Housing South Bend:
Opportunities for
transformative investment
Photo courtesy of City of South Bend, Indiana Department of Community Investment
© October 2022
This report was commissioned by the City of South Bend, Indiana, and was conducted
by the Kinder Institute for Urban Research at Rice University.
Acknowledgements
Kinder Institute for Urban Research
Stephen Averill Sherman
William Fulton
City of South Bend, Indiana Department of Community Investment
Elizabeth Maradik
Caleb Bauer
Santiago Garces
The Kinder Institute is an interdisciplinary research organization at Rice University in Houston. The institute works in direct partnership with
agencies and organizations that can use its research, data and policy analysis in meaningful ways to implement solutions to critical challenges.
Its research agenda is jointly developed with these partners and addresses the intersecting issues of housing, education, economic mobility,
health and population research.
Housing South Bend: Opportunities for transformative investment
Executive Summary
Through the American Rescue Plan Act , the city of
South Bend has $6 million to spend on housing.
! In early 2021, the Biden administration signed
the American Rescue Plan Act , or “ARP. The law
allocated billions of dollars to local governments
for many different projects, including affordable
housing. Of the city’s $45.2 million ARP allocation
for Fiscal Year 2022, $6 million is devoted to “safe,
affordable housing.” To earn maximum leverage from
the investment, the city asked the Kinder Institute
for Urban Research (KIUR) to perform an analysis
on its existing housing market and empower the
city with data to inform its funding options.
Part of this project also entailed KIUR hearing
input from South Bend stakeholders in the city
government, not-for-profit affordable housing
development, for-profit home construction, and
property management sectors during two site
visits in December 2021 and April 2022.
South Bend’s homeownership aordability
challenges are multifaceted.
! According to multiple listing service (MLS) data on
home sales from 2016 to May 2021, nearly every
single census tract in South Bend has a significant
gap between the hypothetical cost of constructing a
new home and the average sales price in that census
tract. This is referred to as the “appraisal gap” in
this report. This widespread gap suggests that
local homebuilders may be timid about building in
central city tracts, and instead choose to build in
South Bend’s growing suburbs.
! Additionally, a newly built home with a sales
price of $200,000, which is the estimated cost of
construction, is unaffordable to most South Bend
residents. Estimated monthly mortgage costs would
be $1,297
1
, which is beyond the 30% monthly
income affordability threshold of a household
earning the city’s 2019 median household income
(MHI), $40,265.
! Yet in most census tracts, the average sales price of
an existing home was within reach of a household
earning the tract’s median income. Between 2016
and mid-2021, the average home sales price citywide
was $104,106.
2
With a conventional Fair Housing
Administration (FHA) loan, estimated monthly
costs would be $757, a sum that is within the
30% affordability threshold of South Bend’s MHI.
Many neighborhoods have much lower sales prices
than $104,106, with seven census tracts having
extremely low mean sales prices below $50,000.
! Such statements about local home affordability do
not take into account home quality. Regarding quality,
many homes are older and in need of significant
rehabilitation, and a “down-to-the-studs” renewal
of an older home is often in excess of $100,000,
which is close to the city’s mean sales price.
While not a citywide survey of home quality,
South Bend’s high vacancy numbers suggest
many homes are in need of repair. As of
the 2019 American Community Survey, an
estimated 21% of the city’s housing units are
vacant, while the most recent U.S. Postal Service
vacancy data shows 3,569 residential addresses
vacant in the city. Statements about home
1 This assumes a 3.5% down payment, a 4.5% yearly mortgage
interest rate paid monthly, 1% property taxes, 1% home
insurance, and 0.85% private mortgage insurance. Notably,
this estimate does not account for upkeep or utilities. These
assumptions are standard for monthly housing costs.
2 Unless otherwise mentioned, all sales price figures are only for
traditional or private sales, as marked in MLS data, and inflation-
adjusted to 2021 dollars.
EXECUTIVE SUMMARY
Rice University Kinder Institute for Urban Research
EXECUTIVE SUMMARY
Appraisal Gap in South Bend
Housing South Bend: Opportunities for transformative investment
affordability in South Bend also do not address
many well-documented personal and structural
barriers to homeownership in the United States.
! Stakeholder engagement highlighted the need for
high-quality “comp” houses to improve the local
housing market.
Without prompting, all of these diverse
stakeholders, despite having different
perspectives on South Bend’s housing system,
broached the challenge of securing higher-value
home appraisals. The depressed housing market
in certain neighborhoods entails that even when
people want to buy within these neighborhoods,
low appraisals make it more difficult to secure a
loan. A below-sales-price appraisal means that
the borrower has to provide up-front cash to
make up the difference between the (higher) sales
price and the (lower) appraisal value. This is a
large and common barrier to home purchases.
While South Bend’s rent is lower than most larger
cities’, many residents still cannot aord it.
! Overall, the city’s median rent is $854, which is
affordable for a household earning the city’s median
income of $40,265. In 10 of the city’s 43 census
tracts, rents are higher than 30% of that tract’s
monthly median household income, signaling that
they are not affordable. For example, Tract 17 has
a median rent of $575—much lower than the city’s
median—but a household earning the tract’s MHI
can only afford rent up to $480 per month.
There is an under-supply of aordable housing for
lower-earning South Bend residents.
! Households on the lowest end of the income
spectrum are the most squeezed. Per 2019 American
Community Survey numbers, households earning less
than $15,000 per year make up 18% of the city, but
only 11% of the housing stock is affordable to these
households. These households are forced to spend
more on housing, while also competing for housing
with families who are earning more. In addition,
there are downward pressures on the housing market,
as an under-supply of more expensive homes means
wealthy households in South Bend are consuming
part of the housing supply that would be affordable
and otherwise available to earners at or around the
city’s median household income.
ARP funds alone can’t solve all of the city’s
aordable housing challenges, but they can make
a dierence on a smaller scale.
! The city’s ARP allocation for affordable housing in
the 2022 budget is $6 million. Allocations in this
report target $5.5 million to account for potential
cost overflows.
EXECUTIVE SUMMARY
Housing supply and demand by household income bracket
(For a detailed methodology, see Ch. 1). Source: ACS 5-year survey 2019
!
0 2,000 4,000 6,000 8,000 10,000 12,000
Less than $15,000
$15,000 - $24,999
$25,000 - $49,999
$50,000 - $74,999
$75,000 - $99,999
$100,000 - $149,999
$150,000 or more
Demand (no. of households in income bracket) Supply (no. of housing units aordable within that income bracket)
Rice University Kinder Institute for Urban Research
! The $5.5 million can have an important yet limited
impact.
It cannot enable a down-to-the-studs renewal of
the city’s 3,000+ vacant properties.
Within budget, ARP funds can help enable
building around 50 housing units—either
apartment units or standalone homes—while
the city has a roughly 2,500 housing unit supply
shortage for its lowest-income residents.
! 150 bedrooms in 50-something new homes may
not have a visible, noticeable effect if disbursed
evenly across the city, but they can have a visible
effect on a smaller neighborhood. Additionally,
large-scale development on a large vacant parcel
can enable economies of scale for homebuilders,
minimizing costs.
South Bend planning sta and researchers
deliberated and vetted three scenarios for
how the ARP money could be spent.
! These ARP allocation scenarios were not plans
to allocate funds, but were designed to investigate
and explore the future effects of potential ARP
investment decisions.
! To aid in scenario creation, researchers developed
a pro forma model, similar to one used within the
real estate industry, to estimate how much housing
the ARP allocation could build or renovate. The
model used defensible assumptions for financing,
interest rates, construction costs, and monthly
affordable housing costs. This exercise assumed
ARP funds would be used mostly as down payments
for construction loans or rehabilitation.
! There were some key challenges and points
identified from the scenarios.
Building housing for the lower-earning residents
means that, generally, less housing can be
built. More subsidy is needed for a larger down
payment to assure monthly construction
loan repayment costs are within the monthly
affordability means of these residents. This
means more money gets spent up front on a
down payment, and therefore the ARP subsidy
cannot help build as many units.
Outside equity can help leverage the ARP
allocation to build more affordable rental
homes, which raises the importance of securing
outside funds.
A mix of market rate and affordable units can
help a low-income rental development be more
financially viable, since rent from market-rate
units help meet loan servicing costs.
Vetting the scenarios helped improve the draft
pro forma model.
! Findings from this investigation helped inform the
recommended options presented in the final chapter.
A key choice for decision-makers is whether to
spread the ARP allocation or go “all in.
! Using the lessons from the scenario-building
process, and employing an improved pro forma
tool, this report concludes with three recommended
options for the ARP funds.
One is called “a little bit of everything” which
adds 142 bedrooms and has a mix of very
affordable rental housing, moderately affordable
owner-occupied housing, and rehabilitation
funds, which are not accounted for in the
additional bedroom count. The majority of
bedrooms are in standalone single-family homes.
The second is called “go all in,” and attempts
to build as much extremely affordable rental
housing as possible (144 bedrooms total,
predominately in two-bedroom sixplex units as
this was the most cost-effective option).
The third is to “stick to the budget,” which follows
the 2022 proposed budget for the allocation.
! South Bend has existing neighborhood plans
that could provide useful insights in spending
the ARP funds. Prior plans may identify useful
sites for ARP-funded housing developments.
For example, the Lincoln Park neighborhood
plan identifies “neighborhood nodes,” or central
points within the neighborhood that can be focal
points for regeneration. Additionally, the Vacant
and Abandoned Properties Task Force Report from
2013 divides the city in the four different types
of real estate markets, each of which has unique
challenges. For example, city decision-makers
may choose to invest only in “revitalization” or
“reinvestment” areas, per that plan.
! Other final recommendations include exploring
rent-to-own programs for the properties that are
built and taking measures to ensure affordable
owner-occupied homes built through this program
are not quickly used for profit.
EXECUTIVE SUMMARY
Housing South Bend: Opportunities for transformative investment
Background
The Biden administration passed the American Rescue
Plan Act (ARP) in March 2021, which sought to stimu-
late the economy in COVID-19’s wake. The act, which
most notably authorized $1,200 stimulus payments
to qualifying individuals, also allocated $65.1 billion
to local governments, of which South Bend received
$45.2 million. South Bend allocated $6 million for
housing—housing financing, housing repair, and home
buying assistance—without estimating specific targets
or tranches.
To inform how they allocate funds, City of South Bend
officials contracted with the Kinder Institute for Urban
Research (KIUR) at Rice University in Houston, Texas.
This study represents the findings from this joint re-
search project.
For Phase 1, researchers assembled diverse data
sources to describe South Bend’s housing system: its
markets, affordability (or lack thereof), vacancy, and
home quality.
A second key data source came from stakeholder input.
Roughly 20 local stakeholders outside of the city gov-
ernment were consulted in December 2021 by KIUR
and city staff. These representatives from community
groups, the for-profit real estate industry, the housing
finance sector, and the nonprofit affordable housing
sector all provided insight to the challenges of South
Bend’s housing sector.
Key challenges identified from stakeholder interviews
included securing favorable appraisals, securing
mortgages for lower-income buyers, and managing
high-quality yet affordable rental properties.
In Phase 2, a cost- and revenue-calculating model was
created to help estimate how far the city’s ARP funds
could go in building and renovating affordable housing,
specifically by helping close the gap between construc-
tion costs and what South Bend residents can afford.
The resulting product, which was similar to a pro forma
model typically used in the real-estate development sec-
tor, showed how many units could be built according to
different affordability estimates (i.e., if they are afford-
able to households which have “extremely low incomes,
“very low incomes” or “low incomes”, defined as 30%,
50%, or 80% of the area’s median income, respectively).
This pro-forma model revealed the tradeoffs South
Bend faces in spending the ARP housing money.
For example, building units that would be affordable
to extremely low-income South Bend residents would
entail spending more ARP funds per unit, because more
ARP funds would be needed to close the gap between
construction costs and what a resident could afford.
Fewer units could be built overall.
On the other hand, the ARP allocation could help build
more units if the units were affordable for low-income
or very low-income residents. This choice risks leaving
behind the lowest earning South Bend residents and
communities. Chapter 2 describes these tradeoffs, and
others, indepth.
These tradeoffs were central to the development scenar-
io exercise completed in March 2022. For that exercise,
project staff used the pro forma model to create three
different scenarios for how the ARP funds could be
spent on housing.
Creating the scenarios achieved three purposes. First,
presenting hypothetical development scenarios to
city staff brought to the forefront certain barriers to
proposed projects, such as available land, or overhead
costs for rehabilitation. Second, the scenarios helped
determine just how much housing could be built with
Introduction
INTRODUCTION
Rice University Kinder Institute for Urban Research
the ARP funds, which helped city decision-makers un-
derstand the scope and potential for the investment.
Third, the scenario development process helped hone
the pro forma model, ensuring that the most useful
feasible tool would be delivered to the city at the end
of this study.
The scenarios developed and included in this report
were shared with South Bend staff in March 2022.
Phase 3 was the culmination of this report, employing
findings from the scenarios to present options for how
the money could be spent.
These recommended options are not explicit instruc-
tions to invest in certain South Bend communities over
others. Rather, they are proposals for spending the ARP
allocation, and make explicit the tradeoffs involved
with certain investment decisions.
One recommended option is to “go all in”, using the
funds to subsidize a developer to build a larger-scale
extremely affordable housing development on a single
site with ample vacant land.
Another recommended option is “a little bit of every-
thing” subsidizing a developer to build a variety of
affordable housing at different affordability levels in
smaller, scattered parcels.
Finally, a third recommended option is to “stick to the
budget,” which describes a plan that follows the city’s
2022 proposed budget for the ARP fund allocation.
As the city finalizes its decision, South Bend sits on
many valuable neighborhood plans that have been writ-
ten in the last decade, and staff are strongly encouraged
to consult prior neighborhood plans in order to identify
sites for investment.
Photo courtesy of City of South Bend, Indiana Department of Community Investment
EXECUTIVE SUMMARY
Housing South Bend: Opportunities for transformative investment
Summary
The cost of buying an existing home and the
cost of building a new home in South Bend
are dierent, with new construction being
unaordable to many residents.
! In almost every single census tract in the city, a
median-income-earning household can afford to
buy an existing home.
A house is considered “affordable” if monthly
costs are less than 30% of the geography’s
monthly median household income (MHI).
Many South Bend homes are older, which
contributes to lower prices.
! In contrast, for most neighborhoods, new home
construction costs are much higher than the
average home sales price, which disincentivizes
builders from building in these places. This gap is
called the “appraisal gap” in this report.
! Buying a newly constructed home—potentially
costing about $200,000—is out of reach for median
income households in every South Bend census
tract but one.
Even in neighborhoods with very low rents (<$600),
many residents still cannot aord a lease.
! In about one quarter of South Bend census tracts
(10 of 43), rent exceeds 30% of the tract’s monthly
MHI. These tracts are geographically concentrated
south and west of downtown.
There is unmet demand for homes.
! Existing market studies estimate that many of
South Bend’s central neighborhoods can absorb
around 2,000-2,500 new units over a 5-year period.
! Despite this demand, only 121 of the roughly 6,000
home sales since 2016 have been for homes built in
the past decade.
! Currently, the largest under-supply of homes is for
the lowest-earning households and highest-earning
households.
There are some (cautiously) positive signs
for the future:
! Trends point to increased sales prices:
While the foreclosure crisis hit South Bend
particularly hard, home prices have mostly
recovered since the Great Recession, with the
exception of certain western neighborhoods.
COVID-19 has increased home sales prices.
While good for building equity, and the ability
to build more units, increasing prices may risk
putting home ownership out of reach for some
South Bend residents.
! Vacancy appears to be decreasing in many
challenged neighborhoods.
Another positive sign: Prior plans and market
studies evidence that South Bend has strong
housing demand.
! Neighborhood plans, produced by city planning
staff, identify areas of potentially transformative
investments within certain South Bend
neighborhoods.
Chapter 1:
Existing Conditions: South
Bend’s housing is inexpensive
yet out-of-reach for many
CHAPTER 1: EXISTING CONDITIONS: SOUTH BEND’S HOUSING IS INEXPENSIVE YET OUTOFREACH FOR MANY
Rice University Kinder Institute for Urban Research
Understanding the gaps: South Bend
home prices, home aordability, and home
construction costs
Homeownership and home sales
One of the central challenges of South Bend’s housing
market, which is shared by other Rust Belt cities, is
that many for-profit homebuilders decide not to invest
in central city neighborhoods. Low home sales prices
suggest a depressed local market, which discourages
homebuilders from making an investment.
The first question to answer: What exactly is the going
price for a home in South Bend across its many neigh-
borhoods?
The citywide average single-family home sales price, us-
ing data from 2016 through May 2021, was $104,106
(inflation-adjusted to 2021 dollars).
This price reflects the average of 5,998 home sales
from that period, only for sales marked “traditional”
or “private” in Multiple Listing Services (MLS) data,
which excludes the roughly 600 foreclosure sales,
trades, estate settlements, auctions, and other less
common property transfer types from the same period.
All home sales for less than $100 were also eliminated.
This analysis only includes sales on parcels marked as
“residential one-family dwelling on a platted lot” within
local assessor records, eliminating sales on commercial,
industrial, or multifamily properties.
In many neighborhoods west of the river, homes sell for
less than $50,000, and citywide home prices are mostly
around $100,000. When compared to sales costs in larg-
er metros like Chicago or Houston, these prices are low.
Can South Bend residents afford a home in their city?
In most neighborhoods, they can.
The homeownership affordability gap is calculated by
estimating monthly housing costs for the average home
sales price in each census tract, and comparing these
estimates to the MHI for that tract.
3
Figure 2 shows that
across the city (except in some central areas), residents
can afford to buy homes in their neighborhood. This
is largely because in many parts of the city, an average
home costs less than $100,000.
This map, and the finding that most homes are theoret-
ically affordable to South Bend residents, omits certain
important factors. First, while someone’s income is
within the affordability threshold, homeownership
may be out of reach because of personal and structural
factors, including unstable work histories caused by
deindustrialization, or racial/ethnic inter-generation-
al wealth disparities influenced by past racist lending
practices, among other reasons. These factors shape a
person’s ability to have a good credit score, build sav-
ings for a down payment, or have funds for future home
repairs. Each of these factors can affect the likelihood a
bank will issue a mortgage.
Second, being able to afford a home is not the same as
being able to afford a higher quality home. Low initial
home prices may mask a home’s need for repairs, mak-
ing the true cost of buying the home much higher than
the price suggests.
Given the relative affordability of existing homes, but
unknown costs of necessary repairs, another way to
think about housing in South Bend is to ask if residents
can afford a newly constructed home.
A different affordability gap calculation can help
answer this question by taking the difference between
what a household earning the median household in-
come could afford and the estimated monthly housing
costs on a hypothetical $200,000 new home (which
is the estimated construction cost for a home within a
larger subdivision).
The results of this calculation show median earner
South Bend residents cannot afford newly construct-
ed homes. The estimated monthly housing costs for a
3 A detailed methodology: Housing is considered affordable
when it costs less than 30% of monthly income. To determine
tract-specific affordability, first, each census tracts 30% median
household income (MHI) was calculated. Next, monthly housing
costs were taken from the tract’s mean home sales price (source:
MLS data) with the assumption that a buyer purchasing that
house had a 4.5% yearly mortgage interest rate, property
insurance and tax rates at 1% of home value, a mortgage
insurance rate at 0.85%, and a 3.5% down payment (per FHA
regulations). The difference between these estimated monthly
housing costs, and 30% of monthly income based on the tract’s
MHI, is the affordability gap. This calculation does not account
for upkeep or utilities costs.
CHAPTER 1: EXISTING CONDITIONS: SOUTH BEND’S HOUSING IS INEXPENSIVE YET OUTOFREACH FOR MANY
Housing South Bend: Opportunities for transformative investment
CHAPTER 1: EXISTING CONDITIONS: SOUTH BEND’S HOUSING IS INEXPENSIVE YET OUTOFREACH FOR MANY
FIGURE 1
Home sales prices and volumes by census tract

Rice University Kinder Institute for Urban Research
$200,000 home ($1,452) exceeds what a local medi-
an-income earner can afford ($1,006). Even when look-
ing at differences in earnings across the city’s neighbor-
hoods, only a few can afford a newly constructed home
at $200,000. For a hypothetical newly constructed
home, many South Bend residents find themselves
priced out of ownership.
The affordability gap for new home construction
throughout most of the city has led some for-profit build-
ers to infer that few local buyers exist despite the market
studies cited later, which show demand for new homes.
Location is essential to how appraisers value homes,
and neighborhood-level home markets help inform the
decision to site new construction. Thus, in addition to
calculating the gap between what residents can afford
and the cost of a new home, it is also valuable to calcu-
late the gap between prices on the existing home market
and the cost of a new home.
The difference between home construction costs and
existing home sales prices in South Bend’s census tracts
is referred to as the “appraisal gap.” Displaying the
appraisal gap shows the difference between current
housing prices and construction costs, and helps policy-
makers and the public understand the scale of the sub-
sidy needed to incentivize new home construction. The
appraisal gap also provides an estimate of how much
current homeowners could invest in renovations before
the purchase of a new home would be the more econom-
ical choice. In this way, the appraisal gap can also guide
decisions on how much could be put toward rehabilita-
tion subsidies from the ARP funds. An important caveat
is that the dollars put into a renovation do not equal the
dollars added to that home’s value, particularly within
weaker housing submarkets. Lastly, displaying the gap
can help residents understand the general price dif-
ferences between new construction and existing sales
prices at the neighborhood scale.
An appraisal gap exists throughout most of South
Bend’s neighborhoods, with the largest gaps in the cen-
tral and western neighborhoods of the city (Figure 4).
Appraisal gaps were calculated with sales data through
May 2021. This analysis does not reflect continued in-
creases in home sales prices that occurred more recent-
ly. As a result, the appraisal gap in South Bend is likely
smaller now (Fall 2022), but at the same time, South
Bend’s affordability gap has likely increased.
Home renting and renters’ aordability
The prior affordability analysis focuses on the home-
ownership market. However, roughly 40% of South
Bend households are renters.
South Bend follows a common trend: renters occupy a
larger share of the households in the urban core, while
homeowners dominate the suburbs (Figure 5). However,
South Bend has a large “middle” between the inner- and
outer-city where there is not a clear majority of renters
or homeowners. Even some of the areas near Notre
Dame’s campus still have many owner-occupied hous-
ing units. In these and other older neighborhoods, zon-
ing largely exists to support diverse infill housing stock.
Higher-rent areas are common east of the river, partic-
ularly near campus (Figure 6). High-rent communities
can also be found in the southeast and west, including
the less wealthy Southeast and Lincoln Bendix neigh-
borhood areas. Despite some areas having higher rent,
most tracts throughout the city do not have an afford-
ability gap for renters (Figure 7). The affordability gap
for renters is the difference between 30% of a tract’s
median household income and that tract’s median rent.
Still, there are some areas with large affordability gaps,
even in areas where the median rent is relatively low.
For example, the tract containing the St. Casimir neigh-
borhood (Tract 27)
4
has a median rent of $826 (lower
than the citywide median of $851), but there is still a
large affordability gap in this neighborhood because of
the lower incomes of its residents.
Some neighborhoods have high rents but relatively low
home sales values. For example, the tracts containing
some southeastern neighborhoods and parts of Lincoln-
Bendix and Kennedy Park have relatively high rents
(more than $900) but relatively affordable homes (less
than $50,000, per Figure 3). For these neighborhoods,
rent is more than the cost of a mortgage.
4 For more information on census tracts, see St Joseph County GIS:
https://sjcgis-stjocogis.hub.arcgis.com/
CHAPTER 1: EXISTING CONDITIONS: SOUTH BEND’S HOUSING IS INEXPENSIVE YET OUTOFREACH FOR MANY

Housing South Bend: Opportunities for transformative investment
Appraisal Gap in South Bend
FIGURE 2
Ownership affordability gap by census tract
CHAPTER 1: EXISTING CONDITIONS: SOUTH BEND’S HOUSING IS INEXPENSIVE YET OUTOFREACH FOR MANY

Rice University Kinder Institute for Urban Research
FIGURE 3
Affordability gap for newly constructed $200,000 home by census tract
CHAPTER 1: EXISTING CONDITIONS: SOUTH BEND’S HOUSING IS INEXPENSIVE YET OUTOFREACH FOR MANY

Housing South Bend: Opportunities for transformative investment
Appraisal Gap in South Bend
FIGURE 4
Appraisal gap: Difference between new construction costs
and existing home sales prices by census tract
CHAPTER 1: EXISTING CONDITIONS: SOUTH BEND’S HOUSING IS INEXPENSIVE YET OUTOFREACH FOR MANY

Rice University Kinder Institute for Urban Research
FIGURE 5
Predominant housing tenure type (owner/renter) by census tract
CHAPTER 1: EXISTING CONDITIONS: SOUTH BEND’S HOUSING IS INEXPENSIVE YET OUTOFREACH FOR MANY

Housing South Bend: Opportunities for transformative investment
FIGURE 6
Median rent by census tract
CHAPTER 1: EXISTING CONDITIONS: SOUTH BEND’S HOUSING IS INEXPENSIVE YET OUTOFREACH FOR MANY

Rice University Kinder Institute for Urban Research
FIGURE 7
Renter affordability gap by census tract
CHAPTER 1: EXISTING CONDITIONS: SOUTH BEND’S HOUSING IS INEXPENSIVE YET OUTOFREACH FOR MANY

Housing South Bend: Opportunities for transformative investment
Housing supply and demand
The previous subsection highlighted the gaps between
the housing people can afford and the housing that actu-
ally exists throughout South Bend. It shows large home-
owner appraisal gaps that may make home builders less
interested in investing in certain neighborhoods.
This next subsection disaggregates existing housing
supply by what is affordable to different income brack-
ets. By counting households within certain income
brackets and calculating 30% of that income bracket’s
lower threshold, it is possible to determine the mis-
match between the housing that’s available and the
population that can afford it.
The affordability picture in South Bend points toward
two groups facing an undersupply of housing: the low-
est earning South Bend residents and highest earning
South Bend residents (Figure 8).
Appraisal Gap in South Bend
FIGURE 8
Housing supply and demand by household income bracket
TABLE 1
Housing supply & demand, by income bracket (highlighted rows with undersupply)
Source: ACS 2019 5-year survey
Corresponding household
income bracket
Housing
costs
Supply (# of households
paying this for housing)
Demand (# of households
in this bracket)
Less than  Less than   
 to   to   
 to   to   
 to   to   
 to   to   
 to   to  
 or more  or more  
!
0 2,000 4,000 6,000 8,000 10,000 12,000
Less than $15,000
$15,000 - $24,999
$25,000 - $49,999
$50,000 - $74,999
$75,000 - $99,999
$100,000 - $149,999
$150,000 or more
Demand (no. of households in income bracket) Supply (no. of housing units aordable within that income bracket)
CHAPTER 1: EXISTING CONDITIONS: SOUTH BEND’S HOUSING IS INEXPENSIVE YET OUTOFREACH FOR MANY
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Rice University Kinder Institute for Urban Research
Supply and demand was estimated using American
Community Survey data.
5
The households in the lowest income bracket, earn-
ing less than $15,000, represent about 18% of South
Bend’s households, but only about 11% of the city’s
housing stock is affordable to these earners. Because of
the undersupply of affordable housing for lower earn-
ers, households earning less than $15,000 must com-
pete for housing with higher-earning households or face
becoming unhoused.
There is also an undersupply of more expensive housing
in South Bend. Households earning more than $100,000
face a lack of housing supply and have the funds to out-
bid middle-income households for homes. Therefore,
even if there is a relative “match” for supply and demand
of housing for the middle income brackets, the under-
supply of options for higher-earning households puts
downward pressure on the rest of the housing market.
Positive signs, but some caution:
recession recovery, strong sales markets,
and decreasing vacancy
Despite home prices being relatively low compared to
other cities around the country, prices in South Bend
have been steadily increasing for more than a decade
following the Great Recession. The 2013 Vacant and
Abandoned Properties Task Force Report detailed the sig-
nificant challenges faced by the city in terms of housing
and foreclosure leading up to and during the housing
market collapse around 2008. Between 2001 and 2007,
the city experienced 6,777 foreclosures, according to
the report. In 2000, there were 27,054 owner-occupied
households in the city. While the city likely added more
homeowner households during 2001-2007, the ratio of
foreclosures to owner-occupied household count in 2000
suggests that a massive share of owner-occupied house-
holds in South Bend were foreclosed, somewhere in the
range of 15%-20%. This count of 6,777 foreclosures also
does not include the many foreclosures which happened
after 2008, when the global economy cratered.
5 ACS data contain counts of households by income bracket,
and counts of households by monthly housing expenses. To
determine affordability, researchers used 30% of the bottom
threshold of the income bracket (divided by 12, to determine
monthly income) in order to deduce the cost of housing each
household’s income bracket can afford. This helped determined
“demand”: that is, the number of households at each affordability
threshold. These counts were then aligned with the “supply”,
that is, the number of households paying different sums for their
monthly housing expenses.
In 2019, South Bend had approximately 22,600 own-
er-occupied households in the city, about 4,500 fewer
than in the year 2000.
Foreclosures have slowed down in the past 10 years.
From 2016-2021, only 455 foreclosure sales were listed
in MLS data, as opposed to close to 7,000 foreclosures
from 2001-2007.
There are more low-cost foreclosure sales in the city’s
western areas, while the higher-priced sales are in the
city’s outskirts. Certain neighborhoods in the city’s east
and south have high numbers of foreclosures, and fore-
closed homes with a high sale value. River Park, for ex-
ample, had at least 29 foreclosures in one of its census
tracts, and the homes generally sold for higher prices
than those to the west. This may speak to the need for
neighborhood stabilization, but with a different strat-
egy than the western neighborhoods, where property
values are more depressed.
Not many new homes have been built in the post-Great
Recession era. In the study period in this report (2016 to
May 2021), only 121 of the 5,998 home sales involved
homes built in 2010 or later.
Across the city, these newer homes tend to be more
expensive. Between 2016 and May 2021, homes built
in 2010 or later sold for roughly $227,000, on average,
while older homes sold for $102,000.
6
Housing prices have mostly recovered across the city
since the Great Recession. Using inflation-adjusted
home sales prices from 2007-2011 and comparing
them to home sales prices from 2016-2021, most areas
of the city have had their home prices return to their
earlier levels with some parts of the central city exceed-
ing earlier values (Figure 9).
Homes have increased in value the most in the
Northeast and the Near Northwest areas, with areas
northwest of downtown having the greatest price in-
creases. While “good news” at face value, these price in-
creases risk the area becoming unaffordable to current
and potential future residents.
6 Note that this is not a hedonic estimate that accounts for other
household characteristics that influence sales prices, such as size,
number of bathrooms, garages, etc.
CHAPTER 1: EXISTING CONDITIONS: SOUTH BEND’S HOUSING IS INEXPENSIVE YET OUTOFREACH FOR MANY
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Housing South Bend: Opportunities for transformative investment
FIGURE 9
Change in average home sales price by block group, 2007-2011 vs. 2016-May 2021
CHAPTER 1: EXISTING CONDITIONS: SOUTH BEND’S HOUSING IS INEXPENSIVE YET OUTOFREACH FOR MANY
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Rice University Kinder Institute for Urban Research
FIGURE 10
Average foreclosed home sales price by tract, 2016-May 2021
CHAPTER 1: EXISTING CONDITIONS: SOUTH BEND’S HOUSING IS INEXPENSIVE YET OUTOFREACH FOR MANY
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Housing South Bend: Opportunities for transformative investment
FIGURE 11
Post-COVID-19 increase in average home sales price from by census tract
CHAPTER 1: EXISTING CONDITIONS: SOUTH BEND’S HOUSING IS INEXPENSIVE YET OUTOFREACH FOR MANY
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FIGURE 12
Long-term vacancy (> 6 month) count by census tract, 2021
CHAPTER 1: EXISTING CONDITIONS: SOUTH BEND’S HOUSING IS INEXPENSIVE YET OUTOFREACH FOR MANY
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Housing South Bend: Opportunities for transformative investment
FIGURE 13
Change in long-term vacancy count by census tract, 2017-2021
CHAPTER 1: EXISTING CONDITIONS: SOUTH BEND’S HOUSING IS INEXPENSIVE YET OUTOFREACH FOR MANY
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Rice University Kinder Institute for Urban Research
FIGURE 14
Tax sale eligible properties and median year built, 2021
CHAPTER 1: EXISTING CONDITIONS: SOUTH BEND’S HOUSING IS INEXPENSIVE YET OUTOFREACH FOR MANY
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Housing South Bend: Opportunities for transformative investment
COVID-19 has increased home prices, though not every-
where. Citywide, home prices increased by about 4%
from the pre- to post-COVID-19 period. Specifically,
the average pre-COVID home sales price for the
2016-March 15, 2020 period was $103,073, while
homes sold after the COVID-19 outbreak (March 15,
2020) went for $107,191, on average (both figures are
inflation-adjusted to 2021 dollars).
The home price increase following the outbreak of
COVID-19 was not uniformly distributed across the city
(Figure 11). Price increases following COVID-19 have
been largest in the city’s western markets.
Sales volumes have generally been higher in the city’s
east and southeast. Southern neighborhoods like
Erskine Park and Tyckenham Hills have also seen a
particularly strong market, as has River Park. One
point to investigate, outside the scope of this report,
is examining who is buying these homes: investors or
owner-occupants?
Vacancy remains an issue within South Bend, mostly in
western neighborhoods, but there are likewise positive
signs. United States Postal Service (USPS) vacancy data
(Figure 12) can be used to analyze vacancy trends.
USPS notes when mail cannot be delivered to residen-
tial addresses because of vacancy, and these can be
aggregated to the census tract.
The largest number of vacancies can be found in west-
ern neighborhoods like Near Northwest, West Side, and
Rum Village, as well as near the university campus. The
census tracts containing the West Side and Southeast
are notable because they have high vacancy counts and
have not seen decreasing vacancies. Vacancy does not
appear to be increasing in most of the city’s older west-
ern neighborhoods (Figure 13).
According to USPS data, vacancy dropped dramatical-
ly in Near Northwest and Rum Village between 2017
and 2021. Decreases in vacancies can be attributed to
a building being either occupied or torn down, and the
high changes in vacancy count may indicate significant
real estate activity in those areas.
The overall picture of vacancy in South Bend is import-
ant to capture because of the scope and severity of the
issue. USPS data are a good source but are unable to
differentiate between housing that is abandoned and
housing that’s only lived in part of the year. Tax sale
data complement USPS data by helping distinguish
between different types of vacant properties, between
“newer” vacancies and old vacant properties where
taxes have not been paid because of abandonment,
speculation, or because a homeowner is not able to pay.
Aligning tax sale data with neighborhood age data show
the intersecting challenges of abandoned properties
and home age.
Tax sale eligible properties are concentrated within
South Bend’s challenged neighborhoods in the west
(see Figure 14). These areas also contained aged build-
ing stock which may be in need of significant repair or
replacement, something which ARP funds can address.
Prior plans and studies: Unmet housing
demand exists in central South Bend
Market studies
Prior analysis in this report illustrated the affordability
gap, the appraisal gap, and other trends in South Bend’s
housing market.
Another series of studies, commissioned by the city in
2018 and 2021, have looked to understand the poten-
tial future demand in certain South Bend neighbor-
hoods. All of these analyses and studies can help South
Bend decision-makers direct ARP funds, and are used
to inform this study’s final chapter.
These prior plans and studies analyzed the residential
market potential of diverse South Bend neighborhoods
(see Table 2). Each plan forecasted annual demand for
both existing and new housing, dividing housing type
and demand by income strata, tenure, and building type.
Taken together, the studies forecasted a demand for
roughly 1,400 to 1,715 new units (both rental and
owner-occupied) in the centrally located and stron-
ger real-estate markets in Downtown, East Bank, and
Northeast. A slight majority of this projected demand
was expected to be rentals. Even the weaker real estate
markets in the west and south were still projected to de-
mand between 183 and 242 new units, with the majori-
ty of new build demand being for rentals.
In each of the studies, there is notable demand for low-
er-income housing units.
Downtown and Northeast have the largest potential mar-
ket, with over 3,000 households in their potential market
compared to less than 1,000 in most other geographies.
While they have higher property values than the western
neighborhoods studied, Downtown and Northeast still
have high demand for lower-income housing.
CHAPTER 1: EXISTING CONDITIONS: SOUTH BEND’S HOUSING IS INEXPENSIVE YET OUTOFREACH FOR MANY
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Rice University Kinder Institute for Urban Research
There is a strong demand for affordable housing across
all areas studied, not only in less wealthy neighbor-
hoods. Across all geographies, lower-income house-
holds are projected to be about half of the total poten-
tial demand for housing.
All geographies have a higher absorption rate for rental
properties, which signifies an undersupply of high-qual-
ity affordable rental properties across South Bend. This
suggests that new rental property managers will likely
have an easier time finding residents than owner-occu-
pied properties.
However, Rum Village and East Bank have relatively
equal demand for new rental and owner-occupied
properties.
Neighborhood plans
Existing plans and other studies guide decision-makers
toward previously identified neighborhood concerns,
or potential investments, that can be targeted with ARP
funds (Table 3).
All plans emphasized vacant home remediation, reha-
bilitation, subsidizing affordable home development,
and other policies that advance new home construction
and existing home repair, and identified specific com-
munity partners who can take a lead role in real-estate
development. Other central issues included infrastruc-
ture improvements, road redesign, and open-space and
parks planning. Certain plans also identified useful
sites for development, such as “neighborhood nodes”
within the Lincoln Park plan.
The Vacant and Abandoned Properties Task Force Report
deserves special mention, as it highlights South Bend’s
citywide housing challenges. This 2013 study investi-
gated the extent of vacant and abandoned homes within
South Bend. The report included a map that catego-
rized the city according to four levels of redevelopment
potential. This map may be a useful guide for future
investments and identifies parts of the city in need of
targeted housing investments. Among the many policy
recommendations and investments were the formation
of a land bank; more assertive code enforcement; and
targeted investments to help repair vacant homes that
are repairable.
In addition to the plans and studies outlined above,
South Bend has been producing neighborhood plans
for Rum Village, New West Side, Kennedy Park, and
Northeast during the process of writing this study.
TABLE 2
Market analyses
Neighborhood
studied Year
New units
absorbable,  years
- Rental
New unit
absorbable,  years
- Owner
Number of
households in
potential market
Number of
households in
potential market
earning <% AMI
Near Northwest/
Near West Side
 - -   renter, 
owner
Monroe Park/
Southeast
 - -   renter, 
owner
Rum Village/
eastern West Side
 - -   renter, 
owner
Downtown  - -   renter, 
owner
East Bank  - -   renter, 
owner
Northeast  - -   renter, 
owner
West Side
corridors
    Not available
CHAPTER 1: EXISTING CONDITIONS: SOUTH BEND’S HOUSING IS INEXPENSIVE YET OUTOFREACH FOR MANY
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Housing South Bend: Opportunities for transformative investment
FIGURE 15
Neighborhood types from Vacant and Abandoned Properties Task Force Report, 2013
CHAPTER 1: EXISTING CONDITIONS: SOUTH BEND’S HOUSING IS INEXPENSIVE YET OUTOFREACH FOR MANY

Rice University Kinder Institute for Urban Research
TABLE 3
Recent relevant neighborhood plans and studies
Plan/study name Year Description Key components
Neighborhood, corridor, and areal plans
Lincoln Park
Neighborhood
Revitalization Plan
 Neighborhood
revitalization plan
for northwest
of downtown
neighborhood
Revitalization plan focuses on vacant home
remediation, home improvement, and new home
construction.
Howard Park
Neighborhood Plan
 Neighborhood plan
for east of river
neighborhood
Plan includes recommendations for development
of former Transpo site and other infill sites;
recommends improving pedestrian and cycle
infrastructure around park.
Commercial Corridor
West Side Main Streets
 Plan for improving
west side corridors
Plan focuses on potential improvements to
Western Avenue Corridor and Lincoln Way West
Corridor; also concerned with neighborhood
revitalization around renovated streetscapes.
Southeast
Neighborhood Master
Plan
 Neighborhood plan
for southeastern
neighborhood
Plan focuses on community investment and
stabilization.
Key recommendations: improve and develop
vacant lots; corridor and park improvements.
Near Northwest
Neighborhood Plan
 Neighborhood plan
for neighborhood
northwest of
downtown
Plan recommendations focus on infrastructure
improvements, mediating abandoned properties,
helping close the appraisal gap, and promoting
area as a mixed-use urban area.
Miami Hills
Neighborhood Plan
 Neighborhood
plan for south side
neighborhood
Neighborhood plan for south side neighborhood,
addresses infrastructure, transportation and
multi-modal connections, recreation, and creating
a variety of housing types.
Other relevant studies
Vacant and
Abandoned Properties
Task Force Report
 Report on status and
remediation of local
abandoned properties
Study develops process for categorizing and
handling vacant homes,
Key recommendations: forming a land bank,
aggressive code enforcement.
Plan includes map of abandoned properties, and a
map of neighborhood market classification.
CDBG RFP   Yearly CDBG RFP CDBG plan addresses housing investment; shows
recommended areas for housing investment:
 Southeast of Ivy Tech
 Two sections of Near Northwest
CHAPTER 1: EXISTING CONDITIONS: SOUTH BEND’S HOUSING IS INEXPENSIVE YET OUTOFREACH FOR MANY

Housing South Bend: Opportunities for transformative investment
Summary of scenario process
The main goals of this phase were to:
1. Develop a tool that South Bend could use to help
make decisions about how to allocate ARP funds.
! A pro forma model was built to estimate how
much housing the ARP allocation could help
subsidize, using pre-approved home construction
plans and construction cost estimates from the
City of South Bend.
2. Test (and hone) that tool by drafting three scenarios
for how the ARP funds could be allocated.
! Each scenario’s focus is specific and unique:
Affordable housing in South Bend’s
most cash-strapped communities
Neighborhoods on the brink get
affordable housing
Rehab, renew, and build affordable homes
3. Outline the lessons from scenario building
and vetting phase in order to inform the final
recommended options.
! Building homes affordable to low-income
residents (80% median income) and not
extremely low-income residents (<30% median
income), allows the city’s ARP allocation to build
more homes, but it risks not addressing the city’s
neediest residents, who have the largest gap
between supply and demand.
! Outside equity, a mix of market-rate units, and
larger down payments would allow the ARP
funds to go further when building affordable
rental housing. Without a large down payment
or outside equity, the operating costs of
maintaining the units would exceed the revenue
they generate.
! Rehabilitation could be more cost-effective than
building new homes, but significant money is
needed to fix South Bend’s most damaged building
stock. The cost of a down-to-the-studs renovation
is effectively equal to building a new home.
Developing and presenting these scenarios helped
hone the pro forma model, and provided crucial
information to inform recommended options
(discussed in Chapter 3).
First, what is meant by “scenario”
The term “scenario” means a “potential way the money
could be spent.
Scenario planning is a common strategy in private busi-
ness, urban planning, and other sectors. Through devel-
oping scenarios around certain policy choices—such as
how a lump sum of money could be spent on affordable
housing—policymakers and the public can discuss the
future effects of these present decisions on their com-
munity and craft resilient, robust strategies.
The scenarios are hypothetical ways that the city’s $5.5
million ARP allocation could be spent.
This report’s ARP funding scenarios are not explic-
it plans or policies. The scenarios are exercises that
identify more specific ways the money could be spent
and highlight tradeoffs between decisions. Again, the
ARP funding scenarios described in this chapter are not
explicit plans or policies.
Chapter 2:
Building ARP
spending scenarios
CHAPTER 2: BUILDING ARP SPENDING SCENARIOS
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Rice University Kinder Institute for Urban Research
Lessons from existing conditions
Existing research identified baseline conditions for
developing different scenarios, along with showing key
problems the ARP funds could address. The section
that follows briefly describes existing conditions, and
how they relate to ARP funding choices.
Demand exists for central-city housing. Market studies
conducted for the city of South Bend show that thou-
sands of new rental and owner-occupied units can be
absorbed across multiple central South Bend neighbor-
hoods on both sides of the river. Recent construction
and high post-COVID-19 price spikes also evidence
high demand. In recent history, the city has reformed
its zoning ordinance and written other policies, such as
pre-approved plans for smaller lots, to help streamline
central-city development.
The city’s neediest residents need quality housing.
There are four census tracts within South Bend—mostly
covering downtown and the areas to its west—where
the median household income is less than $20,000.
(In 2021, the federal definition of living in poverty
for a family of four was an income of $26,500 or less).
Residents are housing cost-burdened. While neither
researchers nor the city possess detailed and reliable
parcel-by-parcel building quality surveys, these same
areas also have extensive vacancy, suggesting blight and
lower-quality structures in which residents live. These
two phenomena jointly suggest the need for quality,
affordable housing. Citywide, there is evidence that
the poorest residents are those which face the largest
under-supply of housing.
There is demand for new owner-occupied housing
stock. The strong post-COVID-19 real-estate market
is uneven. Relatively few new homes have been built
since 2016. Home vacancy, despite some positive signs,
remains common. While the city has reformed policies
to encourage development, the local home construction
sector has been slow to respond. Newer homes can give
appraisers “comps” they can use during the mortgage
appraisal process, yet new home construction may risk
accelerating unaffordability.
Certain neighborhoods may become unaffordable.
There are many neighborhoods on the cusp of chang-
es, which the ARP subsidy can address. Places like
the Near Northwest, Northeast, and River Park face
challenges in 2021. These include areas with some
of the most active post-COVID-19 markets. Because
property values have increased, these neighborhoods
may become unaffordable for older residents looking to
relocate to different homes in the neighborhood. They
also may lack vacant land within portions of the neigh-
borhood for new affordable homes, or they may have
older properties in need of rehabilitation.
Estimating ARP-subsidized housing costs
and aordability: the key assumptions
As part of the scenario building, estimates of the impact
of ARP investments were generated using a spreadsheet
model similar to a real-estate pro forma. Like any cost/
revenue real-estate estimation model, certain assump-
tions about interest rates, construction costs, future
revenues and other variables were made.
Potential ways money can be spent on housing:
This report chose to focus on housing construction and
rehabilitation because the ARP Final Rule, as issued by
the U.S. Treasury, emphasizes “[p]romoting long-term
housing security” [emphasis added] for communities,
and brick-and-mortar affordable housing investments
are permanent in a way direct cash subsidies are not.
Additionally, other ARP funds in South Bend went
toward emergency rental assistance. While these emer-
gency funds were a crucial and sometimes a literally
life-saving measure, the terms of the final rule limits
how these funds can be applied.
Therefore, in these scenarios, there are three ways
money can be spent:
(1) Constructing owner-occupied housing,
(2) Constructing renter-occupied housing, or
(3) Rehabilitating existing homes, either owner- or
renter-occupied.
In these scenarios and within the pro forma model, the
ARP allocation subsidizes private development and
repairs. The city is not a development firm. In the case of
owner-occupied housing, the ARP money goes toward
covering the gap between what South Bend residents can
afford, and what it costs to build housing. For renter-oc-
cupied housing, ARP money goes toward the down pay-
ment on construction-to-permanent loans that finance
affordable housing. Rehabilitation money hypothetically
goes directly to property owners or their contractors.
CHAPTER 2: BUILDING ARP SPENDING SCENARIOS

Housing South Bend: Opportunities for transformative investment
Housing construction cost estimates come from
pre-approved plans. To determine how far the ARP
funding could go, reliable housing construction costs
are needed for different housing types. South Bend
staff provided pre-approved house construction plans
from the South Bend Neighborhood Infill Study. For
the infill study, consultants created pre-approved
construction plans for infill housing that fits existing
city building and zoning codes. The house plans are
also appropriate to the smaller lot sizes often found in
South Bend’s central neighborhoods. These plan types
are for single-family homes of different sizes, duplexes,
and sixplexes (see Table 4). These construction plans
were created prior to the recent inflation increases, so
the pro forma model allows for the user to change cost
estimates based on inflation and other factors.
Affordability varies by neighborhood and family size.
While construction costs are relatively similar across
the city, median household income varied by neigh-
borhood. The scenarios attempted to account for these
differences in income at the tract level when determin-
ing investments.
Affordability guidance largely comes from the U.S.
Department of Housing and Urban Development
(HUD). HUD issues income definitions for guiding how
cities can spend grants from the HOME Investment
Partnerships Program. Given how ARP funds were
federally disbursed, it made sense to consider federally
issued affordability guidelines within the pro forma. See
Table 5 for the affordability limits used in this report.
Extensive detail about this program, and certain chang-
es, can be found in the Appendix.
TABLE 4
TABLE 5
Pre-approved plan details. Source: City of South Bend, Neighborhood Infill Study
FY2022 HUD Income Limits
Type Standard
Standard
Suite
Narrow
House
Narrow Suite
Carriage
House
Duplex Sixplex
SF/unit       
BR/unit
Estimated
construction cost
Min. lot width (ft.)






   
Estimated
construction cost
      
Estimated
construction cost,
% inflation
       
Aordable housing costs (% of monthly income per FY  HOME income limits)
-Person
Household -Person Household -Person Household
-Person
Household -Person Household
% AMI     
% AMI    
% AMI     
% AMI     
CHAPTER 2: BUILDING ARP SPENDING SCENARIOS

Rice University Kinder Institute for Urban Research
For the purposes of these scenarios, the affordability
definitions for each unit come from the bedroom count.
Two-bedroom duplex and sixplex units’ affordability
definitions come from the two-person family affordabil-
ity level; three-bedroom standard and narrow homes
from a three-person family; and four-bedroom narrow
suite and standard suite definitions for a four-person
family. For example, consulting Table 5, a two-bedroom
duplex that is affordable for an extremely low-income
(30% MHI) family would rent for $469. A four-bed-
room single suite home affordable for very low-income
families (50% MHI for the purposes of this report)
would cost $975 per month. Family size and number of
bedrooms do not always align, but this assumption is
deemed defensible.
The tool was vetted by the South Bend project team in
April 2022. Critiques included accounting for vacant
land, improving operating expense estimation, and
other topics.
Given how the scenarios were created under an earlier
draft of the pro forma model, details are omitted with-
in the main narrative and moved to the appendix. The
main reason for this phase was to investigate different
potential broad strategies, and the potential tradeoffs
of different policy choices, rather than estimating the
most efficient or best investment.
There are certain limitations of the pro forma model.
! The model omits certain construction assumptions,
such as asset depreciation and construction staging.
! The model has less detailed assumptions for
construction costs and cannot estimate shortages
or severe price spikes in certain materials. Even
commonly used pro forma models cannot account
for these spikes.
These limitations reflect the fact that the tool is for
investing across multiple projects, and not providing
detailed financial estimates for individual projects.
Given the potential for cost overruns, due to things like
inflation or material shortages, all scenarios (and final
recommended options in the next chapter) do not advo-
cate spending the full $6 million.
How far can the ARP funding go?
The pro forma tool was used to estimate how much
housing could be built with $5.5 million.
In these estimates, which use the final pro forma model,
land is assumed to be free, so construction would need
to occur on city-owned or vacant property.
Assume ARP funds only build owner-occupied
four-bedroom single-family pre-approved “Standard”
homes at $282,000 each.
For the purposes of this study, the ARP funding subsidy
covers the gap between what the home costs the person
(Table 6, column 1) and the actual construction costs
($282,000 in this case).
Table 6, which shows how far the ARP funding could
go if only building four-bedroom standard homes and
the cost estimates,
7
makes a few lessons apparent. First,
even a $200,000 home is “affordable” per the HOME
affordability thresholds for a family of four. Second,
extremely affordable housing is more expensive to build
and requires more subsidy, leading to fewer overall
units being built.
All told, the allocation can subsidize 23-66 affordable
standalone “standard” homes.
7 Assumptions for these estimates: mortgage interest rate 4.5%
with 30-year amortization period; property tax rate 1%; property
insurance rate 1%; Mortgage insurance rate 0.85%; Down
payment 3.5%
TABLE 6
How many $282,000 homes can
the ARP funding subsidize?
Home sales price
Estimated
monthly occupant
cost
Number of homes
buildable with
ARP allocation
  
  
  
  
CHAPTER 2: BUILDING ARP SPENDING SCENARIOS

Housing South Bend: Opportunities for transformative investment
TABLE 7
TABLE 8
Assume ARP funds subsidize one sixplex with six
two-bedroom units. The building costs $754,000 to
build on free city-owned land, with no investor equi-
ty and 50% money down, with the rest of the costs
financed by a construction-to-permanent loan. We
assume a 10% vacancy rate.
Sixplex “break even” on
costs v. affordable rent
Aordability
threshold Rent
Does the building
break even on
costs?
Extremely
aordable
(% AMI)
 No
( short
per month)
Very aordable
(% AMI)
 No
( short
per month)
Aordable
(% AMI)
 Yes
( surplus
per month)
All rental units have regular costs. In addition to main-
tenance, upgrades, property tax, “wear and tear,” and
paying property management staff, property managers
also need to pay back the loans needed to pay for con-
struction. In “market-rate” units, rent hypothetically
covers all of these costs. For affordable units, addition-
al funds are needed. Within this study, ARP funds go
toward larger down payments in order to minimize loan
servicing costs, which helps keep rents lower.
In this example, operating expenses, estimated to be
$2,285 per month for the entire building, account for
maintenance costs, upgrades, insurance and a “rainy
day” fund.
8 Researchers assume with a 20-year construction-to-permanent
loan with 6.5% yearly interest and 10% vacancy rate.
This cost breakdown (Table 7) for this unit shows the
need for outside equity, or a number of market-rate
units, in order to help the development “break even”
and take in enough revenue to keep up with repairs.
Note that even 80% AMI “affordable” units are well
above median rents for South Bend and barely break
even. Without these subsidies in addition to ARP funds,
too much money is spent on loan servicing and not
repairs, and the project cannot cover regular costs if the
rental units serve the neediest residents.
Assume ARP funds go toward one sixplex with six
two-bedroom units. The above assumptions are the
same, except investor equity covers 33%, a down pay-
ment covers another third, and a construction-to-per-
manent loan covers the last third.
Sixplex “break even” on costs
with investor equity and
affordable rent
9
Mix of units
Does the building
break even on costs?

 rent at 
(aordable)
 rent at 
(extremely aordable)
No
( short per month)
 rent at 
(aordable)
 rent at 
(very aordable)
Yes
(Barely,  positive
per month)
 rent at 
(market rate)
 rent at 
(very aordable)
Yes
( positive per month)
A large down payment is needed for affordable rental
housing to break even (see Table 8). Even with a down
payment that covers one-third of the cost of construc-
tion, and private equity covering another third, the
building is not netting a large positive cash flow. A very
large down payment is necessary.
9 Cost assumptions are assumed to be same as Table 8.
10 Ibid.
CHAPTER 2: BUILDING ARP SPENDING SCENARIOS

Rice University Kinder Institute for Urban Research
Assume ARP funds only go toward extensive
rehabilitation.
Low-cost rehabilitation can spread benefits to many
households but are smaller-scale improvements com-
pared to new-home construction.
Higher-cost rehabilitation is still roughly one-half the cost
of building a new home, and it may not entail all of the
work necessary to modernize homes with new fixtures.
Note that the cost estimates in Table 9 assume no soft
costs for running a rehab program, which will be neces-
sary as city staff time will be needed to run the program.
Three scenarios for spending ARP funds:
There are infinite calculations researchers could make
in order to show “how far” the ARP money could go. To
help hone the process, project staff devised comprehen-
sive yet hypothetical scenarios for how the money could
be sent. Feedback from these scenarios form the basis
of Chapter 3.
11
Policymakers and the general public can use the scenar-
ios to better understand the types of choices they have
for the ARP allocation and the potential outcomes of
those choices.
11 A second key purpose of the scenario process was honing the pro
forma tool. Project staff presented the tool, and scenarios, in April
2022, and the pro forma tool was developed further following
feedback at this meeting. Since the scenarios were built with an
older “Version 1.0” of the tool, their full details (regarding costs
and revenues) are not included in the body text. Please consult the
appendix for full information.
TABLE 9
Rehabilitation budget
Rehab budget per home
How many homes can receive funds?
(ARP allocation divided by budget)
Items that can be repaired within that budget
(assuming only one item is chosen, not the entire list)
 
! Bathroom fixture updates
! Kitchen fixture updates
! Minimal foundation issues
! Extensive landscaping improvements
! Siding and paint repair
! Gutter replacement
! Moderate HVAC updates (e.g., replacing a heater)
 
! Major roof repairs
! Significant HVAC updates (e.g., installing ductwork)
! Extensive window replacements on historic homes
! Extensive siding replacement
 
! Extensive foundation repairs (e.g., lift and fill)
! Complete plumbing replacement
! Fixing water damage
 
! Down-to-the-studs renovation of a portion of a home
CHAPTER 2: BUILDING ARP SPENDING SCENARIOS

Housing South Bend: Opportunities for transformative investment
Scenario 1. Aordable housing in South Bend’s most
cash-strapped communities
The goal of this scenario is to house residents of South
Bend’s poorest census tracts.
What and where
In the first scenario, all of the ARP builds and renovates
housing in census tracts 20, 21, and 23, which includes
parts of the Near West Side, Kennedy Park, and La Salle
Park. These are South Bend’s communities with the
lowest median incomes, all below the poverty line for a
family of four.
There is about a 50-50 split between very/extremely
affordable rental housing (17 units) and market-rate
rental housing (19 units). As mentioned above, this
sort of “split” helps the project’s financial viability, and
increases the likelihood of wealthier residents (who can
afford market-rate units) moving into these neighbor-
hoods. The subsidy sponsors a small amount of own-
er-occupied housing (10 units), which must be heavily
subsidized to be affordable. The remaining funds are
set aside for rehabilitation.
What’s the story? Justifications and tradeos
As cited in the existing conditions, these areas of South
Bend have a high amount of vacancy and older homes.
Two of the three tracts have a high renter affordability
gap, signaling the need for affordable housing.
New high-quality homes can help improve sagging
appraisal values.
Targeting these neighborhoods for funds has important
equity considerations, as residents have lower incomes,
and have also historically borne the brunt of structural
inequities.
One potential concern: Wealthier residents may raise
local anxieties about gentrification and displacement.
Measuring how much these new homes may “cause”
gentrification, or measuring if gentrification is a poten-
tial outcome, is beyond the scope of this report, but the
presence of even a few wealthier residents in high qual-
ity homes in these neighborhoods may raise concerns.
This problem could be addressed by either building only
extremely affordable housing (which means less hous-
ing could be built).
Scenario 2. Neighborhoods on the brink get
aordable housing
The goal of this scenario is to provide permanent, af-
fordable housing in neighborhoods with strong, grow-
ing markets, where high demand and post-COVID-19
price increases signal coming affordability challenges.
What and where
The focus of this scenario are census tracts 7, 10, and
17, which includes the highest demand areas in the
market studies. Such communities are not wealthy:
these tracts vary from being very low income (tract 17,
which is downtown and has a MHI less than $20,000)
to middle-income (with MHIs in the $40,000-$55,000
range). Future real-estate development may likely be
too expensive for existing residents.
To help address this issue, this scenario entails build-
ing an even mix of owner- and renter-occupied homes.
Having more affordable owner-occupied homes (21)
than the previous scenario may help prevent displace-
ment, as does building relatively affordable rental hous-
ing (28 units). These rental units are generally more
expensive than those in the first scenario.
What’s the story? Justifications and tradeos
Since these areas are higher-demand, and places where
the city cannot as easily grant land to a developer, this
scenario assumes that builders need to purchase land in
order to build homes. Money spent on land purchases is
money that is not spent building affordable homes. The
other two scenarios assume land is free, since they are
based in census tracts where the city owns ample vacant
land that could be granted to a developer.
Because of land costs and high demand, assembling
parcels for a larger development, where a developer
could take advantage of economies of scale and build
more homes, would be more difficult.
This scenario would help support affordable housing
within areas with higher amenities. These tracts are
closer to the city’s major employment centers (e.g. cam-
pus and downtown) and generally have more services
and retail establishments nearby than the areas in
Scenarios 1 and 3. Rents are high, as well: Census Tract
10 (which is near campus and contains much of the
Northeast neighborhood) has a median rent of $1,050,
which is the sixth-highest of the 43 tracts in this study.
CHAPTER 2: BUILDING ARP SPENDING SCENARIOS

Rice University Kinder Institute for Urban Research
Scenario 3. Rehab, renew, and build quality homes
This scenario can be considered a “mix” of the oth-
er two: It focuses on neighborhoods with depressed
housing markets, yet builds a mix of very affordable
rental housing and more moderately-priced single-fam-
ily homes, with the long-term goal of improving local
appraisals. Unique to this scenario is that a substantial
share of the ARP funds would go toward rehabilitation.
What and where
The areas of concern are census tracts 4, 27, 29, and
30, which includes all of part of the St. Casimir, La Salle
Area, and the Southeast neighborhoods. These neigh-
borhoods contain some of the city’s highest vacancy
rates, and show other signs of having many properties
in need of repair and rehabilitation.
In this scenario, the bulk of funds go towards significant
home rehabilitation (60 homes), while affordable own-
er-occupied (21) and rental (8) units make up the rest.
What’s the story? Justifications and tradeos
One of the major concerns voiced by South Bend stake-
holders had to do with the home appraisals in some of
the city’s older neighborhoods. This scenario attempts
to use ARP funds to address this challenge by signifi-
cantly improving existing homes, as well as building
more new homes.
One key assumption in this scenario is that these new
“comp” homes and rehabilitated homes will help stimu-
late the real estate market in the long term. The pro for-
ma model does not attempt to estimate the impact these
investments would have on neighborhood appraisals.
Chapter 3 contains a recommended option that the city
consult with appraisal industry professionals in order
to estimate the impact of certain investments to answer
this question.
Improved “comp” homes and improved home prices
may have the unintended consequence of making the
area unaffordable. This is one of the potential tradeoffs:
Low appraisals were cited as a key concern by stake-
holders, but higher appraisals and a stronger real-estate
market may raise anxieties about residents being priced
out. The counterpoint to this argument is that mean
home prices remain extremely low, and affordability
gaps do not exist within most of the city. This debate
remains an active question.
CHAPTER 2: BUILDING ARP SPENDING SCENARIOS
Photo courtesy of City of South Bend, Indiana Department of Community Investment

Housing South Bend: Opportunities for transformative investment
O
verall, South Bend has two related but distinct housing problems:
home quality and home affordability. New high-quality homes are not
affordable to most South Bend residents. Recent average sales prices on
homes built after 2010 is above $200,000, which is beyond the reach of a
household earning the city’s median income. South Bend’s aged housing
stock also has higher rents than many residents can afford, particularly in
certain areas of the city.
This report concludes with three recommended op-
tions for spending the ARP allocation. The exact plan
for spending the ARP allocation should be decided
through a political process. This report is intended
to provide guidance and tools to help South Bend’s
community development staff and politicians choose
how they allocate funds. Additionally, South Bend staff
will possess the pro forma model and all data, allowing
further analysis to occur within City Hall.
Recommended Option 1:
A little bit of everything”
The first option for spending the ARP funding address-
es multiple housing issues in an attempt to do a little
bit of everything: building extremely affordable rental
housing, very affordable owner-occupied homes, afford-
able owner-occupied homes, and funding rehabilitation.
TOTAL COST: $5.49 MILLION
Renter-occupied homes constructed:
! Subtotal: $1.55 million
! 52 total bedrooms added
! Four narrow suite homes (Four-bedroom homes)
Three homes rent at $1,560
(low-income affordability)
One home rents at $585
(extremely low-income affordability)
! Three sixplexes (18 two-bedroom apartment units)
Two units rent at $1248
(low-income affordability)
Eight units rent at $780
(very low-income affordability)
Eight units rent at $469
(extremely low-income affordability)
! Justification:
Market studies pointed toward low-income rental
demand, particularly in western neighborhoods.
Affordability is still a problem in South Bend,
particularly in those same neighborhoods.
This investment helps house lower-earning
South Bend residents, as most units are
affordable at the very low- or extremely
low-income thresholds.
Chapter 3:
Findings, recommended
options, and conclusions
CHAPTER 3: FINDINGS, RECOMMENDED OPTIONS, AND CONCLUSIONS

Rice University Kinder Institute for Urban Research
! Assumptions:
15% discount on construction costs due to
building at scale; labor costs minimized by
larger-scale development
Free land: Apartments are developed on
city-owned vacant parcels in lower-demand
neighborhoods.
$908,000 in outside investor equity, with a
$1.55 million down payment from ARP funds
Construction-to-permanent loan of $295,000
with 20-year period, 6.5% yearly rate
Monthly operating expenses of
$2,285 per sixplex, $500 per home
10% projected vacancy rate
Total monthly additional revenues:
$337 (break even)
Owner-occupied home construction
! Subtotal: $3.22 million
! 90 total bedrooms added
! Five standard homes at $135,000
Estimated monthly payments: $868
(very low-income affordability)
! 10 standard suite homes at $160,000
Estimated monthly payments: $1,029
(low-income affordability)
! Five narrow homes at $80,000
Estimated monthly payments: $514
(extremely low-income affordability)
! Five narrow suite homes at $120,000
Estimated monthly payments: $772
(very low-income affordability)
! Justification:
Building new homes has fewer soft costs for the
city. The home is sold and becomes the owner’s
responsibility.
There is a large demand for new, high-quality
owner-occupied homes, as determined in the
market studies.
Helping appraisals: Home sales prices are
depressed in many South Bend neighborhoods.
Providing new, relatively affordable, high-
quality homes in these neighborhoods can raise
home values, improve existing resident equity
and future appraisals.
! Assumptions:
Construction estimates are from pre-approved
plans, adjusted by 10% to account for inflation
For narrow home lots land is free, because
many narrow lots are in neighborhoods with
vacant land. Otherwise, land costs are based on
estimated lot sizes and are roughly $100,000
total for the standard homes.
Financials:
4.5% interest rate accrued yearly
on a 30-year mortgage
3.5% down payment
0% property tax (property tax waived
for low-income homebuyers)
1% property insurance rates
0.85% mortgage insurance rates
Rehabilitation
! Subtotal: $720,000
! Rehabilitated 12 standard suite homes for an
average of $60,000 each.
! Note: This number can be decreased to account for
soft costs of ARP project administration.
! Justification:
Prior neighborhood plans strongly emphasize
existing home rehabilitation, sometimes even
more so than new construction.
Some of South Bend’s neighborhoods have
extensive aging building stock.
This option is not a discrete policy; rather, it shows how
goals from all three scenarios can be fit into one pack-
age within the ARP funding limit.
This option favors developing owner-occupied housing,
which may be tweaked in future iterations.
Recommended Option 2:
To minimize soft costs,
consider going “all in”
The first option proposed has “something for everyone,
but it also entails the developer finding and screening
homebuyers and property managers, and managing a
rehabilitation program. Each of these efforts requires
effort and labor hours, leading to costs beyond brick-
and-mortar construction work. One simple way to avoid
these soft costs is to spend the entire allocation on one
CHAPTER 3: FINDINGS, RECOMMENDED OPTIONS, AND CONCLUSIONS

Housing South Bend: Opportunities for transformative investment
or two projects in areas with considerable vacant land
and design the projects so they address multiple goals.
These goals include providing extremely affordable
housing and encouraging new construction.
A second “all-in” option focuses on building only rental
housing for lower-earning South Bend residents. It
does not address the challenge of improving home
appraisals or building new owner-occupied homes. It
is purposefully narrow in order to minimize costs and
streamline development.
TOTAL COST: $5.29 MILLION
Renter-occupied homes constructed:
! 140 total bedrooms added
! 14 narrow suite homes (four-bedroom homes)
Seven homes rent at $1,450
(low-income affordability)
Seven homes rent at $585
(extremely low-income affordability)
! Seven sixplexes (42 two-bedroom apartment units)
21 units rent at $900
(low-income affordability)
21 units rent at $468
(extremely low-income affordability)
! Justification:
Market studies pointed toward low-income
rental demand, particularly in western
neighborhoods.
Affordability is still a problem in South Bend,
particularly in those same neighborhoods.
Developing one site only minimizes operational
expenses and land construction costs.
! Assumptions:
15% discount on construction costs due to
building at scale; labor costs minimized by
larger scale development
Free land: apartments are developed on
city-owned vacant parcels in less wealthy
neighborhoods.
$1.70 million in outside investor equity
Entirety of ARP allocation ($5.29 million)
goes toward down payment.
Construction-to-permanent loan of $398,000
with 20-year period, 6.5% yearly rate
Monthly operating expenses of
$2,285 per sixplex, $500 per home
Assumes roughly $400 above break-even
revenue (after operating expenses) to account
for unexpected costs or to invest in property
improvements, programming for residents,
or other amenities.
Assumes property taxes are paid. Removing
property taxes would allow more extremely
low-income units to be built.
10% projected vacancy rate
Recommended Option 3:
“Stick to the budget” and closely
follow suggested allocations
The 2022 FY budget for the city of South Bend allocat-
ed $6 million ARP funds to affordable housing. Of that
$6 million, $2.5 million was allocated to home repair
assistance, $2.5 million to “housing financing” and $1
million to “home buying assistance.
These three categories align to the three categories of
the pro forma model. At the outset of this project, it
was understood that these categories could be flexible,
hence the diverse funding options above. A third and
final option follows closely the budget, and resembles
the “a little bit of everything” example except that more
money is allocated toward rehabilitation.
TOTAL COST: $5.37 MILLION
Owner-occupied home construction (“home-buying
assistance”)
! Subtotal: $941,000
! 36 total bedrooms added
! Five standard suite homes at $170,000
Estimated monthly payments: $1,093
(low-income affordability)
! Four narrow suite homes at $150,000
Estimated monthly payments: $965
(very low-income affordability)
CHAPTER 3: FINDINGS, RECOMMENDED OPTIONS, AND CONCLUSIONS

Rice University Kinder Institute for Urban Research
! Justification:
Building new homes has fewer soft costs for the
city. The home is sold and becomes the owner’s
responsibility.
There is a large demand for new, high-quality
owner-occupied homes, as determined in the
market studies.
Helping appraisals: Home sales prices are
depressed in many South Bend neighborhoods.
Providing new, relatively affordable, high-
quality homes in these neighborhoods can raise
home values and improve existing resident
equity and future appraisals.
! Assumptions:
Construction estimates are from pre-approved
plans, adjusted by 10% to account for inflation.
Land is assumed to be free; homes constructed
on vacant city-owned land in suitable areas.
Financials:
4.5% interest rate accrued yearly on a
30-year mortgage
3.5% down payment
0% property tax (property tax waived
for low-income homebuyers)
1% property insurance rates
0.85% mortgage insurance rates
Renter-occupied homes constructed (“housing
financing”)
! Subtotal: $1.93 million
! 68 total bedrooms added
! Five narrow suite homes (four-bedroom homes)
Three homes rent at $1,560
(low-income affordability)
Two home rents at $585
(extremely low-income affordability)
! Four sixplexes (24 two-bedroom apartment units)
Eight units rent at $1248
(low-income affordability)
Eight units rent at $780
(very low-income affordability)
Eight units rent at $469
(extremely low-income affordability)
! Justification:
Market studies pointed toward
low-income rental demand.
Report analysis shows high demand
for extremely affordable housing.
This investment helps house lower-earning
South Bend residents, as most units are
affordable at the very low- or extremely
low-income thresholds.
! Assumptions:
This $1.93 million is less than the original $2.5
million allocation in order to account
for potential cost overflows.
15% discount on construction costs due to
building at scale; labor costs minimized by
larger scale development.
Free land: Apartments are developed on
city-owned vacant parcels in lower-demand
neighborhoods.
$1.19 million in outside investor equity, with a
$1.93 million down payment from ARP funds
Construction-to-permanent loan of $482,000
with 20-year period, 6.5% yearly rate.
Monthly operating expenses of $2,285
per sixplex, $500 per home
10% projected vacancy rate
Total monthly additional revenues:
$506 (break even)
Rehabilitation
! Subtotal: $2.5 million
! 38 standard suite homes rehabilitated for an
average of $50,000 each
! Note: This number can be decreased to account for
soft costs of ARP project administration.
! Justification:
Prior neighborhood plans strongly emphasize
existing home rehabilitation, sometimes even
more so than new construction.
Some of South Bend’s neighborhoods have
extensive aging building stock.
Rehabilitation programs, compared to rental
property management, are relatively easy to
administer for a private entity
CHAPTER 3: FINDINGS, RECOMMENDED OPTIONS, AND CONCLUSIONS

Housing South Bend: Opportunities for transformative investment
The rest of the chapter focuses on recommendations
regarding broader concerns.
Consider parcel-level issues:
vacancy, title and zoning.
According to South Bend’s data, the city owns at least
200 acres of vacant land, much of it located west and
south of downtown. Privately owned vacant land may
have significant liens or title issues; labor needed to
clear title in order to site development on these parcels
may be needed (and expensive). Meanwhile, significant
updating of South Bend’s zoning code (and ongoing
updates of its building code) has helped enable creative
development in most of the city.
All three factors—the city’s vacant land holdings, the
abundant liens and title issues on under-used parcels,
and current and future zoning—should be considered
during the site-selection process for future development,
in addition to being considered in future pro formas.
Explore policy options to maintain
owner-occupied home aordability.
Any policy that proposes selling a $200,000 home to
someone for $50,000 must address an important issue:
Someone could theoretically sell their home for an im-
mediate profit. This would not serve the ARP funding’s
goal of preserving affordable housing. The city should
explore different options for preventing this, such as
contractual clauses in the purchase agreement. Other
models, like a land trust that limits the private equity a
homeowner can build, can be explored and debated by
South Bend stakeholders.
Don’t forget rental properties when
disbursing rehabilitation funds.
Home quality issues extend to rental properties. If
ARP funds are used for rehabilitation, it is important
to consider rental properties as well. Landlords may
be slower to pursue these funds, and the city should
target them through existing housing programs (e.g.,
rental inspections).
TABLE 10
Three proposals for spending the ARP allocation
Name
Total rental
units
Total owner-
occupied units
Total units, by
aordability
thresholds
Outside equity
needed Tradeos and choices
A little bit of
everything”
   low-income
 very low-
income
 extremely
low-income
 Focuses on more diverse housing
choices.
Builds in dierent sites across the city.
Attempts to address diverse
challenges (rehabilitation, appraisal,
and aordable housing)
“Go all in”   low-income
 extremely
low-income
 million Focuses only on building aordable
rental housing, and building more
extremely low-income aordable
units.
No owner-occupied units.
Does not attempt to directly address
appraisal or rehabilitation challenges.
Stick to the
budget”
  low-income
 very low-
income
 extremely
low-income
 million Focuses on staying in set budget,
while attempting to address many
needs at once
Dedicates the most money to rehab
( million of allocation)
CHAPTER 3: FINDINGS, RECOMMENDED OPTIONS, AND CONCLUSIONS

Rice University Kinder Institute for Urban Research
Explore rent-to-own options for rental
homes developed through the program.
The Housing Authority of South Bend can explore a
rent-to-own program for the rental properties devel-
oped through this project. Through lengthy residence,
tenants can develop better credit and eventually build
equity in their home. Designing such a program was
beyond the scope of this project, but it remains a point
of emphasis.
Consult with home appraisal industry
representatives.
One assumption of the scenarios, and one of the op-
tions, is that new homes and renovations will improve
local appraisals. One point to investigate: How much
would a new home in a certain neighborhood improve
appraisals? South Bend staff should consult with rep-
resentatives from the appraisal industry if improving
home appraisals is pursued as a policy goal.
Don’t throw out old plans.
Consider development concepts from old plans, as
identified in this study’s first chapter, and use them as
guides for the allocation. Neighborhood plans from
the past decade did not identify some master-planned
community to be “dropped” into a neighborhood, but
they do identify parcels or areas that could be the site
of transformational development. For example, the
Lincoln Park master plan identifies potential “neigh-
borhood nodes” that could be the site of transforma-
tional investments, and the West Side Main Streets
study includes future site development concepts. Staff
should identify such transformational sites from prior
plans and consider them for investment.
One prior analysis that may be helpful is the neighbor-
hood market condition classification in the Vacant and
Abandoned Properties Task Force Report from 2013.
South Bend’s planners used data to cluster the city into
four housing market types, identifying key problems
and challenges in each of these market types. When try-
ing to identify which neighborhoods receive ARP funds,
this can be a useful tool.
CHAPTER 3: FINDINGS, RECOMMENDED OPTIONS, AND CONCLUSIONS
Photo courtesy of City of South Bend, Indiana Department of Community Investment

Housing South Bend: Opportunities for transformative investment
A note on HUD/HOME Income Guidelines
The HOME program is one of HUD’s largest programs,
allocating roughly $2 billion yearly to state and local
governments to build affordable housing.
The HOME program sets local thresholds to define
“low-income”, “very low income”, and “extremely low
income” families by family size. These income thresh-
olds are calculated for each metropolitan area, in order
to account for local cost-of-living differences across the
country.
12
HUD releases income definitions for metro
areas, and South Bend’s metropolitan area covers all of
St. Joseph County.
Rather than using the HOME rent guidelines, which
have complicated thresholds and do not apply as easily
to homeowner housing costs, the scenarios presented in
this study multiplied the HOME income guidelines by
0.30 to determine affordable rents.
Within this report, we emphasize which HUD income
level—extremely low income, very low income, or low
income—is targeted by proposed investments.
12 For details on the calculation methodology, please see: https://
www.hudexchange.info/programs/home/home-income-limits/
Accounting for the dierent 2021 and 2022
HOME guidelines
During the scenario-building phase of research, 2021
HOME income guidelines were used. Typically, HUD
releases the guidelines during the early Spring, so the
initial phase of this project used 2021 numbers. In
2022, HUD released the income guidelines on June 15,
after a draft of this report had been completed.
Because of high inflation, the income thresholds
jumped dramatically. For example, the 2022 HUD
low-income limit for a family of four in the South Bend
metro was $62,400, while in 2021 it was $58,800 (see
Tables 12). This increase of more than 6% is substan-
tial enough that we wanted to account for it within
our models, even though the changed definitions were
released late in our process.
The decision was made to account for these changed
definitions in Chapter 3. Since the scenario exercise in
Chapter 2 was more exploratory, the 2021 definitions
were used for those estimate (Table 11).
Appendix
TABLE 11
FY2022 HOME income limits
FY  HOME Income Limits (Eective )
South Bend - Mishawaka IN HUD Metro FMR Area
-Person Household -Person Household -Person Household
-Person
Household -Person Household
% AMI     
% AMI     
% AMI     
% AMI     
APPENDIX

Rice University Kinder Institute for Urban Research
Scenario and pro forma assumptions
The pro forma model was delivered to South Bend staff
in October 2022.
A pro forma user can toggle different financial assump-
tions. Beyond the assumptions about local context, there
are other specific financial assumptions for individual
projects. These include but are not limited to rental
vacancy rates in new developments, interest rates for
construction-to-permanent loans (for rental housing),
property management operating expenses, mortgage
interest rates, down payment size, outside equity invest-
ed, and construction, land and rehabilitation costs. All
of these can be toggled within the pro forma model.
Every scenario presented in Chapter 2 contains a set of
consistent assumptions.
! All models in the Chapter 2 scenarios assume a
4.5% mortgage interest rate, 1% property tax rates,
and 0.85% mortgage insurance rates for owner
occupiers. In certain cases, property tax forgiveness
is assumed for affordable homes.
! For rental properties, operating expenses are
assumed to be in the range of 35% of rent revenues,
with a higher percentage for affordable units
(because even though rents are lower, building
upkeep costs would remain relatively stable).
! Investor equity (usually in the range of 25% of
costs) helps offset the size of the permanent-to-
construction loans needed to develop affordable
rental properties.
! Permanent-to-construction loan interest rates are
estimated at 6.5%.
! All models assume 10% inflation from the cost
estimates for construction in the pre-approved plans.
Scenario details
Note that all scenarios were built with an older, “Version
1.0” pro forma model. Their unit counts and cost esti-
mates do not reflect updated, more robust assumptions.
They are shared in this appendix for transparency.
Scenario 1 details
A $5.8 million subsidy builds 36 rental units and 10
owner-occupied units, plus substantial rehabilitation
on 45 units (either owner-occupied or rented, at city’s
discretion). Thirty of the 36 rental units would be in
multifamily housing. Half of those units (15) would be
affordable to local residents earning the tract’s median
income, while the other 15 would be market-rate. The
last six rental units would be standalone single-family
homes: Four would be market rate, and two would have
rents that would be very affordable per HUD guidelines
for St. Joseph County ($600 for a new three-bedroom
home), which is higher than the tract’s MHI but is nec-
essary to help the numbers work.
Owner-occupied units would be a mix of three- and
four-bedroom units that would be affordable per the
tract’s MHI. The subsidy for these units is massive: to
build 5 owner-occupied homes that are affordable to
local residents requires about $1 million dollars, about
one-fifth of the city’s total ARPA allocation.
TABLE 12
Housing scenarios
Emphasis
Total ARP
allocation
needed
Renter
units built
Owner
units built
Units
rehabbed
Outside
equity
needed
beyond
allocation
Scenario  Extremely aordable (mostly rental)
homes in poorest markets
 million     million
Scenario  Moderately aordable owner/renter
homes in growing markets
 million     million
Scenario  Rehabbing and building “comp houses” in
vacancy/demolition plagued areas
 million   
APPENDIX

Housing South Bend: Opportunities for transformative investment
Regarding rehabilitation, this scenario sets aside be-
tween $50,000 and $60,000 per unit for rehabilitation,
not enough money for a “down to the studs” renovation
but enough to replace a roof and other major fixtures.
This subsidy would require an additional $1.1 million
of outside equity.
Scenario 2 details
The focus of this scenario are census tracts 7, 10, and
17, which includes the highest demand areas in the
market studies. Such communities are not wealthy:
They vary from being very low income (tract 17, which
is downtown, has a MHI less than $20,000) to mid-
dle-income (with MHIs in the $40,000-$55,000 range).
Therefore, future real-estate development may likely be
too expensive for existing residents.
This scenario entails spending $5.8 million to build 21
owner-occupied homes and 28 renter-occupied homes,
and rehabilitate 35 homes.
Generally, homes rent for more than in the previous sce-
nario. Of the renter occupied homes, 20 are affordable
at the higher countywide HUD standard (two-bedroom
units renting for $1050, three-bedroom units renting
for $1,300), while the remaining eight are affordable to
very low-income local residents.
Owner-occupied homes are also more expensive, sell-
ing for $150,000. Even at this higher price, monthly
payments are still estimated to be less than $1,200,
which is affordable per HUD countywide standards for
a family of four. These moderately priced homes can
help provide housing for existing residents with lower
incomes, along with providing comparable homes for
appraisers. Additionally, four homes will be affordable
to very low-income residents (selling at $60,000).
Similarly, rehab costs are assumed to be $50,000-
$60,000 per single-family home.
This would need to leverage roughly $1.3 million of
outside investor funds in order to build permanent
affordable rental units.
Scenario 3 details
The areas of concern are census tracts 4, 27, 29, and
30, which includes all of part of the St. Caz, La Salle
Area, and the Southeast neighborhoods. While not
the poorest neighborhoods in the city, they have high
vacancy rates, hence the desire to stimulate the local
home appraisals.
This scenario entails spending $5.5 million to build
21 owner-occupied units and eight rental units, and
rehabilitate 60 homes. The rehabilitation effort would
be larger, taking up the bulk of the ARP allocation.
Owner-occupied homes would sell between $60,000
and $207,000, with most selling in the vicinity of
$150,000. The monthly costs of a $207,000 home are
still below the HUD countywide affordability threshold
for a family of four.
The fewer rental units built would be a mixture of mar-
ket rate (around $1,000/month, still below the HUD
threshold), and those affordable to low income ($700/
month) and lower-income tenants ($441/month). These
would all be in duplexes.
One major difference in this scenario is the cost and
extent of home rehabilitation. This scenario entails
rehabilitating 60 homes. Thirty homes would receive
up to $50,000, and the other 30 would receive up to
$35,000 for smaller repairs and renovations.
This scenario entails only needing $400,000 of outside
investor equity, less than the other models likely be-
cause of the fewer units developed.
APPENDIX
Mission
The Kinder Institute for Urban Research builds
better cities and improves lives through data,
research, engagement and action.
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