auxo
BACK TO ARTICLES
Why Pharma’s Siloed Data Strategy is holding it Back
Written By -
Sara Martin & Shruti Gangradelinkedin
Why Pharma’s Siloed Data Strategy is holding it Back

Introduction

Pharma teams are swimming in data but often lack a unified view of what it means.
Primary Market Research (PMR) provides insight into what HCPs, patients, and payers believe. Real-World Data (RWD) shows how they behave. When used in isolation, each leaves gaps that result in blind spots and inconsistent narratives. When integrated, they deliver a complete, actionable view of the market, improving the speed, depth, and confidence of decision-making.

Why Integration Matters

Many pharma organizations still commission PMR and RWD initiatives separately, often through different partners. This fragmentation slows down insight generation, creates duplication, and makes it harder to connect the dots between stakeholder perceptions and actual behavior.
Engaging a single partner to design and execute both PMR and RWD allows for faster execution, deeper synthesis, and a shared context across research efforts. The result is stronger triangulation, more cohesive narratives, and greater alignment across cross-functional teams.
Integrated insight generation:
  • Delivers a more robust, holistic view of market dynamics
  • Enables more actionable and context-rich strategies
  • Builds leadership confidence through unified, data-backed narratives
  • Supports more targeted, effective omnichannel engagement

Key Areas where Integration is Necessary

Patient Journey & Market Mapping
RWD identifies real-world treatment transitions, drop-offs, and switches. PMR adds context, why those events happen, what emotions or knowledge gaps drive them.
Example:If RWD shows discontinuation between lines of therapy, PMR may reveal causes such as lack of perceived alternatives, treatment fatigue, or access confusion insights critical for shaping support and education initiatives.
Market Access Strategy
PMR reveals how payers and HCPs view a therapy’s value. RWD shows if that translates into favorable access or exposes barriers like prior authorizations or step edits.
Example:Even if PMR suggests payers are supportive, RWD may reveal restricted access in practice prompting more aggressive pull through strategies in specific geographies.
Forecasting
RWD supports uptake modeling and analog benchmarks, while PMR adds intent-to-prescribe signals that fine-tune projections.
Example:A product may resemble past launches in claims data, but if PMR shows HCP hesitancy around differentiation, forecasted uptake should be adjusted accordingly.
Field Force Strategy & Incentive Design
RWD highlights high-value prescribers and territories. PMR reveals how best to engage them whether through peer education, digital channels, or clinical storytelling.
Example:If RWD identifies key prescribers and PMR reveals preference for non-personal promotion, reps can shift to hybrid touchpoints and IC plans can reflect preferred engagement style.
Segmentation & Targeting
PMR defines segments by beliefs and prescribing logic. RWD grounds those segments in real world behavior and allows them to be projected to the HCP universe.
Example:A PMR defined segment of “proactive switchers” becomes useful only when RWD confirms which HCPs consistently switch therapies enabling precision targeting.
Messaging & Content Strategy
PMR uncovers message resonance, objections, and preferences. RWD adds timing and behavioral cues, helping marketers align messages with real-world decision points.
Example:If PMR shows safety concerns are a barrier to adoption, and RWD shows adherence gaps in legacy therapies, messaging can highlight real world safety outcomes to shift prescribing habits.
Launch Readiness & Early Performance Monitoring
PMR informs launch plans by gauging awareness and intent. RWD validates those assumptions post-launch, tracking prescribing velocity and regional variation.
Example:If prescriber intent is high in PMR but uptake is slow in claims, it may point to access or communication breakdowns triggering targeted follow-up.
Lifecycle Management & Brand Strategy
PMR tracks shifting perceptions; RWD shows evolving usage patterns or niche uptake.
Example:If RWD shows increased use in a specific patient subgroup, PMR can validate this trend and guide messaging or trial investment to support an indication expansion.

Conclusion

In a high-stakes, rapidly evolving environment, pharma leaders can’t afford to operate with fragmented insights. Integrating PMR and RWD with a single, insight-driven partner unlocks faster, more confident decision making grounded in both belief and behavior.

ProcDNA’s Value in Integrated Insight Generation

ProcDNA helps pharmaceutical companies bridge the gap between siloed research and strategic execution. Our approach delivers value through:
  • Integrated teams driving cross-functional insight generation:
    Our collaborative, cross-trained teams work across RWD analytics and primary research to deliver cohesive insights spanning patient journey mapping, market access strategy, segmentation, field force planning, and forecasting. This integrated model eliminates handoffs, accelerates execution, and ensures strategic alignment.
  • Custom-built GenAI tools:
    Our proprietary GenAI platform is custom-trained on your internal ecosystem scientific publications, market research studies, claims data, strategy decks, and more enabling teams to instantly surface insights, connect the dots across datasets, and accelerate decision making. It acts as a tailored, trusted knowledge engine built specifically for your organization, providing faster access to evidence-backed answers when you need them most.
Read More Articles