Shivani Sangamnerkar
Data Science Analyst @ JPMorgan Chase & Co. | Generative AI, Deep Learning
- Role
- Data Science Analyst at JPMorganChase
- Location
- San Francisco, CA, US
- LinkedIn followers
- 500 followers
About Shivani Sangamnerkar
Graduated with a Bachelor of Engineering in Computer Technology, now contributing as a…
Experience
Data Science Analyst
Feb 2024 — Present · Bengaluru, IN
Developed a machine learning model to forecast client attrition, leveraging historical behavior and transaction data to predict churn over a 6-month horizon—empowering proactive retention strategies and safeguarding $125M in revenue. Built scalable ETL pipelines on Databricks, transforming and optimizing high-volume financial datasets—reduced pipeline runtime by 30%, ensuring timely, consistent data delivery for analytics. Engineered a Transformer-based NLP pipeline for text summarization, automating ingestion, cleaning, and summarization of internal documents—eliminated 60+ manual review hours per month and improved consistency.Created a financial data extraction POC using OpenAI GPT API, automating insights from unstructuredreports—improved accuracy and speed of financial metric retrieval with minimal human input.
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