Shivani Garg
Senior Data Scientist @ PNC | Deep Learning, Automation
- Role
- Senior Data Scientist at PNC
- Location
- San Francisco, CA, US
- LinkedIn followers
- 500 followers
About Shivani Garg
With 5+ years of experience in data science, I specialize in developing innovative machine learning solutions that align with organizational goals and enhance operational efficiency. At PNC, I focus on fraud detection and prevention, leveraging advanced techniques to mitigate risks and streamline processes. Passionate about applying data-driven insights, I aim to empower teams with actionable intelligence while fostering a collaborative and inclusive environment.
Experience
Senior Data Scientist
Jan 2023 — Present
Lead development of a Positive Unlabeled Learning model detecting 6 insider fraud types, cutting false positives by 80% and reducing manual reviews.• Automated reporting across 11+ data sources (Python + SQL), saving 90+ hours per week and mitigating operational risks.• Designed fraud-monitoring metrics dashboards in Tableau to track 26 fraud types and inform model training.• Winner of PNC’s 2024 “Model Showdown” for optimizing customer friction strategies.• Researched advanced ML techniques (K-Prototypes, Fuzzy C-Means) for employee insider risk quantification.
Education
Georgia Institute of Technology
Master of Science - MS, Analytics
Virginia Tech
Bachelor of Science - BS, Computer Science
Virginia Tech
Minor, Mathematics
Virginia Tech
Bachelor of Science - BS, Computational Modeling & Data Analytics
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