Data Scientist skilled in NAtural Language Processing (NLP) with documented history of discovering methods to intelligently use data to enhance user experience. Effectively researches techniques for novel approaches to problems, develops prototypes to assess viability of approach and deploys application into production.
Overview
10
10
years of professional experience
Work History
Senior Data Scientist
SMG - Service Management Group
01.2019 - Current
Recent work:
Redesigned poorly implemented API serving a suite of BERT-based text analytic models into a queue consumer pattern, resulting in a 90% reduction in operational costs
Developed question answering and summarization tool utilizing OpenAI models supporting our professional consulting services to provide in depth text analytics
Researched efficacy of different embedding models to support a Retrieval Augmented Generation (RAG) system (both proprietary and open source) and techniques aimed at minimizing embedding storage requirements; primarily dimensionality reduction and quantization
Developed cutting-edge Natural Language Processing (NLP) system by fine-tuning open-source LLMs via LORA, focused on uncovering low level actionable insights within a piece of text rather than merely generating high level tags.
Implemented API's and batch processing functionality for the NLP system using VLLM, Triton Inference Server, Redis caching, and Azure Functions
Used creative spline regression technique, coupled with derivative analysis of the spline objects, to identify customer experience survey features with the highest expected ROI.
Mapped survey features to low level text features to provide actionable suggestions to realize said ROI
Business Intelligence Analyst
SMG - Service Management Group
07.2015 - 01.2019
Designed and built customer facing suite of BI dashboards for over 100 clients, allowing customers to access and interact with SMG’s proprietary location tracking customer experience SurveyMini dataset
Created R and Python scripts for running custom analyses of SurveyMini data not supported within BI dashboards
Provided professional analytics services for clients, combining standard customer satisfaction data with ocation tracking data from SurveyMini
Supported research analysts throughout the company in understanding how to use the BI dashboard to do ad-hoc analyses for their clients.
Research Analyst
SMG - Service Management Group
08.2014 - 06.2015
Analyzed customer satisfaction data to provide clients with insights to improve their organizational performance.
Education
Master of Science - Agricultural and Natural Resource Economics
The University of Connecticut
Storrs, CT
01.2013
Bachelor of the Arts - Economics; Business Administration