Financial Analyst · Data Scientist · Systems Builder
I build the systems that turn operational data into decisions — pipelines, models, applications, and the infrastructure under them.
I analyze freight revenue and forecast performance for a global cargo network, and I build the systems that do it — data pipelines, models, applications, and the infrastructure underneath them.
Selected work
Things I've built
Each one is a full case study — the problem, the data, what I built, and what it produced. Several run as live demos in the browser.
12 projects
- 01 Trucking Cost & Revenue Intelligence Dashboard A Python-generated dashboard that turns monthly freight cost and revenue data into a decision tool — scoring every station on cost efficiency versus the revenue it enables, with a live what-if simulator on top. Analytics & Automation Python, pandas, Plotly 2026 live
- 02 Trucking Pulse — Shared Mailbox Triage Console A triage console for a cargo trucking team's shared mailbox. It reconciles every saved email into a local database, scores and files it, and shows the team what needs action now, which stations are struggling, and what a lane should cost. Five releases from a static dashboard to a tested, bilingual web app. Software Python, SQLite, standard-library HTTP server 2026 live
- 03 Groundwork — Capital Request Intake A front door for capital requests. Turns a plain-language need into a structured five-section request, scores it the way Finance actually reads it, coaches it with guided questions, and blocks it until the non-negotiable items are met. Software Python, SQLite, standard-library HTTP server 2026 live
- 04 StudyForge — Agentic Study Pipeline Turns textbooks, papers, and language material into grounded, exam- or goal-targeted study output, then delivers it to your inbox one section at a time — and, as the same targeting idea generalized, language-proficiency plans and job-specific interview prep. A four-agent Python pipeline with grounding checks and a FastAPI dashboard. Data & AI Python, FastAPI, Anthropic API 2026 live
- 05 The Flyback Machine — Flight History to Calendar Reads flights out of boarding passes, confirmation emails, and itinerary screenshots, de-duplicates them against each other, and exports the result as calendar events a flight tracker can import. One self-contained HTML file with no backend. Data & AI JavaScript, vision LLM APIs, ICS 2026 live
- 06 FrameMatch — Video Similarity Detection A tool that finds re-encoded, trimmed, or resized copies of a video by fingerprinting frames and matching them — built through three versions, ending on ORB feature matching parallelized across CPU cores. Data & AI Python, OpenCV, ORB 2025 live
- 07 Parlay Outcome Simulator A daily pipeline that accumulates live sportsbook odds, and a simulator that reconstructs what a given set of picks would have paid — built to answer a question a group of friends kept asking and never resolving. Data & AI Python, pandas, The Odds API 2025 live
- 08 Market Data Reporting Pipeline A scheduled Python pipeline that ingests market data, computes portfolio performance, and delivers daily and weekly reports without anyone opening a spreadsheet. Analytics & Automation Python, pandas, SQLite 2025 live
- 09 StarStruck — Engineering Career Map An interactive graph that maps fields to the skills they need, the education that grounds them, and the careers they open — and hands concrete goals off to the mentorship tracker. Data & AI JavaScript, custom force-directed layout, SVG 2025 live
- 10 Waypoint — Mentorship Platform A college and career mentorship platform for underserved high school students — student journals, a cohort forum, and credit-based progress tracking. No longer operating; rebuilt here as a working demo from my original source. Software JavaScript, Velo, Wix Data 2025 arch
- 11 Detection Lab — Active Directory A self-contained Windows domain and Linux network built to generate realistic telemetry, then instrumented to see whether common attacker behavior actually shows up in the logs. Security & Systems Windows Server, Active Directory, Kali Linux 2025 live
- 12 This Site — Portfolio Platform The site you're reading. A custom Python static site generator, a hand-built design system, and four self-contained browser applications — built to consolidate scattered projects into one place and prove the work is real. Software Python, Jinja2, Markdown 2026 live
Nothing filed under that track yet.
What I work with
Languages & query
Python, SQL, TypeScript, VBA, Bash
Data & ML
pandas, scikit-learn, OpenCV, FAISS, Jupyter, Alteryx, Tableau
Systems & delivery
FastAPI, React, Tailwind, Node.js, Docker, Git
Security
Linux, Active Directory, Wireshark, Metasploit, Splunk-style log analysis
Certified CompTIA CySA+, CompTIA Security+, CompTIA Network+, Alteryx Designer Advanced, Alteryx Designer Core
From the lab
All writeups →2025-05-18 · T1558.003
Service ticket requests, and what they look like in the log
Simulating service ticket abuse in the lab, then working backwards to the Event IDs and query that would catch it.
2025-03-02
OverTheWire Bandit — Linux fundamentals, levels 0–5
A working log of the first six Bandit levels — completed 0 through 5 — framed as the Linux and shell concepts each one drills, not as answers to copy.