
AI Test Data Specialist
7 days ago
We are seeking a skilled Python AI Engineer to design and implement intelligent frameworks for synthetic test data generation.
This role will leverage AI/ML and Python automation to deliver high-quality datasets that reduce reliance on production data, accelerate testing cycles, and ensure compliance with FDA, EMA, and global 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 with variability and referential integrity.
- Develop connectors for Define-XML, Pinnacle21 validation, and statistical programming workflows.
- Apply generative AI 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 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.
Required Skills & Qualifications:
- Strong Python expertise (pandas, NumPy, scikit-learn, PyTorch/TensorFlow, etc.).
- Hands-on experience generating synthetic clinical data or applying CDISC standards.
- Familiarity with clinical data management systems (e.g., Medidata Rave, Veeva CDB, Oracle InForm).
- Knowledge of GxP/21 CFR Part 11 and regulated data handling.
- Experience with test automation frameworks and validation tools.
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