American Housing Survey II - PowerPoint PPT Presentation

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American Housing Survey II

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Goal: estimate a hedonic equation for house characteristics. Consider Bedrms, Baths, halfb, kitch, dens, dining, famrm, laundry, living, rooms, unitsf, lot ... – PowerPoint PPT presentation

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Title: American Housing Survey II


1
American Housing Survey II
2
Data
  • Model drives variable selection
  • Selection Criteria
  • Certain MSAs
  • Owners only
  • Known metro status
  • Known year built
  • 103 variables on 21720 observations

3
Data Download
  • Go to http//research.umbc.edu/coates/ec611/owner
    _housing.zip
  • Unzip the file using Winzip
  • Read it into Excel
  • Parse it into columns
  • Save as tab delimited text

4
Codebook
  • Http//research.umbc.edu/coates/ec611/owner_housi
    ng_codebook.html

5
Stata
  • Read into Stata
  • insheet using your file name
  • Be sure you have 103 variables, 21720
    observations

6
Examine the Data
  • Sort control famtyp famrel
  • note multiple observations per control
  • what are famtyp and famrel?
  • Summarize data
  • several variables are strings
  • note minimums and maximums

7
Housing Characteristics
  • Goal estimate a hedonic equation for house
    characteristics
  • Consider Bedrms, Baths, halfb, kitch, dens,
    dining, famrm, laundry, living, rooms, unitsf,
    lot
  • What do you observe?
  • Look at maximums and minimums

8
Housing characteristics
  • Functional form?
  • Does each bedroom contribute equally to value?
  • Does each bathroom?
  • What about area?
  • Price or log price?
  • Construction cost or purchase price?

9
Regression
  • OLS - lprice as function of house
    characteristics, unitsf and lot
  • tabulate characteristics
  • tabu varname, gen(varname)
  • Sample weights pwpwt
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