Case Studies
Fortune 50 Bank Achieves Significant Performance Gains with Snorkel Flow for News Analytics
Overview
Analytics & Modeling - Machine Learning Analytics & Modeling - Predictive Analytics | |
Finance & Insurance | |
Business Operation | |
Software Design & Engineering Services | |
Operational Impact
The bank achieved a 25+ point performance gain over the legacy vendor system and internal heuristic approaches. | |
The news analytics application developed with Snorkel Flow reached a +90 F1 score, indicating high accuracy in tagging and classification tasks. | |
The implementation was 45 times faster compared to the traditional hand-labeling process, significantly reducing the time required for data processing. | |
Quantitative Benefit
+90 F1 score for news analytics application | |
45x faster compared to hand-labeling | |
+25% performance gain over black box vendor system | |