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Monitoring & Reporting

Conflicting trial status stalled go/no-go reviews: CTMS, eTMF & finance unified

9 February 2026|

Stage-gate reviews stalled as trial status conflicted across Clinical Trial Management System (CTMS), electronic Trial Master File (eTMF), and finance plans, with late Regulatory and Safety input. We unified sources in a governed model with approvals. Decisions were clearer, audit-ready, and required less rework.

Audience metric drift stalled greenlights — Databricks & ThoughtSpot unify views

9 February 2026|

Greenlight decisions dragged as audience and cost metrics conflicted across device logs, partner feeds, and finance sheets. We unified events in Databricks, layered a rights-aware profitability model, and delivered certified ThoughtSpot Liveboards with approval gates. Reviews aligned faster with less rework and clearer trade-offs.

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