This workflow automates the critical but labor-intensive process of forecasting future market balance. It ingests granular data on supply—from building permits, construction starts, and zoning approvals—and demand—from job growth, household formation, and migration flows. By aggregating and modeling this data at the submarket level, it identifies future pockets of oversupply or undersupply 12-36 months out. The operational upside is precise: it replaces weeks of manual data gathering and spreadsheet modeling with a continuously updated system, enabling faster, more confident acquisition and development decisions that directly impact project IRR and portfolio risk.




