THE ZILLOW EXPERIENCE: BUILDING A COMPANY ON ...
THE ZILLOW EXPERIENCE: BUILDING A COMPANY ON ADMINISTRATIVE DATA
Krishna Rao, Director of Economic Product & Research @_KrishnaRao
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ZILLOW DATA
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Zillow is built on a backbone of administrative data
? Start with administrative county records
? Sales ? Tax assessments ? Etc.
? Combine with other sources of data
? Multiple Listing Services and real estate brokerages ? Census and other government data ? User submitted data
? Results in the `Living Database of all Homes'
? The core of the company
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Produce insight from data
Data from multiple sources
Physical attributes
CLEANING
Identifying only valid, arms-length transactions
Tax assessments Prior sale prices
SCORING
Models trained with recently sold data
TRAINING
Models applied to all homes every day
ZESTIMATE:
Value: $548,874
Range: $478K - $587K
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A philosophy on data
? Built on open data
? Census data we use regularly:
? American Communities Survey/Current Population Survey/etc. ? Housing Vacancy Survey/American Housing Survey/Survey of Construction/etc.
? Zillow is committed to freeing data whenever and wherever possible
? Data wants to be free
? Paying open data forward:
? Aggregated housing market statistics openly available ? Housing micro (parcel) data for academic research and institutional partnerships
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