Real ChatGPT answer · index seedDyx1uoDTSc8completeReal estate · home valuationinformational

What statistical methods are employed by valuation platforms to weight recent comparable sales over older historical transactions?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What statistical methods are employed by valuation platforms to weight recent comparable sales over older historical transactions?
2 real searches · 1 real-search pass
automated valuation model comparable sales recency weighting time decay weighted regression property valuation methodologyGoogle ↗
OBSERVEDComparison
hedonic price index repeat sales model time adjustment comparable property sales appraisal methodologyGoogle ↗
OBSERVEDReason

Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.

Query classes

Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.

ChatGPT real searches (2)
Short factOther / navigationalComparison50%ConsequenceReason50%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT2 real searches · gpt-6
automated valuation model comparable sales recency weighting time decay weighted regression property valuation methodology Google ↗
hedonic price index repeat sales model time adjustment comparable property sales appraisal methodology Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
automated valuation model comparable sales recency weighting time decay weighted regression property valuation methodology
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
hedonic price index repeat sales model time adjustment comparable property sales appraisal methodology
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1