Synthetic Test Data Specialist

2 days ago

Mysore, Karnataka, India beBeeDataScientist Full time ₹ 1,50,00,000 - ₹ 2,00,00,000
Job Opportunity

We are seeking a skilled professional to design and implement intelligent frameworks for synthetic and automated test data generation.

This role will leverage AI/ML and Python automation to deliver high-quality, audit-ready datasets that reduce reliance on production data, accelerate testing cycles, and ensure compliance with regulatory standards.

Key Responsibilities
  • Build Python frameworks to generate synthetic clinical and operational datasets.
  • Produce CDISC-compliant datasets (SDTM, ADaM) for data transformation, analysis, and reporting workflows.
  • Simulate domain-specific datasets (adverse events, labs, demographics, drug exposure) with variability and referential integrity.
  • Develop connectors for Define-XML, Pinnacle21 validation, and statistical programming workflows.
  • Apply generative AI (LLMs, GANs, diffusion models) to model realistic clinical scenarios.
  • Create synthetic patient journeys across EDC, eCOA, CTMS, LIMS, and PV systems.
  • Use AI-driven automation to simulate rare or complex cases for stress and edge-case testing.
  • Ensure adherence to GxP, 21 CFR Part 11, HIPAA, and GDPR standards.
  • Implement anonymization/obfuscation while maintaining clinical and statistical fidelity.
  • Produce validation protocols and documentation for audit and inspection readiness.
  • Work with Clinical Data Management, Biostatistics, Pharmacovigilance, and Compliance teams to gather requirements.
  • Embed test data generation into CI/CD pipelines, trial simulations, and automated validation environments.
  • Partner with SMEs to validate AI-generated datasets for regulatory acceptability.

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