Compare the Zillow estimate accuracy issues with Freddie Mac valuation models for residential properties located in flood-prone coastal areas of Florida.
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Compare the Zillow estimate accuracy issues with Freddie Mac valuation models for residential properties located in flood-prone coastal areas of Florida.
3 real searches · 1 real-search pass
Zillow Zestimate accuracy limitations flood risk coastal properties Florida flood zones insurance risk valuation studyGoogle ↗
OBSERVEDReason
Freddie Mac automated valuation model property valuation flood risk coastal Florida climate risk appraisal modelsGoogle ↗
OBSERVEDComparison
Freddie Mac property valuation models AVM collateral underwriting flood risk climate hazard dataGoogle ↗
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 (3)
Classes come from the query-classifier (a local Laya model). 2 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
Zillow Zestimate accuracy limitations flood risk coastal properties Florida flood zones insurance risk valuation study Google ↗
Freddie Mac automated valuation model property valuation flood risk coastal Florida climate risk appraisal models Google ↗
Freddie Mac property valuation models AVM collateral underwriting flood risk climate hazard data Google ↗
- Automated Collateral Evaluation (ACE) – General FAQ · sf.freddiemac.com
- Property Data Collection: An Overview · sf.freddiemac.com
- What is a Zestimate? · zillow.com
- Sea Level Rise and Impact on Home Prices in Coastal Florida · freddiemac.com
- Freddie Mac · freddiemac.com
- Working Paper 25-02: Disclosure Dilemmas: How Appraisal Information Reshapes Residential Property Valuations for Mortgage Lending · fhfa.gov
- The Fed · federalreserve.gov
- Premiums or Peril · fedinprint.org
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Zillow Zestimate accuracy limitations flood risk coastal properties Florida flood zones insurance risk valuation study OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Freddie Mac automated valuation model property valuation flood risk coastal Florida climate risk appraisal models OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Freddie Mac property valuation models AVM collateral underwriting flood risk climate hazard data OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |