Real ChatGPT answer · index seedzlklsUxg4K8completeReal estate · home valuationcommercial

Can you find recent studies on how flood zone designations impact home values over a ten-year holding period?

ChatGPTgpt-63 queries11/1/2026
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The searches the AI actually ran for this prompt.

SEED QUERY
Can you find recent studies on how flood zone designations impact home values over a ten-year holding period?
3 real searches · 1 real-search pass
recent empirical studies flood zone designation FEMA flood maps home values property prices 2020 2026 ten year holding periodGoogle ↗
OBSERVED
flood risk disclosure FEMA Special Flood Hazard Area housing prices repeat sales long term property value studyGoogle ↗
OBSERVED
flood zone designation housing price discount longitudinal repeat sales ten-year holding period academic studyGoogle ↗
OBSERVED

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.

Classifying 3 queries…

Searches and sources

ChatGPT3 real searches · gpt-6
recent empirical studies flood zone designation FEMA flood maps home values property prices 2020 2026 ten year holding period Google ↗
flood risk disclosure FEMA Special Flood Hazard Area housing prices repeat sales long term property value study Google ↗
flood zone designation housing price discount longitudinal repeat sales ten-year holding period academic study Google ↗
  1. 10.1073/pnas.2003374118 · doi.org
  2. Read the full study · pmc.ncbi.nlm.nih.gov
  3. 10.3390/jrfm15100434 · doi.org
  4. Read the study · mdpi.com
  5. 10.1038/s43247-026-03586-w · doi.org
  6. Read the study · nature.com
  7. 10.1007/s41885-026-00192-0 · doi.org
  8. 10.3386/w35516 · doi.org
  9. Read the working paper · nber.org
  10. Read the study · ideas.repec.org

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
recent empirical studies flood zone designation FEMA flood maps home values property prices 2020 2026 ten year holding period
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
flood risk disclosure FEMA Special Flood Hazard Area housing prices repeat sales long term property value study
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
flood zone designation housing price discount longitudinal repeat sales ten-year holding period academic study
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1