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Healthcare & Life Sciences verified Verified Outcome TRL 9

Real-World Evidence (RWE) Acceleration

domain Client: A top global pharmaceutical company handshake Provider: Snowflake / Snowpark schedule Deploy: 2024
85 Impact
Enterprise Ready
Evidence Score: B/10
Strength: Medium

Executive Summary

ANALYST: COI RESEARCH

Migration of RWE workloads to an in-database processing model to accelerate regulatory hypothesis testing.

rate_review Analyst Verdict

"Low Risk. Keeping logic and data in the same platform simplifies governance and accelerates research cycles from 'batch' to 'interactive'."

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Full Audit Report Available Includes Risk Register, Technical Specs & Compliance Data.

warning The Challenge

Legacy managed Spark solution was performance-constrained and complex to manage. Processing large patient cohorts for RWE took hours, limiting the throughput of hypothesis testing.

psychology The Solution

Migrated to Snowflake using Snowpark. This allowed developers to execute Python/Java code directly inside the data warehouse, eliminating data movement penalties.

settings_suggest Technical & Deployment Specs

Integrations
Snowflake
Deployment Model
SaaS
Data Classification
Pseudonymized Patient Data
Estimated TCO / ROI
Improved
POC Summary ( to )

"N/A"

shield Risk Register & Mitigation

Risk Factor Severity Mitigation Strategy
Vendor Lock-in Low Standard languages (Python)

trending_up Impact Trajectory

Audited value realization curve

50% improvement in processing performance Verified Outcome
Primary KPIProcess 100M records in ~4 minutes
Audit CycleReduced operational overhead

policy Compliance & Gov

  • Standards: GxP
  • Maturity (TRL): 9
  • Evidence Score: B/10
  • Data Class: Pseudonymized Patient Data

folder_shared Verified Assets

description
Verified Case Study
PDF • Version 1
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Technical Audit
PDF • Audited
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The "Blind Verification" Protocol

How we verified these outcomes for A top global pharmaceutical company without exposing sensitive IP or identities.

Private
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1. Raw Evidence

Audit ID: #PRIV-467
Evidence: Direct SQL Logs
Public
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2. Verified Asset

Outcome: Verified
Ref ID: #COI-467

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