition Audit
Audit a business KPI dashboard for ambiguous metric definitions, unreliable data sources, stale logic, conflicting reports, ownership gaps, and decision risk.
Spreadsheet Model Error and Assumption Review Pack
Review spreadsheet models for formula errors, assumption risks, hardcoded values, hidden logic, version issues, missing checks, and decision readiness.
Month-End Close Evidence and Variance Review Pack
Prepare month-end close evidence, reconciliation checks, variance explanations, owner actions, approval gates, and reporting risk notes.
Product Analytics Event Taxonomy and Tracking QA Brief
Design or audit product analytics event taxonomy, tracking rules, properties, funnels, QA checks, ownership, and reporting risks.
Enterprise Data Access Review and Permission Cleanup Plan
Review enterprise data access permissions, identify excessive access, sensitive data exposure, stale users, owner gaps, cleanup actions, approval gates, and recertification needs.
Finance Forecast Variance, Cash Runway, and Decision Review
Reconcile actuals, budget, and forecast; explain operating and accounting drivers; test cash runway scenarios; and produce evidence-linked actions, review gates, and executive decisions.