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.
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 on CMS Open Payments + Medicare Part D. dbt + Postgres + Streamlit + Groq LLM. Live demo linked.
Power BI case study on NovaMed’s 2023 sales, customer segments, and product performance across global markets.
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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