How WhoseTitle Scores a Homeowner's Likelihood to Sell

When you circle a neighborhood in WhoseTitle, every homeowner comes back with a likelihood-to-sell indicator — High, Medium, or Low — plus the individual signals that produced it. Nothing about that rating is a black box. This is exactly how it works, and why each signal earns its place.

The core idea: owners sell on schedules, not on whims

Top-producing agents don't cold call random addresses. They use public property records to find owners whose situation statistically precedes a sale — and the data for that is surprisingly knowable. Every signal below comes from county deed records, assessor rolls, and licensed property-data aggregators, the same sources behind skip tracing and circle prospecting.

Ownership tenure: the selling windows

How long someone has owned their home is the single most predictive public fact, but it isn't linear — it comes in windows:

• 5–7 years — the move-up window. This is when households historically outgrow a starter home and have accumulated enough equity to trade up. WhoseTitle tags these owners "Move-up window" and weights them as heavily as any long-tenure owner.
• 10–14 years — past the median. The national median length of homeownership hovers around 10–12 years. Owners past that mark are statistically overdue to list.
• 15+ years — downsizing territory. Long-tenure owners are often empty nesters sitting on decades of appreciation. When the data also flags a senior owner, WhoseTitle adds a downsizing bonus.

An owner three years into a mortgage scores nothing here — they almost never move.

0–4 years (just bought)None

5–7 years (move-up window)High

10–14 years (past the median)Elevated

15+ years (downsizing)High

Relative weights as described above — the 5–7 year move-up window counts as heavily as long tenure, and 15+ years earns a further bonus when the data also flags a senior owner.

Mortgage maturity and equity

An aging loan changes the math of selling. WhoseTitle reads two things from open-lien records:

• Mortgage maturing. When the primary mortgage is within about five years of payoff, owners frequently sell to cash out, downsize, or buy their next home outright.
• Equity position. High equity (we use 50%+ of estimated value, or the aggregator's own high-equity flag) means the owner can comfortably fund a move; free-and-clear homes score even higher. The reverse also matters: low-equity owners are penalized in the score, because they often can't afford to sell even if they want to.

Distress signals: urgency, not just probability

Two public-record events signal an owner who may need to sell rather than merely being likely to: pre-foreclosure (a recorded notice of default or lis pendens) and delinquent property taxes. These carry the heaviest individual weights in the score, and pre-foreclosure alone forces the likelihood indicator to High — an agent should see that owner at the top of the list no matter what else is true.

Predictive propensity and life events

WhoseTitle also ingests the data provider's own machine-scored sale propensity — a prediction trained on far more transactions than any single agent sees — and a set of life-event proxies: vacant properties, inherited homes, absentee owners, and tired landlords. The proxies are deliberately capped in the score so a stack of soft signals never outranks hard evidence. And one signal works in reverse: an owner who recently sold or bought is effectively removed from contention.

How the score becomes High, Medium, or Low

Every signal, its public-record source, and its role in one view:

Signal	Where it comes from	Role in the score
Ownership tenure windows	County last-sale date	Core weight; 5–7 and 15+ year windows score highest
Mortgage maturity	Open-lien records	Boost when the loan is within ~5 years of payoff
Equity position	Estimated value vs. liens	50%+ boosts; free-and-clear boosts more; low equity penalizes
Pre-foreclosure	Recorded default notice / lis pendens	Heaviest weight — forces the indicator to High
Tax delinquency	County tax collector records	Heavy weight; urgency signal
Sale propensity	Provider's machine-learned score	Independent prediction, blended in
Life-event proxies	Vacancy, inheritance, absentee, tired-landlord flags	Deliberately capped — soft signals can't outrank hard evidence
Recent sale or purchase	County deed records	Works in reverse — removes the owner from contention

Each signal contributes points; the total maps to the indicator you see next to every lead. The individual tags — "Tax delinquent," "Owned 16 yrs," "Mortgage maturing" — always stay visible alongside it, because the rating tells you who to call first while the tags tell you what to say when they answer. A pre-foreclosure owner gets a very different conversation than a 20-year empty nester with a paid-off house.

That pairing — triage plus evidence — is the whole point. If you're building a geographic farm, the likelihood indicator turns a list of fifty owners into an ordered call sheet, and the tags script the first thirty seconds of every call.