Aswin Ganapathy Subramanian
AVP Data Scientist @Amerant Bank
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WORK HISTORY
AVP Data Scientist @Amerant Bank
US
EDUCATION
Sri Akilandeswari Vidyalaya
10th
Shanmugha Arts, Science, Technology and Research Academy
B.Tech, Mechanical Engineering
The University of Texas at Dallas
Master's degree, Business Analytics
ABOUT ASWIN GANAPATHY SUBRAMANIAN
I am a Senior Data Scientist with experience of driving impactful business decisions through predictive modeling, decision intelligence, and applied machine learning.I specialize in translating ambiguous business problems such as customer retention, risk identification, pricing optimization, recommender systems, and portfolio performance into measurable, actionable outcomes that leadership teams can confidently act on. My work spans end-to-end ownership, from problem framing and feature strategy to model development, validation, and stakeholder adoption.I have built and deployed scalable analytics solutions across structured and unstructured data, including traditional ML models and GenAI-powered systems (RAG-based architectures and decision-support workflows), ensuring outputs are explainable, business-safe, and aligned with real operational decisions.I partner closely with product, operations, and senior stakeholders to balance model performance, interpretability, and usability focusing on driving adoption, not just accuracy. Core focus areas: • Decision Intelligence & Predictive Modeling • Customer Risk, Retention, and Growth Analytics • Applied Machine Learning & GenAI (RAG, LLM-driven insights) • Translating analytics into executive-level decisionsI am currently exploring Senior Data Scientist opportunities where data science and analytics is embedded directly into strategy, product, and operational decision-making.Contact Details:Email: a••••••••@gmail.comPhone:(46••••••05
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