Work Experience

Professional experience and contributions.

I

IDX Exchange
Internship

May 2026 - Present
Data Analyst Intern
Real estate data analytics and Tableau dashboarding for California market and competitive analysis.
  • Built Python/pandas workflows to clean, validate, and combine 1M+ residential CRMLS real estate records across Sold and Listing datasets.

    Python
    pandas
    ETL
    Data Cleaning
    CSV Processing
  • Integrated mortgage-rate data with MLS records to support market trend analysis across price, volume, listings, and days-on-market metrics.

    Real Estate Analytics
    Exploratory Data Analysis
    Data Integration
  • Created data-quality flags for missing values, duplicate columns, invalid dates, negative DOM, and geographic coordinate issues while preserving row counts.

    Data Validation
    Data Quality
  • Developed Tableau dashboards for California Market Analysis and Competitive Analysis, including agent, office, ZIP-level, and market-share insights.

    Tableau
    Dashboard Development
    Competitive Analysis
H

Handshake AI
Contract

Nov 2025 - Present
AI Trainer
LLM interface training and multimodal evaluation to improve real-world AI reliability.
  • Built multimodal evaluation pipelines to surface AI failure patterns across model outputs.

    LLM Evaluation
    Pipelines
    AI Systems
  • Generated prompts, rubrics, and benchmark datasets for training and evaluation workflows.

    Prompt Design
    Rubrics
    Dataset Design
K
Ticket Sales Analyst
Ticketing analytics for pacing, status KPIs, and post-COVID demand shifts.
  • Built a Streamlit dashboard tracking ticket-sales pacing and status KPIs for decision support.

    Python
    Streamlit
    Dashboard Development
    KPI Tracking
  • Quantified a post-COVID ticket sales shift (~32% decline) to inform planning and outreach.

    Analytics
    Time Series
    Reporting
R

RedLeg Brewing Company

Aug 2024 - Apr 2025
Supply-Chain & Optimization Analyst
Customer segmentation and route optimization for supply-chain efficiency.
  • Built a Python pipeline for customer segmentation using K-means and DBSCAN.

    Python
    Clustering
    K-means
    DBSCAN
  • Automated route optimization with a genetic algorithm and Google Maps API, improving efficiency by ~25%.

    Genetic Algorithms
    Route Optimization
    Google Maps API

Research Experience

Academic and laboratory research work.

U

United States Air Force Academy
Econometrics

Oct 2024 - Oct 2024
Instructor Research — Merit Aid & STEM
Econometrics research linking merit-aid policy timing to STEM completion outcomes.
  • Mapped merit-aid policy timing to individuals using ACS 2009–2011 data.

    Econometrics
    ACS
    Data Mapping
  • Estimated effects of merit-aid timing on STEM completion.

    Causal Inference
    Statistics
    STEM Outcomes

Clubs & Organizations

Student organizations and teams.

I

Illinois Data Science Club

Sep 2025 - Present
Treasurer
Financial operations and support for club programming and member initiatives.
  • Managed club finances and supported data science community events and initiatives.

    Leadership
    Operations
    Budgeting
C

Cadet Wing & Squadron Leadership
USAFA

Jun 2021 - Apr 2025
Basic Military Cadet Trainer | Delta Flight Commander | IT Officer
Cadet leadership across training, flight command, and IT operations.
  • Organized 20+ major events for ~100 cadets while enforcing standards and teamwork.

    Leadership
    Operations
    Event Management
  • Supported squadron IT needs and day-to-day operational readiness.

    IT Support
    Team Coordination