Maps, Movies, and Tools Worth Exploring
Live data apps, curious experiments, and consulting when you need it — less pitch, more product.
Who I Am
I build tools that turn complex data into clear decisions.
All of my public tools are free, because access to good data shouldn't be paywalled.
Financial Modeling
Sophisticated models for forecasting, valuation, and strategic planning
Data Analytics
Raw data transformed into meaningful insights with advanced techniques
Live Data Applications
Tools built on the same live pipelines as the maps below — designed to get you from noise to signal in seconds.
Conflict incidents from 18 news outlets — pipeline updates every 6 hours.
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Facts from the incident map pipeline — headlines, districts, and city data.
Snapshot from the conflict map export and feed health.
Mexico Conflict Map
Live interactive map tracking violence and conflict incidents across Mexico — sourced from 18 news outlets. Filter by type, state, intensity, and date. Heatmap, trend charts, incident list with search. Updated every 6 hours.
- See incident intensity by state in < 3 seconds
- Filter by type to isolate specific risks
- Export incident lists to your own models
Box Office Challenge
Best of five rounds: rank films by box office gross (highest first) — no inflation. Strong overall scores can join a Hall of Fame leaderboard. TMDB data; static game pool works offline, with optional Flask API for live rounds and submissions.
Toronto Incident Map
Interactive Toronto map for incidents, trends, and filters with live updates, map layers, and searchable incident summaries.
Poutine Directory
Live Canada poutine guide with searchable venues, menu-confirmed badges, community reviews, and a map explorer.
- Browse 3,000+ venues across Canada
- 856+ menu-confirmed spots with evidence badges
- Open the map explorer for nationwide coverage
Movies Hub
Box office rankings, top and worst rated films, search, trivia, quotes, and reviews. Powered by TMDB and movies-api.
Quick Experiments & Rabbit Holes
Live stats, tap-to-reveal facts, and a few apps built for curiosity over credentials.
Box Office Challenge
Rank five films by worldwide gross — no inflation. Beat 50% and you can chase a spot on the Hall of Fame leaderboard.
Movies Hub
Box office rankings, trivia, quotes, and reviews — a TMDB-powered rabbit hole when you have ten spare minutes.
Built for curiosity
Maps, movies, and word clouds — all free to poke at.
Consulting Services
Advisory, research, and data infrastructure built around specific decisions and deliverables, not open-ended hours.
Financial Modeling
Custom financial models tailored to your business needs. From DCF valuations to operational forecasting.
- DCF & Valuation Models
- Budget & Forecast Models
- M&A Analysis
- Scenario Planning
Data Analysis
Transform your data into actionable insights with advanced analytics, visualization, and reporting.
- Data Visualization
- Statistical Analysis
- Dashboard Creation
- KPI Development
Capital Markets
Expert analysis for equity, fixed income, and derivative markets to support investment decisions.
- Equity Research
- Market Analysis
- Portfolio Optimization
- Risk Assessment
Get In Touch
Interested in working together? Let's start a conversation.
Let's Connect
Whether you need financial modeling or data analysis, I'm here to help.