Summary
Overview
Work History
Education
Skills
Websites
Timeline
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Nicholas Wright

Medford,MA

Summary

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

Roanoke College
Salem, VA
01.2011

Skills

  • Statistical Analysis (Regression, Classification, Dimensionality Reduction, Clustering, Topic Modeling)
  • Machine Learning/Deep Learning Frameworks (numpy, scipy, sklearn, xgboost, pytorch, transformers, sentence-transformers)
  • Natural Language Processing (NLP)/Text Analysis (both AI based and standard libraries: nltk, stanza, spacy)
  • LLM model parameter efficient fine tuning and quantization (LoRA, awq, gguf, gptq)
  • ML/LLM Model Deployment (Docker, FastAPI, VLLM, Triton Inference Server, Azure Functions)
  • Programming Languages( Python( advanced), R (moderate))

Timeline

Senior Data Scientist

SMG - Service Management Group
01.2019 - Current

Business Intelligence Analyst

SMG - Service Management Group
07.2015 - 01.2019

Research Analyst

SMG - Service Management Group
08.2014 - 06.2015

Master of Science - Agricultural and Natural Resource Economics

The University of Connecticut

Bachelor of the Arts - Economics; Business Administration

Roanoke College
Nicholas Wright