What Makes a Property Candidate 'Research-Ready'
"Research-ready" is a gate, not an opinion. A candidate crosses it only when specific fields are present, attributed to a source, current enough to rely on, and free of unresolved contradictions. This piece sets out the concrete thresholds a candidate must clear before it reaches an analyst, and explains why readiness is measured separately from whether the property is a good acquisition.
What makes a property candidate research-ready?
A candidate is research-ready when its identity is resolved to a single physical asset, its material fields carry a source and a collection date, those fields are current within the freshness window, and no unresolved conflict undermines them. Readiness is a floor on evidence quality — enough for an analyst to begin work without re-verifying the basics. It is explicitly not a judgment that the property is worth acquiring; that conclusion belongs to the analyst.
Analysts waste effort when a worklist mixes genuine candidates with records that fall apart on the first look: a duplicate parcel, an owner name that no source actually supports, a lot-size figure with no provenance. The research-ready bar exists to keep that noise out. It is a checklist applied by the pipeline, and a candidate that fails any required item is held back until the gap closes rather than passed forward with a caveat.
The thresholds a candidate must clear
- Resolved identity — the candidate maps to exactly one physical asset, with any merged parcels documented.
- Attributed fields — every material field names the record it came from and when it was collected.
- Freshness — the underlying sources fall within the acceptable age window for their type.
- No unresolved conflict — where two sources disagree on a material field, the disagreement is reconciled or the field is marked unknown.
- Minimum field set — the fields an analyst needs to start (identity, ownership, basic physical descriptors) are present or explicitly flagged as unknown.
Note that an unknown value does not, by itself, disqualify a candidate. A field can be honestly absent and the candidate can still be research-ready, provided the absence is visible. What disqualifies a candidate is a value that pretends to be known without a source behind it. The bar rewards honesty about gaps and penalizes invented confidence.
Why readiness and quality stay apart
Research priority and investment quality answer different questions. Priority asks whether a candidate is ready to be examined; quality asks whether the property, once examined, is a fit for a mandate. Collapsing the two would let the pipeline imply an investment conclusion it has no authority to make. Keeping them apart means a research-ready candidate can still turn out to be a poor fit, and a promising asset can be held back simply because its records are not yet clean enough to defend.
| Dimension | Research priority | Investment quality |
|---|---|---|
| Question asked | Ready to study? | Worth acquiring? |
| Decided by | The pipeline's evidence gate | The analyst |
| Basis | Field presence, provenance, freshness | Judgment against a mandate |
| Can change with new data | Yes | Yes |
How the gate is applied
The gate runs after identity resolution and before ranking. Each required threshold is a deterministic check over the candidate's stored fields and their provenance metadata. A candidate that misses a required item does not receive a lowered score; it is withheld from the queue entirely until the missing evidence arrives, at which point it is re-evaluated against the same thresholds.
- —It does not mean the property is available, distressed, or attractively priced — none of those are asserted.
- —It does not certify that the public sources are themselves error-free, only that what is shown is faithfully attributed to them.
- —It does not substitute for legal, tax, or valuation review, which remain the analyst's responsibility.
Frequently asked questions
Can a candidate with unknown fields still be research-ready?
Yes, as long as the unknowns are shown as unknown and the minimum field set an analyst needs to begin is either present or transparently flagged. Honesty about a gap is compatible with readiness; a fabricated value is not.
Does a higher research priority mean a better deal?
No. Priority ranks how ready a candidate is to be studied. Whether it becomes a good deal is a separate judgment the analyst makes after the research, using the evidence the candidate carries.
See how candidates clear the research-ready bar.