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REIMAGINING APPRAISALS
FROM THE GROUND UP:
Towards A Racially Equitable Appraisal Industry
Junia Howell
UIC Department of Sociology
Chicago Association of REALTORS
Fair Housing & Fair Values Virtual Event
7 April 2022
what do
we know?
$275,000
$275,000
$68,500
`
White
White
Black
White
Black
Latinx
White
Black
Latinx
White
Latinx
White
Latinx
3bd, 2ba, 1,569sqft
White
Latinx
3bd, 2ba, 1,569sqft
3bd, 2ba, 1,331sqft
White
Latinx
3bd, 2ba, 1,569sqft
3bd, 2ba, 1,331sqft
White
Latinx
3bd, 2ba, 1,569sqft
3bd, 2ba, 1,331sqft
White
Latinx
3bd, 2ba, 1,569sqft
3bd, 2ba, 1,331sqft
White
Latinx
3bd, 2ba, 1,569sqft
3bd, 2ba, 1,331sqft
White
Latinx
3bd, 2ba, 1,569sqft
3bd, 2ba, 1,331sqft
$56,000
White
Latinx
3bd, 2ba, 1,569sqft
3bd, 2ba, 1,331sqft
$56,000
$550,000
Quail Valley
30 miles
Harris County
Harris County
~1 million appraisals
Harris County
~1 million appraisals
5 data sources
0
50000
100000
150000
200000
250000
300000
350000
400000
450000
500000
Model 1 Model 2 Model 3 Model 4
White
Black
Latino
0
50000
100000
150000
200000
250000
300000
350000
400000
450000
500000
Model 1 Model 2 Model 3 Model 4
White
Black
Latino
$420,000
why?
0
50000
100000
150000
200000
250000
300000
350000
400000
450000
500000
Model 1 Model 2 Model 3 Model 4
White
Black
Latino
House Characteristics
0
50000
100000
150000
200000
250000
300000
350000
400000
450000
500000
Model 1 Model 2 Model 3 Model 4
White
Black
Latino
House Characteristics
• Home and Land Square footage
• Fireplace
• Garage
• Patio, porch, deck
• Pool, tennis court
0
50000
100000
150000
200000
250000
300000
350000
400000
450000
500000
Model 1 Model 2 Model 3 Model 4
White
Black
Latino
House Quality
0
50000
100000
150000
200000
250000
300000
350000
400000
450000
500000
Model 1 Model 2 Model 3 Model 4
White
Black
Latino
House Quality
• Year of last major renovation
• Construction quality
• Physical condition
0
50000
100000
150000
200000
250000
300000
350000
400000
450000
500000
Model 1 Model 2 Model 3 Model 4
White
Black
Latino
0
50000
100000
150000
200000
250000
300000
350000
400000
450000
500000
Model 1 Model 2 Model 3 Model 4
White
Black
Latino
Neighborhood Conditions
0
50000
100000
150000
200000
250000
300000
350000
400000
450000
500000
Model 1 Model 2 Model 3 Model 4
White
Black
Latino
Neighborhood Conditions
• Average House Size
• Housing Stock Age
• Vacancy rate
• Owner Occupancy rate
• Poverty proportion
• Unemployment rate
• Elementary School rankings
• Crime rate
• Park
• Average Commute Time
0
50000
100000
150000
200000
250000
300000
350000
400000
450000
500000
Model 1 Model 2 Model 3 Model 4
White
Black
Latino
0
50000
100000
150000
200000
250000
300000
350000
400000
450000
500000
Model 1 Model 2 Model 3 Model 4
White
Black
Latino
Real Estate Demand
0
50000
100000
150000
200000
250000
300000
350000
400000
450000
500000
Model 1 Model 2 Model 3 Model 4
White
Black
Latino
Real Estate Demand
• Average Days on the Market
• Price Cuts
0
50000
100000
150000
200000
250000
300000
350000
400000
450000
500000
Model 1 Model 2 Model 3 Model 4
White
Black
Latino
$290,000
$290,000
$120,000
$290,000
$120,000
242%
all cities?
all cities?
contract price
all cities?
contract price
comp selection
Uniform
Appraisal
Dataset
Uniform
Appraisal
Dataset
Uniform
Appraisal
Dataset
Uniform
Appraisal
Dataset
Uniform
Appraisal
Dataset
Uniform
Appraisal
Dataset
Uniform
Appraisal
Dataset
Uniform
Appraisal
Dataset
Uniform
Appraisal
Dataset
Uniform
Appraisal
Dataset
Uniform
Appraisal
Dataset
Uniform
Appraisal
Dataset
Uniform
Appraisal
Dataset
history
1920
1920
1920 1929
1920 1929
1920 1929
1920 1929
1920 1929
1920 1929
1932
1920 1929
1932
1934
1920 1929
1932
1934
1920 1929
1932
1934
1920 1929
1932
1934
1920 1929
1932
1934
1920 1929
1932
1934 1968
1920 1929
1932
1934 1968
1920 1929
1932
1934 1968
1920 1929
1932
1934 1968
1976
1920 1929
1932
1934 1968
1976
1977
improving?
AVERAGE APPRAISED VALUE
0
100000
200000
300000
400000
1980 1990 2000 2010 2015
White Neighborhoods
Communities of Color
AVERAGE APPRAISED VALUE
0
100000
200000
300000
400000
1980 1990 2000 2010 2015
White Neighborhoods
Communities of Color
AVERAGE APPRAISED VALUE
0
100000
200000
300000
400000
1980 1990 2000 2010 2015
White Neighborhoods
Communities of Color
AVERAGE APPRAISED VALUE
0
100000
200000
300000
400000
1980 1990 2000 2010 2015
White Neighborhoods
Communities of Color
AVERAGE APPRAISED VALUE
0
100000
200000
300000
400000
1980 1990 2000 2010 2015
White Neighborhoods
Communities of Color
AVERAGE APPRAISED VALUE
0
100000
200000
300000
400000
1980 1990 2000 2010 2015
White Neighborhoods
Communities of Color
AVERAGE APPRAISED VALUE
0
100000
200000
300000
400000
1980 1990 2000 2010 2015
White Neighborhoods
Communities of Color
AVERAGE APPRAISED VALUE
0
100000
200000
300000
400000
1980 1990 2000 2010 2015
White Neighborhoods
Communities of Color
X2
improving?
improving?
NO
NYC
Wichita, KS
NYC
Wichita, KS
San Francisco
NYC
Wichita, KS
San Francisco
NYC
Houston
Wichita, KS
San Francisco
NYC
Houston
Denver
Wichita, KS
San Francisco
NYC
Houston
Denver
Chicago
Wichita, KS
San Francisco
NYC
Houston
Denver
Chicago
Atlanta
Wichita, KS
San Francisco
NYC
Houston
Denver
Chicago
Atlanta
St. Louis
New Orleans
Austin
Los Angeles
San Diego
Portland
Seattle
Detroit
Cleveland
DC
Baltimor
Philly
Pittsburgh
Miami
Minneapolis
Dallas
107
metros
house quality
neighborhood
conditions
AVERAGE APPRAISED VALUE
0
100000
200000
300000
400000
1980 1990 2000 2010 2015
White Neighborhoods
Communities of Color
PREDICTED APPRAISED VALUE
-50000
175000
400000
1980 1990 2000 2010 2015
White Neighborhoods
Communities of Color
+$225,000
+$225,000
+$31,000
demand
PREDICTED APPRAISED VALUE OVERTIME
200000
250000
300000
350000
1980 1990 2000 2010 2015
Becoming White
Becoming Black/Latinx
PREDICTED APPRAISED VALUE
-50000
175000
400000
1980 1990 2000 2010 2015
White Neighborhoods
Communities of Color
$275,000
$68,500
0
100,000
200,000
300,000
400,000
500,000
600,000
1960 1980 2000 2020
0
100,000
200,000
300,000
400,000
500,000
600,000
1960 1980 2000 2020
0
100,000
200,000
300,000
400,000
500,000
600,000
1960 1980 2000 2020
0
100,000
200,000
300,000
400,000
500,000
600,000
1960 1980 2000 2020
0
100,000
200,000
300,000
400,000
500,000
600,000
1960 1980 2000 2020
PREDICTED APPRAISED VALUE
-50000
175000
400000
1980 1990 2000 2010 2015
White Neighborhoods
Communities of Color
PREDICTED APPRAISED VALUE
-50000
175000
400000
1980 1990 2000 2010 2015
White Neighborhoods
Communities of Color
whiteness is not a
neutral baseline
why?
what can be done?
1. New Tools
2. Define Location
3. Select Sales
1. Reparations
2. Interest Rates
3. Revise MBS
JUNIA HOWELL
JuniaHowell.com
5
Strengthen Guardrails
Strengthen Guardrails
Enhance Enforcement
Strengthen Guardrails
Enhance Enforcement
Build Workforce
Strengthen Guardrails
Enhance Enforcement
Build Workforce
Empower Consumers
Strengthen Guardrails
Enhance Enforcement
Build Workforce
Empower Consumers
Improve Data
Strengthen Guardrails
Enhance Enforcement
Build Workforce
Empower Consumers
Improve Data
Strengthen Guardrails
1
1
1
1
2
1
2
1
2
1
2
3
1
2
3
1
2
3
1
2
3 4
1
2
3 4
1
2
3 4
1
2
3 4
5
1
2
3 4
5
1
2
3 4
5
1
2
3
6
4
5
1
2
3
6
4
5
1
2
3
6
4
5
Strengthen Guardrails
Strengthen Guardrails
Enhance Enforcement
Build Workforce
Empower Consumers
Improve Data
Strengthen Guardrails
Enhance Enforcement
Build Workforce
Empower Consumers
Improve Data
Strengthen Guardrails
Enhance Enforcement
Build Workforce
Empower Consumers
Improve Data
Enhance Enforcement
1
1
1
1
2
1
2
1
2
1
2
3
1
2
3
1
2
3
Enhance Enforcement
Strengthen Guardrails
Enhance Enforcement
Build Workforce
Empower Consumers
Improve Data
Strengthen Guardrails
Enhance Enforcement
Build Workforce
Empower Consumers
Improve Data
Strengthen Guardrails
Enhance Enforcement
Build Workforce
Empower Consumers
Improve Data
Build Workforce
1
1
1
1
2
1
2
1
2
1
2
3
1
2
3
1
2
3
Build Workforce
Strengthen Guardrails
Enhance Enforcement
Build Workforce
Empower Consumers
Improve Data
Strengthen Guardrails
Enhance Enforcement
Build Workforce
Empower Consumers
Improve Data
Strengthen Guardrails
Enhance Enforcement
Build Workforce
Empower Consumers
Improve Data
Empower Consumers
1
1
1
1
2
1
2
1
2
1
2
3
1
2
3
1
2
3
1
2
3 4
1
2
3 4
1
2
3 4
1
2
3 4
5
1
2
3 4
5
1
2
3 4
5
1
2
3
6
4
5
1
2
3
6
4
5
1
2
3
6
4
5
Empower Consumers
Strengthen Guardrails
Enhance Enforcement
Build Workforce
Empower Consumers
Improve Data
Strengthen Guardrails
Enhance Enforcement
Build Workforce
Empower Consumers
Improve Data
Strengthen Guardrails
Enhance Enforcement
Build Workforce
Empower Consumers
Improve Data
Improve Data
1
1
1
1
2
1
2
1
2
1
2
3
1
2
3
1
2
3
Improve Data
Strengthen Guardrails
Enhance Enforcement
Build Workforce
Empower Consumers
Improve Data
Strengthen Guardrails
Enhance Enforcement
Build Workforce
Empower Consumers
Improve Data

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