Master Data Management (MDM) Platform

Pharmspective’s Master Data Management (MDM) platform is purpose-built for commercialization teams across the pharmaceutical industry. Our approach unifies disparate market data sources — such as sales, claims, access, and distribution data — into a single, harmonized data fabric. It empowers commercial, marketing, and access teams to make informed, compliant, and agile business decisions across brands, markets, and territories.

How the Platform is Maintained

The MDM platform is actively monitored and maintained through a combination of automated system checks and scheduled updates.

We apply regular enhancements to ensure compatibility with evolving data sources, scalability tuning, and strategic/ actionable client workflows.

Our team also maintains reference tables, metadata catalogs, and lineage tracking to preserve consistency and auditability across all client environments.

Quality Assurance (QA) Practices

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Every data integration and transformation process is subject to multi-layered QA checks, including automated validation rules, exception reporting, and manual review for edge cases.

Data quality is continuously monitored through completeness, accuracy, and timeliness metrics, with alerts triggered for anomalies.

Our QA framework is designed to be transparent and auditable, giving clients confidence that their commercial insights are built on trusted, validated data.

How We Interact with the Client Data Team

We work in close partnership with client data teams, aligning on governance standards, access protocols, and business rules before implementation.

Collaboration is structured around joint data stewardship, where our team manages the platform while the client retains oversight of business-critical definitions and hierarchies.

We provide clear documentation, workflow diagrams, and validation reports, reinforced by regular touchpoints and governance reviews, ensuring client teams can easily audit processes while the platform evolves in line with business needs, market changes, and compliance requirements.