Professional experience
Data scientist
INSIGHT2PROFIT , Beachwood - Permanent contract
From August 2021 to Today
Machine Learning Development and Implementation:
- Utilized pre-trained transformer models to gather semantic contextual embeddings for customer and product master attributes and perform segmentation across four clients in different industries
- Created an XGBoost model in R that generated win/loss probabilities and optimized client margin target recommendations based on the expected value of the quote
- Built and implemented XGBoost in Python to produce monthly target margin recommendations for thousands of customer/product combinations based on client historical transaction data
- Employed mixed effects regression modeling to align historical costs and margins to account for market and business strategy changes to utilize in pricing model development
Production API Model Development:
- Defined requirements across all involved teams and built the model implementation of a framework that allowed clients to test and deploy new model parameters within their application
- Developed and released production ML models within the CI/CD framework in Github
- Leveraged PyTest unit testing infrastructure to ensure long-term stability of deployed code
Model Communication:
- Created and presented content to C-Suite level audiences to communicate pricing model structure
- Recommended and explained advanced statistical and machine learning approaches to non-technical project delivery teams
Internal Team Development:
- Led Associate Data Scientists through implementations of technical projects and provided guidance on next steps for machine learning and statistical analyses
- Conducted over 50 interviews for Data Scientist candidates including live coding and case study
Additional training
Bachelor's of Science in Economics
John Carroll University - Economics
2016 à 2020
Technical economic training in a the Boler College of Business built upon a Jesuit liberal arts foundation focusing on the development of the whole person. Classes taken in philosophy, communication, statistics, calculus, economics, econometrics management, marketing, finance, and public policy. Additional course work completed to obtain minors in data science and French
Associations
Degree
Languages
Anglais - Langue maternelle
Français - Courant
Skills
Hobbies
- Economics
- Business
- Pricing
- Optimization