4108 Ardmore Rd

Method and limits. MSI v0.2-cuyahoga-2026-09 weights twenty-five public signals by how much each one changed the recorded four-month arm’s-length sale rate across all 388,000 residential parcels in Cuyahoga County, using the Fiscal Office’s January-2026 records so every owner-side signal predates the sales it is measured against, checked on a holdout the model never saw (the top 0.5% of homes by score sold at 4.9x the countywide rate, the top 1% at 4.2x). City of Cleveland permit, violation and 311 signals apply inside the city; elsewhere the page says so and scores on the county signals.: delinquent property tax +11, owner mails out of state +9, bought since 2024 +7, owner mails elsewhere +7, foreclosure flag +5, two or more units +3, homestead exemption (owner-occupied) +2, owned for 20 years or more -10, delinquent-tax payment plan -10. The "in 100 homes" figure is the model's fitted probability for this combination of signals. It describes homes like this one in aggregate; it is not a claim about this owner's intentions, and it is not LienSuite's paid deal score.