Business Analytics · CSUSM

Eliott Humes

Profile

I'm a business analytics student at CSUSM who got into data the hard way -running a high-volume tiki bar, building inventory systems from scratch, and launching an e-commerce business that did $40K in its first quarter.

Now I'm formalizing that instinct with statistical modeling, Python, and predictive analytics. I care about solutions that actually ship, not just slide decks.

Bartender of the Year

2023 · Santa Cruz Sentinel Readers' Choice

Skills

Data & Analytics

  • Statistical Modeling
  • Predictive Analytics
  • Time Series Analysis
  • Tree-Based Methods
  • Neural Networks
  • Data Visualization

Programming

  • Python
  • SQL
  • TypeScript
  • Rust
  • HTML/CSS

Tools

  • Git
  • Linux
  • React
  • Electron

Business Operations

  • Revenue Optimization
  • Inventory Management
  • Supply Chain Logistics
  • Market Analysis
  • Process Design

Projects

Selected work in analytics, automation, and business operations.

scry-index

A sorted map that learns where keys live instead of searching for them. Lock-free reads, CAS writes, 6-10x faster lookups than BTreeMap.

  • Rust
  • Data Structures
  • Concurrency

scry-learn

Full ML toolkit in pure Rust -no Python, no BLAS, no unsafe. 23 algorithms from random forests to neural nets, with a scikit-learn API so it feels familiar.

  • Rust
  • Machine Learning
  • Data Science

Grimoire

Mod manager for Deadlock. Browse GameBanana, install with one click, resolve conflicts automatically. Also tracks your stats and lets you design crosshairs.

  • TypeScript
  • Electron
  • React

Veil

Encrypted messenger I'm building from scratch. Identity from a 12-word seed phrase, group chat with key rotation, and relay servers that can't read your messages.

  • Rust
  • Cryptography
  • Networking

Chronology

Aug 2025 – Dec 2026

B.S. Business Analytics

California State University San Marcos

May 2024 – May 2025

A.S. Business Administration

Mt. San Jacinto College

Feb 2025 – May 2025

Founder

Snowflask

  • Launched e-commerce business selling international Pokemon cards via livestream, generating $40,000+ revenue in 3 months ($186/hr avg) through optimized sales channels.
  • Conducted market analysis to identify highest margin products due to international pricing inefficiency.
  • Set up custom logistics chain utilizing Chinese/Japanese suppliers and freight forwarders, ensuring smooth international inventory flow.
  • Managed all aspects of sales and fulfillment process flows, ensuring precise inventory management and positive customer interactions during high-volume live stream events.
Jan 2023 – Apr 2024

Bar Manager

Makai Island Kitchen

  • Developed BOH program for complex syrups/blends; optimized consistency and costs across all high-volume products.
  • Directed bar operations for award-winning tiki bar, where alcohol sales composed 38% of the $4M GAR.
  • Managed 15+ distributors; strategically expanded rum list to 200+ varieties.
  • Designed and implemented monthly special cocktail programs and custom menus to drive seasonal revenue.
  • Cultivated positive workplace culture, resulting in reduced employee turnover and increased team efficiency.
Sep 2022 – Dec 2022

Assistant Bar Manager

Makai Island Kitchen

  • Conducted time series analysis and linear regression of sales data.
  • Developed Python software to track inventory usage and costs using POS sales data.
Oct 2021 – Aug 2022

Bartender

Makai Island Kitchen

  • Crafted diverse cocktails and maintained exceptional guest satisfaction in a high-volume setting.
May 2021 – Sep 2021

Barback

Makai Island Kitchen

  • Supported bartenders; stocked ingredients, glassware, and equipment.

Let's Connect

Looking for internships, collaborations, or just want to talk data. Reach out.