Pyaar Data Factory
Transform your healthcare data challenges into actionable insights. We specialize in building robust data platforms, ensuring data quality, and enabling real-world evidence generation for life sciences and healthcare organizations.
Who this is for
You’re a mid-size to large healthcare or insurtech organization that needs a product manager who actually understands data. The kind of PM who can translate clinical and operational requirements into ship-ready specs, hold the line through regulatory review, and keep a roadmap honest under audit pressure.
Six years across hospital IT, clinical NLP platforms, FDA-regulated SaaS, and audit-ready dashboards says I can do that work.
What I bring
Healthcare Data Strategy & Roadmapping
Define what data products to build, what to measure, how to prioritize. Stakeholder alignment across clinicians, engineers, and execs, with regulatory implications baked in from day one, not retrofitted before launch.
Clinical NLP & RWE Pipelines
Real-world evidence platforms, structured and unstructured clinical text extraction, and audit-ready data delivery to pharma sponsors and CROs. Built and shipped at TargetRWE; transferable to any team needing regulatory-grade data products.
FDA-Regulated Product Management
Specs that survive 510(k) submissions, change-control workflows, traceability matrices, and the documentation auditors actually want to see. Years of VivoSense + Innolitics regulatory work across wearables, software-as-medical-device, and clinical trial tooling.
Data & Dashboard Migrations
Moving from legacy data warehouses to modern stacks (Snowflake, Databricks, BigQuery). Dashboard migrations across BI tools. End-to-end project management to keep teams shipping during the cutover, not pause-the-business overhauls.
AI/ML Product Discovery & Scoping
Translating “we should add AI” into specific product opportunities, feasibility analysis, data readiness audits, MVP scoping, and the success metrics that tell you whether to double-down or kill the idea.
Analytics & Content-Driven Growth
Setting up analytics infrastructure, writing content that ranks, and building audiences for healthcare and regulated companies that struggle with traditional marketing. Grew Innolitics’ online presence through analytics + content systems.
Healthcare Experience
TargetRWE - Real-World Evidence
Built and maintained enterprise data platforms for real-world evidence generation. Developed automated QC systems for data quality monitoring and implemented tokenization solutions for patient privacy compliance.
Vivosense - Digital Biomarkers
Led digital endpoint initiatives for decentralized clinical trials. Managed sensor selection, measure development, and V3 validation processes. Expertise in transforming raw sensor data into validated clinical endpoints.
GHX (Vendormate) - Healthcare Operations
Managed data infrastructure serving 175K active users, 6,000 hospitals, and 25K vendor companies. Processed 2M+ credential badges annually. Built automated reporting systems and established data/metadata governance practices.
Engagement Models
Project-Based
Fixed-scope engagements for specific deliverables: data platform design, pipeline development, or data quality audits. Starting at $500.
Advisory Retainer
Ongoing strategic support for data architecture decisions, vendor evaluations, and technical guidance. Starting at $1,000/month.
Embedded Partnership
Join your team as a fractional data engineer for ongoing implementation work. Flexible arrangements up to $2,000/month.
Ideal Clients
- Life sciences companies needing real-world evidence capabilities
- Digital health startups requiring data platform architecture
- Healthcare organizations modernizing their data infrastructure
- Clinical research organizations implementing decentralized trials
Get Started
Ready to transform your healthcare data operations? Let's discuss your challenges and explore how Pyaar Data Factory can help.
Pyaar Projects LLC | Data Engineering for Healthcare