How do lenders calculate home appraisal values and why do discrepancies occur so frequently in fast moving real estate markets
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do lenders calculate home appraisal values and why do discrepancies occur so frequently in fast moving real estate markets
2 real searches · 1 real-search pass
Fannie Mae appraisal comparable sales adjustments market conditions changing markets appraisal effective date comparable sales guidanceGoogle ↗
OBSERVEDConsequence
Appraisal Foundation real estate appraisal sales comparison approach market conditions fast moving housing market appraisal discrepanciesGoogle ↗
OBSERVEDComparison
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)
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
Fannie Mae appraisal comparable sales adjustments market conditions changing markets appraisal effective date comparable sales guidance Google ↗
Appraisal Foundation real estate appraisal sales comparison approach market conditions fast moving housing market appraisal discrepancies Google ↗
- Adjustments to Comparable Sales · selling-guide.fanniemae.com
- Appraiser Update · singlefamily.fanniemae.com
- Appraiser Update · singlefamily.fanniemae.com
- Neighborhoods, Market Areas and Market Conditions for Lenders · sf.freddiemac.com
- Comparable Sales · selling-guide.fanniemae.com
- Sales Comparison Approach Section of the Appraisal Report · selling-guide.fanniemae.com
- Appraisal Institute Guide Notes · appraisalinstitute.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Fannie Mae appraisal comparable sales adjustments market conditions changing markets appraisal effective date comparable sales guidance OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
Appraisal Foundation real estate appraisal sales comparison approach market conditions fast moving housing market appraisal discrepancies OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |