The built environment is being repriced, rethought, and rebuilt. I help institutions and investors navigate what comes next.
I work with institutions, developers, investors, and public agencies on complex questions where architecture, real estate economics, construction delivery, and building technology converge — where getting the answer right changes the trajectory of the asset, the portfolio, or the city.
across 115 enterprises
RE finance & urban tech
by advisory work
Between 2019 and 2025, we tracked 162,000+ workplace spaces across 115 organizations — one of the largest post-pandemic occupancy datasets in the industry. The findings are unambiguous: utilization has stabilized near 30% of pre-pandemic levels, and the patterns are structural, not seasonal.
This represents a trillion-dollar repricing event hiding in plain sight. Buildings optimized for a five-day, full-occupancy model now carry excess infrastructure, energy costs, and lease exposure that erodes value every quarter.
But inside every underperforming asset is a repositioning opportunity — if you have the data to see it and the cross-disciplinary expertise to execute it. That's exactly what we do.
We're entering an era where digital twins don't just model buildings — they drive decisions in real time. Where AI-enabled delivery pipelines compress timelines, reduce rework, and increase certainty across large programs. Where physical automation — robotics, sensor-driven QA/QC, and adaptive environmental systems — transforms how buildings are constructed, maintained, and experienced.
My work spans this entire lifecycle: from IoT-enabled adaptive systems researched at MIT Media Lab to smart building operating strategies that optimize energy, spatial performance, and tenant experience post-occupancy.
Digital Twins & Real-Time Analytics
Continuous performance data transforming static buildings into adaptive, self-optimizing assets — from energy management to occupancy intelligence.
AI-Enabled Construction & Automation
Robotics, sensor-based QA/QC, and machine learning reducing schedule risk, improving safety, and increasing certainty across design-build programs.
Smart Buildings & Sustainability
Data-driven strategies for adaptive reuse, carbon reduction, and operational performance — making existing stock work harder before building new.
Designing a two-campus growth strategy for 1,200 students and a $25M+ capital campaign
Building one of the industry's largest post-pandemic workplace utilization datasets
Developing IoT-enabled adaptive workplace systems with real-time spatial reconfiguration
Sensor-driven occupancy analytics and environmental optimization for commercial interiors
Feasibility analysis for converting underutilized commercial assets to higher and better use
Converting a medical clinic portfolio to mixed-use with attractive investor returns
Go-to-market and platform strategy for PropTech and real estate technology ventures
Post-Pandemic Workplace Utilization: A Longitudinal Analysis of 115 Enterprises
Temporal Dynamics of Corporate Real Estate: Utilization, Adaptation, and Value Creation
IoT-Enabled Adaptive Workplace Systems: Sensors, Algorithms, and Spatial Reconfiguration
Real-time Architecture: Quantifying the Spatial Performance of Workplaces
CityHome 02: Adaptive Living Systems and Tokenized Spatial Ownership
Machine Learning for Spatial Performance Prediction in Commercial Real Estate
- 01 Economics lead, design follows. A beautiful building that doesn't pencil is a liability. I start with the investment thesis and work backward to the spatial strategy.
- 02 Evidence over intuition. I bring proprietary occupancy data, market analytics, and computational modeling — not opinions dressed as strategy.
- 03 Full-stack thinking. Architecture, real estate finance, construction delivery, and building technology aren't separate disciplines — they're one decision made from different angles.
- 04 Decision-ready deliverables. No 200-page reports that gather dust. Every engagement ends with a clear recommendation and the evidence to back it up.
Navigating a complex real estate, strategy, or technology question?
I'm happy to have a conversation — whether it leads to an engagement or simply a useful exchange of perspectives. The best advisory relationships start that way.