Eliot Lee
Eliot Lee is a final-year Mathematics B.A. student at UC Riverside, graduating in 2025. He is a data-driven problem solver with a passion for data analytics, product development, and machine learning. Through internships at Mobalytics and leadership roles at UCR and Rose Hack, he has worked on game analytics, market research, and student engagement.
Outside the classroom, Eliot has built data-powered applications for emergency response, gaming insights, and financial tools, leveraging Streamlit, SQL, and cloud platforms. He is currently seeking a new grad role in product development where he can continue to grow to build impactful, data-driven solutions.
personal projects.
working in
PokeCoverage
in
Los Angeles, California
working as a
Creator
from
February 2025 to Present
- Developed PokeCoverage, a comprehensive Dash application that analyzes Pokémon team compositions to identify defensive weaknesses and recommend optimal team builds.
- Designed an intuitive interface allowing users to select Pokémon from a complete database, instantly visualizing type effectiveness across 18 different type matchups.
- Implemented advanced defensive coverage algorithms that calculate team-wide resistance and vulnerability scores, highlighting critical weaknesses requiring attention.
- Created a recommendation engine suggesting complementary Pokémon that address team vulnerabilities based on type matchups and defensive synergies.
- Built interactive visualization components displaying defensive coverage as heat maps and radar charts, enabling users to easily identify and address team composition gaps.
- Incorporated a team-building assistant that provides strategic advice on balancing offensive and defensive capabilities while maintaining competitive viability.
- Integrated a comprehensive Pokémon database with complete type information, abilities, and base stats to support informed team-building decisions.
working in
LAyudar
in
Los Angeles, California
working as a
Creator
from
January 2025 to Present
- Built and deployed a Streamlit platform to streamline fire relief efforts, connecting victims, volunteers, and shelters across Los Angeles.
- Consolidated shelter inventory from a directory of sites, with each site displayed as a card containing clickable Google Maps links for navigation.
- Integrated the Google Sheets API for real-time inventory updates, dynamically syncing changes from a Google Form to ensure accurate and timely data.
- Added a feature to visually highlight item statuses, marking in-stock or not-needed items with green/red messages for easy identification.
- Visualized supply trends through concise, interactive graphs displaying the last 7 days of inventory data to support resource allocation decisions.
- Implemented an automated webscraper to list a directory of Meal Distribution centers by World Central Kitchen.
working in
TFT Carousel
in
Remote California
working as a
Creator
from
September 2024 to December 2024
- Developed an interactive TFT unit carousel in Streamlit, visualizing over 60 units and 20+ traits, enabling real-time filtering and synergy exploration
- Implemented a card directory with skill and trait maps, displaying ability descriptions, unit costs, and ability costs to provide deeper gameplay insights
- Designed a dynamic UI with custom Streamlit components and HTML/CSS, improving user experience and data accessibility for players and analysts
- Optimized dataset reactivity, ensuring seamless updates as users interact with unit traits, abilities, and cost-based filters.
- Teamfight Tactics (TFT) is Riot Games’ popular auto-battler esports title, where players draft champions, build synergies, and compete in strategic battles.
working in
Divvy - Web-based Bill Splitting Application
in
Remote California
working as a
Creator
from
January 2025 to January 2025
- My first Streamlit project done in a 12 hour code sprint.
- Implemented a web-based bill-splitting tool using Streamlit, enabling users to divide expenses among multiple participants.
- Designed an interactive UI for inputting subtotal, tax, and tip amounts, with dynamic tax percentage calculation.
- Acted on feedback and applied a per-person share breakdown based on individual item totals.
- Deployed the app for public access, showcasing Python skills in data-driven web application development
working in
Wordle Unlimited
in
Remote California
working as a
Creator
from
January 2024 to January 2024
- Developed a custom Wordle Unlimited game in Python using Pygame, my first personal Python project, which was downloaded by a few friends.
- Optimized gameplay for keyboard-only interaction, allowing players to start a new game with the Enter key instead of clicking, improving flow and efficiency.
- Designed a local, offline version with a compact window for easy Alt-Tab access, ensuring a seamless gaming experience without requiring an internet connection.
- Implemented an optional stats page, accessible on demand via click, rather than interrupting gameplay after each solve.
experiences.
working in
Gaming Market Research
in
Remote California
working as a
Data Analytics Intern
from
April 2024 to June 2024
- Conducted comprehensive market research and data analysis on two major e-sports titles, analyzing key performance indicators and in-game decision-making patterns
- Generated actionable insights on player behavior, gameplay mechanics, and community dynamics to inform strategic decision-making and potential business expansion opportunities
- Participated in weekly standups, presenting in a final capstone presentation towards the cohort and staff leads.
working in
Ad Astra Behavioral Analytics Service Group
in
Remote California
working as a
iOS Swift Design Intern
from
March 2022 to September 2022
- Fabricated app proposals alongside a 7+ intern team to meet client Ad Astra Behavior Analytic Services’ needs
- Attended weekly standups with mentors and client for constructive feedback on prototypes
- Presented our prototype in a final capstone presentation to our local client & group leads
- Completed a complementary 180 hour online course for iOS Swift.
organizations.
working in
Association for Computing Machinery
in
Riverside, California
working as a
Vice President
from
Feb 2023 to Feb 2024
- Implemented an ACM Intern program to streamline and train next year's ACM Board Members
- Managed 15+ weekly workshops towards soft skills, on-campus tech events, and hackathon preparation
- Spearheaded Data Science Workshop series, increasing the number of data science majors in ACM by 50%
teaching.
working in
Mathematics
in
Los Angeles, California
working as a
Private Tutor
from
June 2024 to Present
- Currently tutoring 5 students in geometry, algebra, and precalculus, providing personalized coaching to strengthen problem-solving skills.
- Helped students achieve A+ grades (top 10% percentile) in their math classes through targeted lessons and structured practice.
- Designed interactive lessons incorporating real-world applications and visual aids, improving conceptual understanding and retention on a student-by-student basis.
- Created custom worksheets, quizzes, and review sessions, leading to measurable improvements in test scores and confidence.
working in
ACM Data Science Workshop Series
in
Riverside, California
working as a
Tableau Workshop Lead
from
Aug 2023 to Aug 2023
- Led a Data Visualization workshop for ACM's Data Science Series
- Worked with 10-15 attendees teaching dataset connections, dashboard development, interactive filters, and a mini project
- Prepared a walkthrough project for attendees to follow along.
- Structured a digestible presentation for even our most novice attendees
working in
CNAS Learning Communities
in
Riverside, California
working as a
Peer Academic Leader
from
August 2022 to January 2023
- Oversaw staff interactions with approximately 1500 first-year students and collaborated with 24 mentors to assist STEM learning for first-years
- Led transition of the program from remote to in-person environment while increasing program enrollment by 20%
- Directed 2 weekly discussions to teach work life balance, develop career plans, monitor academic progress, and provide rationale for university policy and procedures