What quantitative methodologies do appraisers use to measure the impact of exceptional elementary school ratings on single-family detached home values?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What quantitative methodologies do appraisers use to measure the impact of exceptional elementary school ratings on single-family detached home values?
2 real searches · 1 real-search pass
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
hedonic school quality housing prices regression attendance boundaries school ratings empirical study appraisal paired sales Google ↗
Fannie Mae appraisal comparable sales adjustments schools neighborhood factors market value appraisal methodology Google ↗
- Do Better Schools Matter? Parental Valuation of Elementary Education · newyorkfed.org
- What's in a Grade? School Report Cards and the Housing Market · pubs.aeaweb.org
- What's in a Grade? School Report Cards and House Prices · nber.org
- Sales Comparison Approach Section of the Appraisal Report · selling-guide.fanniemae.com
- Adjustments to Comparable Sales · selling-guide.fanniemae.com
- Comparable Sales · selling-guide.fanniemae.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
hedonic school quality housing prices regression attendance boundaries school ratings empirical study appraisal paired sales OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Fannie Mae appraisal comparable sales adjustments schools neighborhood factors market value appraisal methodology OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |