
Resume
Work
Experience
2024-Present
Revel
Senior Data Scientist
Brooklyn, NY
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Lead algorithm developer for Rideshare consumer pricing; responsible for ideation, oppty sizing, algo development, and backend deployment
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Designed & partnered with engineers to implement a dynamic pricing system with high spatial precision for enhanced revenue optimization
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Led a transition from static to dynamic incentives (temporal and spatial), boosting operational efficiency and customer engagement
2022-2024
Revel
Data Scientist
Brooklyn, NY
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Created dashboards, evaluated A/B tests, and communicated insights to stakeholders within Rideshare; required advanced level of SQL
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Developed a rideshare demand & seasonality time series model with NYC gov’t & internal data, to help improve resource allocation
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Designed consumer incentive campaigns targeting 400k+ users, heavily contributing to a >100% improvement in a key profitability metric
2022
Verisk Analytics
Intern - Data Science Excellence Program
London, UK
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Team lead on an end-to-end project to improve a live product; involved data wrangling, querying, modeling, and deployment
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Fostered strong analytical & creative thinking due to computational complexity (>30MM observations) and lack of ground truth
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Developed and implemented an XGBoost model with a custom loss function to predict building-level targets using regional distributions
2022
Imperial College Business School
Data Scientist (Data Spark)
London, UK
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Collaborated with team of Imperial students as paid consultants for an advisory firm in the entertainment industry
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Collected and cleaned data from external APIs; built deep learning & unsupervised ML models to forecast cash flows for unique assets
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Awarded best ‘Individual Contribution to Client Relationship’ and remained on project individually to present to Head of Deal Advisory
2021
Bluebonnet Data
Data Analyst
Virtual
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Volunteer Data Analyst with a 2021 campaign for Boston City Council, responsible for voter targeting & outreach tracking
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Built a supervised learning model to classify >40,000 voters by turnout probability with ~80% test set accuracy
2019 - 2021
Wells Fargo Corporate & Investment Banking
Data Analytics & Strategy Associate (Equities)
New York, NY
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Business Analyst for Research Technology; managed development of client interaction & revenue dashboards used by 200+ employees
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Created & automated bespoke KPI reports for senior mgmt. in Equity Research & Client Strategy to present to Head of Equities
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Crafted data-driven strategy to target client outreach ahead of annual I.I. Survey (WF jumped from #12 in 2019 to #8 in 2020)
2017 - 2019
Wells Fargo Corporate & Investment Banking
Equity Research Product Mgmt. Analyst
New York, NY
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Created custom analytical tools in Excel for the Director of Research including a model quantifying Research Analyst profitability
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Managed cross-departmental regulatory project to acquire & store data from ~100k users, working with Tech to automate the process
Education
2020 - 2021
Imperial College London
MSc Business Analytics
Achievements: Samuel Eilon Prize for Best Overall Performance, Dean’s List, Distinction
Organizations: Student Staff Committee (Social Chair); Data Spark
2013 - 2017
University of Notre Dame
BA in Economics
Achievements: 3.95/4.0 GPA, summa cum laude, Glynn Family Honors, Phi Beta Kappa, Theodore S. Weber Award (highest Economics GPA)
Thesis: “Stress, Gender, and Prosocial Behavior: Why Can We Be Friends?”
Projects/Publications
2022
New York Times Sentiment Analysis with TensorFlow
Towards Data Science (TDS)
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Sentiment analysis on NYT article abstracts (pulled via pynytimes API) for the past four U.S. presidents’ first years in office
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Analysis performed first using TextBlob library, then using a custom TensorFlow model trained on a dataset of labeled tweets
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Results visualized using Tableau: Comparing U.S. Presidents' First Years (TDS)
2021
Visualizing Spotify Data with Python
Towards Data Science (TDS)
(TDS)
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Popular tutorial on how to use Spotify’s API and a copy of your streaming data to analyze your music taste (similar to Wrapped)
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Created a dynamic, linked dashboard in Tableau, allowing for filtering by month, genre, artist, etc. to gain further insight
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Follow-up project exploring the Spotify API’s “audio features”: Spotify API & Audio Features* (TDS)
Additional projects featured in TDS: Healthcare Price Disparities in NYC*| Medicare Claims | Pandemic in Perspective
* Indicates selected as Editor’s Pick
Skills
& Expertise
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Skills: Data Analysis, Data Visualization, Statistical Modeling, Machine Learning, Custom Algorithm Development & Deployment, Backend Development, Time Series Forecasting, A/B Testing, Project Management​
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Programming Languages: Python, SQL, R
- Visualization: matplotlib, seaborn, plotly, ggplot2, Mode, Tableau
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Engineering: Snowflake, PostgreSQL, NoSQL, DBT, Airflow
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Other: Git, AWS (SageMaker, S3, OpenSearch), Google Sheets, Excel, Amplitude, Segment, Prophet, Orbit
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Certifications: IBM Data Science Professional Certificate
Extras
Imperial Student Staff Committee: Business Analytics Social Chair
2021-2022
Elected by cohort of 80+ students to plan social events, generate sense of community, and serve as class representative to the program directors.
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Terminal Fall 2021 Europe Regional Competition | Citadel, Citadel Securities & Correlation One
2021
Strengthened object-oriented programming & collaborative coding skills in highly selective competition to create a winning algo.
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Women in Data: NYC Chapter Lead
2019-2021
Led a team of volunteers tasked with organizing in-person and virtual networking events (80+ attendees, most across organization) for women in data-related fields in the New York metropolitan area.
Interests
Comedy shows & podcasts, running in Prospect Park, books with excellent characterization and limited plot.