Regional Housing Submarkets

As part of the Regional Housing Initiative (RHI), the team conducted a submarket analysis. This analysis identifies 2020 census tracts with similar housing characteristics (density, price, market conditions) and groups them accordingly. This submarket analysis uses a Latent Profile Analysis (LPA) via the mclust package in R to group the region's 1,407 eligible census tracts (tracts with no households or population were removed) into one of eight submarkets. The team reviewed the existing conditions of these submarkets to identify their housing challenges and appropriate policies and strategies for each submarket.Census tables used to gather data from the 2016-2020 American Community Survey 5-Year Estimates.Data DictionaryFieldNameSourcesubmarketHousing submarketDVRPChhinc_medMedian household incomeU.S. Census Bureau, ACS 5-Year Estimates, 2016-2020rent_medMedian gross rentU.S. Census Bureau, ACS 5-Year Estimates, 2016-2020ten_rentPercent of households that are renter-occupiedU.S. Census Bureau, ACS 5-Year Estimates, 2016-2020ten_ownPercent of households that are owner-occupiedU.S. Census Bureau, ACS 5-Year Estimates, 2016-2020vcyResidential vacancy rate U.S. Census Bureau, ACS 5-Year Estimates, 2016-2020hhi_150pPercent of households with incomes of $150,000 or higherU.S. Census Bureau, ACS 5-Year Estimates, 2016-2020yb_59ePercent of housing units built in 1959 or earlierU.S. Census Bureau, ACS 5-Year Estimates, 2016-2020yb_6099Percent of housing units built between 1960 and 1999U.S. Census Bureau, ACS 5-Year Estimates, 2016-2020yb_00pPercent of housing units built since 2000U.S. Census Bureau, ACS 5-Year Estimates, 2016-2020unit_1Percent of housing units that are 1 unit in structureU.S. Census Bureau, ACS 5-Year Estimates, 2016-2020unit_2to4Percent of housing units that are 2 to 4 units in structureU.S. Census Bureau, ACS 5-Year Estimates, 2016-2020unit_5pPercent of housing units that are 5 or more units in structureU.S. Census Bureau, ACS 5-Year Estimates, 2016-2020pct_subsidizedPercent of housing units that are federally subsidized (Public housing, Section 8, LIHTC)U.S. Census Bureau, ACS 5-Year Estimates, 2016-2020, National Housing Preservation Database (NHPD)med21Median single family home sale price, 2021 The Warren Group, 2021pct_diffMedian percent change in median single family home sale price, 2016-2021The Warren Group, 2016 & 2021hhs_1Percent of households that are 1-person householdsU.S. Census Bureau, ACS 5-Year Estimates, 2016-2020hhs_2to4Percent of households that are 2- to 4-person householdsU.S. Census Bureau, ACS 5-Year Estimates, 2016-2020hhs_5pPercent of households that are 5 or more person householdsU.S. Census Bureau, ACS 5-Year Estimates, 2016-2020hu_acreHousing units per acreU.S. Census Bureau, ACS 5-Year Estimates, 2016-2020Please contact Brian Carney, bcarney@dvrpc.org, for more information.

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objectid
submarket
hhinc_med
rent_med
ten_rent
ten_own
vcy
hhi_150p
yb_59e
yb_6099
yb_00l
unit_1
unit_2to4
unit_5p
pct_subsid
med21
pct_diff
hhs_1
hhs_2to4
hhs_5p
hu_acre

Data Dictionary

Column Type Label Description
objectid OID objectid Internal feature number.
shape Geometry Shape Feature geometry.
submarket Integer submarket
hhinc_med String HHINC_MED
rent_med String RENT_MED
ten_rent String TEN_RENT
ten_own String TEN_OWN
vcy String VCY
hhi_150p String HHI_150P
yb_59e String YB_59E
yb_6099 String YB_6099
yb_00l String YB_00L
unit_1 String UNIT_1
unit_2to4 String UNIT_2to4
unit_5p String UNIT_5P
pct_subsid String pct_subsid
med21 String med21
pct_diff String pct_diff
hhs_1 String HHS_1
hhs_2to4 String HHS_2to4
hhs_5p String HHS_5P
hu_acre String hu_acre
st_area(shape) Double st_area(shape)
st_perimeter(shape) Double st_perimeter(shape)