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pharmaceutical-analytics

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End-to-end computational platform for pharmaceutical-grade cancer biomarker discovery. Integrates multi-omics data, machine learning, and clinical validation frameworks for precision oncology applications.

  • Updated Dec 1, 2025
  • Python

This project analyses ten years of clinical trial activity across major pharmaceutical sponsors to identify pipeline efficiency, phase attrition and therapeutic area trends. It delivers strategic intelligence applicable to drug development planning, regulatory strategy and life sciences investment decisions.

  • Updated Jun 10, 2026
  • Jupyter Notebook

DiD-based engine measuring drug substitution coefficients across 150+ pharmacy markets. For each of 6,264 drugs: COEF_1 (retention on stockout), decomposition (COVERAGE × CONDITIONAL), and composite RELIABILITY_SCORE. Python pipeline, parallel processing, 16 validation invariants.

  • Updated May 11, 2026
  • Python

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