Tools & Applications
Open-source tools and applications built at the intersection of data science, spatial analysis, and real estate valuation.
A comprehensive macro monitor tracking seven dimensions of U.S. economic health, from Treasury yields and credit spreads to employment, construction, and metro-level growth. Auto-refreshes from FRED, BLS, and Census data and uses AI to summarize findings from actual data.
A comprehensive walk through of the Property Location Analysis Tool, an R-based system for evaluating real estate locations using geospatial data, demographics, and amenity analysis.
Drive-time isochrone analysis goes beyond simple distance measurement to reveal how traffic patterns reshape a property's effective market area throughout the day, with peak commute times potentially shrinking a location's customer catchment area by 30% or more. The interactive comparison at Franklin's Barbecue in Austin illustrates this by contrasting noon and 5:30 PM isochrones, demonstrating why time-aware accessibility analysis is essential for accurate retail site selection and trade area delineation.
RESO Data Field Harmonizer is a web app that standardizes MLS data by mapping CSV/Excel column headers to the RESO Data Dictionary. It combines exact and fuzzy matching with optional Gemini AI suggestions (using each user’s own API key) to quickly align messy or inconsistent fields to RESO standards. Users can review and adjust mappings, then export a clean, standardized CSV ready for MLS import.
View ProjectResidential Market Analysis is a "Valuation Grounded in Place" toolset that automates the most complex parts of a market conditions analysis. Rather than relying on simple averages, the platform uses regression analysis, paired sales identification, and external market indices (like Zillow ZHVI) to provide a 360-degree view of market dynamics.
How much does living on a busy street really cost homeowners? This proof-of-concept analysis uses hedonic pricing models and TxDOT traffic data to put a number on it, finding that Houston homes fronting roads with 10,000+ vehicles per day sell for roughly 7.8% less than comparable properties on quieter streets.
This document that analyzes Party City's lease portfolio following its December 2024 bankruptcy and store liquidation, combining a detailed company history with interactive visualizations (maps, charts, and tables) of roughly 700 auction lease listings categorized by rent range, state, city, and lease expiration timeline. It reads from a CSV of auction listings and produces a self-contained HTML report with interactive Leaflet maps, Plotly charts, and a filterable data table to help assess the commercial real estate impact of the closure event.
Interactive visualization of the Market Momentum Index, allowing appraisers to track market direction and velocity across geographic areas with time-series trend analysis.
Coming SoonA tool for computing and visualizing component-based depreciation curves, comparing traditional straight-line models against empirically derived survival analysis for building systems.
Coming Soon