PropTech, Data, and the Edge of Decision-Making
Machine learning accelerates comp selection, lease abstraction, and demand forecasting. Pair algorithms with human judgment, especially around outliers and regulatory shifts. Establish model governance, back-test assumptions, and maintain clear audit trails to build trust with investment committees.
PropTech, Data, and the Edge of Decision-Making
IoT sensors and building analytics reduce energy use, predict maintenance, and improve comfort. Start with metering, anomaly alerts, and clear KPIs. Tenant transparency dashboards can boost satisfaction and renewals, turning operational excellence into durable income and valuation upside.