Work Experience
GlobalIDs
Data Science Intern
July 2020 - May 2021
GlobalIDs is an enterprise data management firm managing large corporate databases including Fortune 500 companies.
The project: (1) Deterministically decipher noise values, in general, from any column of unlabeled categorical data. (2) Scale general noise detection methods to multi-column and relational databases
Accomplishments/responsibilities:
- Created a new data validation algorithm using NLP techniques to decipher anomalies in columnar datasets, deployed to client software within 3 months
- Managed deliverables for a team of 6 interns and communicated progress with other teams across the 100+ person company, working with both managers and coders
- Developed a multi-columnar noise detection model that identifies anomalies between related values at the row-level of datasets
- E.g. If a city and zip were both valid in their own right, but did not match semantically (i.e. 02110 and New York City), we wanted to identify that as noise
GlobalIDs gave me a glimpse into project management as well as the opportunity to work on cutting-edge data science projects for high-profile clients.
Nuvera
Data Automation Co-op
January 2020 - May 2020
Nuvera is a manufacturer of zero-emissions hydrogen fuel cells and engines.
The project: Build an extensible Python application for test engineers that serves as a “hub” for their data automation processes, enhancing existing visualizations and adding new ones.
Accomplishments/responsibilities:
- Replaced 5+ VBA macros with a streamlined desktop GUI application using Python
- Changed over 50% of company data analysis language from VBA to Python within 5 months
- Deployed application to every test engineer’s desktop which became the hub for all automation and analysis tasks
- Introduced logistic regression model to predict probability of stack failure in the field
Nuvera gave me the opportunity to champion a project from concept to completion and make an impact on the company’s data automation processes.
Sustainable Princeton
Carbon Emissions Data Analyst
April 2019 - July 2019
Sustainable Princeton, is a 501(c)(3) nonprofit whose mission is to lead community change to reduce greenhouse gas emissions and strengthen climate resilience.
The project: Quantify and contextualize transportation emissions in Princeton, and provide facts and figures to advise on the most effective options in addressing those emissions.
Accomplishments/responsibilities:
- Quantified the emissions benefits of various green policies for a team of strategists lead by Princeton professors and local experts
- Provided key transportation figures in the development of Princeton’s 30-year Climate Action Plan (presented) to the municipality in July 2019
- See the report here
- Figures I worked on can be found between pages 26-34
With Sustainable Princeton, I was able to combine my passions for analytics and sustainability while also contributing to a charitable cause for my hometown.
Robert Cerutti Architect
Web Developer
June 2018 - June 2019
Robert Cerutti Architect, is a multi-faceted professional design firm located in Princeton, New Jersey.
The project: Build a new website to highlight the firm’s wide range of commercial, educational, institutional, and residential projects and attract more customers.
Accomplishments/responsibilities:
- Revamped website using Dreamweaver CC to adhere to the principal architect’s meticulous design requests
- Ensured new projects can be added seamlessly by providing detailed 5-page documentation packet and through writing well-commented, extensible code
- Website can be found here