Ranks the opportunity spaces in the India Cardiac market where Cipla has a sustainable right to win. A deterministic engine computes every figure; the model only narrates what the tools return.
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Updated
Jul 27, 2026 - Python
Ranks the opportunity spaces in the India Cardiac market where Cipla has a sustainable right to win. A deterministic engine computes every figure; the model only narrates what the tools return.
Power BI case study on NovaMed’s 2023 sales, customer segments, and product performance across global markets.
Pharma commercial analytics on CMS Open Payments + Medicare Part D. dbt + Postgres + Streamlit + Groq LLM. Live demo linked.
Every row accounted for: a PySpark medallion lakehouse where bronze_in = silver_kept + quarantined + deduped is asserted per batch and re-runs are checksum-verified no-ops. YAML contracts gate each layer, violations quarantined with reasons. 1.22M rows through bronze/silver/gold in 236.6s on 2 cores. Fabric/Databricks pattern, runs on a laptop.
Pharma commercial analytics project — SQL Server star schema + Power BI dashboard covering product, geography, channel, concentration, sales-force, and time-trend analysis.
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