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The Florida Affordable Housing
Suitability Model
Florida Housing Coalition State Conference
Sept. 27, 2011
The Florida Affordable Housing Suitability Model
Supported with funding from:
• Wells Fargo
• Bank of America
• John D. and Catherine T. MacArthur Foundation
2
The Florida Affordable Housing Suitability Model
1. Model structure
2. An example: the AHS in Orange County
3. Evaluating the Assisted Housing Inventory through the AHS scores
3
Model Structure
4
Scoring:
Each component is assigned a score between 0 and 25 where: 0 is not suitable
and 25 is highly suitable. The component scores are a reflection of the current
interrelationships among the set of spatial characteristics; the relationships are
relative to local conditions, there are no external standards, thresholds or
benchmarks.
Affordable Housing Suitability
Final Score: 100
Residential Suitability
Score: 25
Rental Housing Cost
Score: 25
Driving Cost
Score: 25
Transit Accessibility
Score: 25
AHS:
A GIS model where variables are combined in four components to define the
degree in which a given area is suitable for the development and preservation
of affordable housing
Example: AHS in Orange County
5
Note:
In this example all the variables within the same component were equally weighted. Alternatively we could use a weighting tool to capture the preferences of the community.
Evaluating the Assisted Housing Inventory
6
Method:
• Each property in the Assisted Housing Inventory in Orange County was assigned a score based on the average of the AHS result in an area defined by a radius of 400 meters from the property location.
Evaluating the Assisted Housing Inventory
7
Model Structure
8
Residential Suitability is composed of: • Physical infrastructure and environment • Neighborhood accessibility • Neighborhood characteristics
Affordable Housing
Suitability
Residential Suitability
Physical Infrastructure
and Environment
Neighborhood Characteristics
Neighborhood Accessibility
Rental Housing Cost
Driving Cost
Transit Accessibility
9
Example: AHS in Orange County
Model Structure
10
Rental Housing Cost:
Median Gross Rent for the Census Block Group The higher the score the lower the housing cost.
Affordable Housing
Suitability
Residential Suitability
Physical Infrastructure
and Environment
Neighborhood Characteristics
Neighborhood Accessibility
Rental Housing Cost
Driving Cost
Transit Accessibility
11
Example: AHS in Orange County
Model Structure
12
Driving Cost:
• Estimated using length and number of trips (including work, shopping, social and recreation, and other home- and non-home-based trips from NHTS 2009 data) in combination with other factors such as density, land use mix, and street connectivity.
Affordable Housing
Suitability
Residential Suitability
Physical Infrastructure
and Environment
Neighborhood Characteristics
Neighborhood Accessibility
Rental Housing Cost
Driving Cost
Transit Accessibility
13
Example: AHS in Orange County
Model Structure
14
Transit Accessibility:
Estimated through three steps: • Where does the transit route go, especially in terms of employment opportunities (density and proximity). • Transit distance and time taking into account routes and frequencies. • Proximity and density of transit stops in relation to residential locations.
Affordable Housing
Suitability
Residential Suitability
Physical Infrastructure
and Environment
Neighborhood Characteristics
Neighborhood Accessibility
Rental Housing Cost
Driving Cost
Transit Accessibility
15
Example: AHS in Orange County
Example: AHS in Orange County
16
Affordable Housing
Suitability
Residential Suitability
Physical Infrastructure
and Environment
Neighborhood Characteristics
Neighborhood Accessibility
Rental Housing Cost
Driving Cost
Transit Accessibility
17
Example: AHS in Orange County
Evaluating the Assisted Housing Inventory
18
Program analysis 1: HUD properties tend to have higher scores, mainly because of high Transit and Neighborhood Accessibility and low Rental Costs.
Infr
astr
uctu
re +
Envir
onm
enta
l
Ch
ara
cte
ristics (
I)
Ne
igh
bo
rho
od
Chara
cte
ristics (
N)
Ne
igh
bo
rho
od
Accessib
ility
(N
A)
Tota
l R
esid
ential
Suitabili
ty S
core
(I+
N+
NA
=R
1)
Renta
l C
ost
(R2)
Drivin
g C
ost
(D)
Tra
nsit
Accessib
ility
(T
)
Fin
al S
core
=
R1
+R
2+
D+
T
HUD (33) 4.6 4.5 5.9 14.9 17.8 16.7 13.4 62.9
FHFC + LHFA (23) 3.8 5.3 4.7 13.8 15.7 17.0 11.4 58.0
LHFA (13) 4.3 4.5 5.0 13.7 16.4 17.3 9.5 56.9
FHFC (82) 3.4 6.2 4.5 14.0 15.5 16.0 6.9 52.5
Guarantee (8) 3.5 5.7 4.7 13.9 17.2 14.3 6.8 52.2
RD (9) 2.1 3.6 4.1 9.8 17.6 14.7 4.3 46.4
Evaluating the Assisted Housing Inventory
19
Age analysis 2: Newest properties tend to have lower scores because of low Transit and Neighborhood Accessibility although they fare better in terms of social characteristics. However, properties built in the 2000’s show higher scores and better accessibility. Does this reflect current policy priorities and outcomes of the UAC?
Infr
astr
uctu
re +
Envir
onm
enta
l
Ch
ara
cte
ristics (
I)
Ne
igh
bo
rho
od
Chara
cte
ristics (
N)
Ne
igh
bo
rho
od
Accessib
ility
(N
A)
Tota
l R
esid
ential
Suitabili
ty S
core
(I+
N+
NA
=R
1)
Renta
l C
ost
(R2)
Drivin
g C
ost
(D)
Tra
nsit
Accessib
ility
(T
)
Fin
al S
core
=
R1
+R
2+
D+
T
1960's (6) 7.2 1.8 6.8 15.8 16.8 20.9 22.3 75.7
1970's (14) 4.7 3.8 5.6 14.1 18.4 16.2 12.5 61.2
1980's (29) 3.5 5.0 5.1 13.7 17.4 16.1 9.9 57.1
1990's (69) 3.5 5.8 4.5 13.8 16.0 15.7 6.6 52.1
2000's (48) 3.4 6.0 4.6 14.0 15.4 16.3 8.9 54.7
Relationships of AHS scores with other variables
20
AHS scores and historical sitting: Properties “built” in the 1980s and 1990s: The trend towards the suburbanization of assisted housing properties intensifies, AHS scores for these two decades are lower.
Relationships of AHS scores with other variables
21
AHS scores and historical sitting: Properties “built” in the 2000s: AHS location scores improve relative to the previous two decades.
Evaluating the Assisted Housing Inventory
22
Age analysis 2: In the case of FHFC properties this priority for highest transit accessibility is clear when plotting the scores against the year of funding
Florida Housing Finance Properties
0.0
5.0
10.0
15.0
20.0
25.0
30.0
1980 1985 1990 1995 2000 2005 2010 2015
Earliest Year of Funding
Tra
nsit
Acc
esss
Sco
re -
hig
her
scor
e =
grea
ter
tran
sit a
cces
sabi
lity
FHFC
Poly. (FHFC)
23
Example: AHS in Orange County
24
Example: AHS in Orange County
25
Example: AHS in Orange County