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Gauging the Impact of Home Foreclosure
on Neighborhood Property Values
Improving Assessments to Help Struggling Homeowners
NATIONAL LEAGUE OF CITIES
September 25, 2009
Robert Weissbourd, RW Ventures, LLC
Why Should We Care?
Why Should We Care?
Why Should We Care?
Why Should We Care?
Why Should We Care?
Why Should We Care?
Real Estate Matters
Housing Defines Our Communities
Breakdown of Net Worth by Asset, 2002
(Top Asset Classes; Outliers Excluded)
41.7%
53.8%
11.4%
7.9%8.2%
2.6%
7.4% 6.3%
0%
10%
20%
30%
40%
50%
60%
70%
All Households Lower Income Households
Home Equity
Stocks
401K
Bank Savings
Source: Net worth and the assets of households, US Census Bureau 2002.
Real Estate Matters
Housing Builds Individual Wealth
Source: US Census Bureau
Real Estate Matters
Housing Supports Government
When Real Estate Markets don’t Work...
Housing Bubble Aftermath: One in Four Homes Are Now “Underwater”
Photo: Doug Benz, The New York Times
Bad Things Happen to Our Cities
Source: Center for Responsible Lending Press Release, May 2009
The Devastating Impact of Foreclosures
Data: HUD, Neighborhood Stabilization Program
Greatest Impact in Low Income Neighborhoods
Source: Property Taxes on Owner-Occupied Housing by State (2007 Tax Foundation report)
Property Taxes:
A Significant Household Expenditure
In 2007, the typical U.S. homeowner spent
2.91% of annual income ($1,838) on
property taxes.
In Illinois, this figure was 4.76% of annual
income, or $3,203..
For Struggling Homeowners, Property Taxes are a
Substantial Additional Burden
A Good Property Assessment System is Key
to Households, Communities and Government.
A Good Property Assessment System is Key
to Households, Communities and Government.
Assessments are intended to be
accurate and uniform.
A Good Property Assessment System is Key
to Households, Communities and Government.
Assessments are intended to be
accurate and uniform.
Poor assessment practices influence:
• investment in housing stockhousing stock;
• which communitiescommunities residents choose;
• householdshouseholds wealth; and
• governmentgovernment receipts.
But Current Market Conditions Present Serious Challenges...
But Current Market Conditions Present Serious Challenges...
68,24168,241
24,44524,445
Source: Cook County Assessor's Office, Single Family Only
Dramatic Decrease in Sales Volume
Volume Has Dropped by 64% Between the Peak in 2005 and 2009
Total Sales of Residential Properties
Source: Cook County Assessor's Office, Single Family Only
Compounded by Skyrocketing Foreclosure Rates
Result in Legal Challenges,
a “Flood” of Appeals...
“...Officials across the country say there is no question that
the number of [assessment] appeals has risen from the
usual trickle to a flood.” (NYT, July 4, 2009)
Lou Dobbs Tonight reports on assessments and property tax
protests (CNN, April 1, 2009)
City of Philadelphia sued over assessment practices
And Serious Community Development Implications
Greatest challenges in neighborhoods
that are most affected by foreclosure
crisis
Risk of over-assessments for
homeowners who can least afford them
The Cook County Assessor’s Office (CCAO) Took Action
Project Goal: Enhancing the Assessment
Process to Better Estimate Property Values
in the Current Environment
– How to account for the recent downturn in the
market after years of steady growth?
– How to account for the increased influence of
foreclosures?
NorthNorth
2010 & 2013
(450,679 parcels) CityCity
2009 & 2012
(855,140 parcels)
SouthSouth
2011 & 2014
(526,799 parcels)
1.8 Million Total Parcels1.8 Million Total Parcels
About Cook County
Total Parcels: 1.8 MM Total Assessed Value: 72.5 BB
85%
4.0
23.5
44.9
5%
10%
OtherCommercial/IndustrialResidential
Total Parcels: 1.8 MM Total Assessed Value: 72.5 BB
85%
4.0
23.5
44.9
5%
10%
OtherCommercial/IndustrialResidential
About Cook County
The CCAO Is One of the Largest and Most Sophisticated
Assessor’s Offices in the Country
Project Structure
Build from Existing Models
Operate within current systems (data,
software and staffing)
Deliver under tight timeline dictated
by assessment process
Accuracy
– How close are assessed values to actual market values?
Uniformity
– Are similar homes assessed at similar values?
Equity
– Are different value homes assessed at the same rate?
Practical Considerations
– Ease of implementation, transparency
Criteria for Success
Process and Diagnostics
 Evaluation of current model
 Introduce modifications, from simple to
complex
 Evaluate each step using rigorous statistical
techniques
 Review outcomes
 Develop recommendations
Evaluation via Out of Sample Testing
Enables readily determining quality of current systems and modifications
Detailed Reports Generated for Each Model Modification
To preserve confidentiality, the following
graphs and figures were constructed for
illustrative purposes only, and do not
reflect specific project data or results.
DISCLAIMER
 Number of foreclosure filings
in the neighborhood within
the past year
 Presence of foreclosure
filings on the same block
within the past year (dummy)
 Also tested: Block-level
number instead of dummy,
REO instead of filing,
different distances (1/32
mile, 1/16 mile, 1/8 mile)
Tested Multiple Foreclosure Measures
Accounting for the Impact of Foreclosures
Created new variables that capture
and account for nearby foreclosures
New variables better assess the value
of the foreclosed property as well as
non-foreclosed properties on the same
block
What Does This Mean for the Assessment of Individual Properties?
No Filing Nearby Filing Nearby
Accounting for the Downturn in Housing Trends
Created new variables that track the
housing market on a more “real time” basis
New variables adjust to market trends –
regardless of whether they are up, down or
flat
Capturing Market Trends:
Time Dummies vs Linear Model
Capturing Market Trends:
Time Dummies vs Linear Model
Capturing Market Trends:
Time Dummies vs Linear Model
Capturing Market Trends:
Time Dummies vs Linear Model
Capturing Market Trends:
Time Dummies vs Linear Model
Capturing Market Trends:
Time Dummies vs Linear Model
Graphics are for illustrative purposes ONLY
Model Enhancements Make a Big Difference
Changes do not Affect Overall Tax CollectionChanges do not Affect Overall Tax Collection
(a function of levy), but do Preserve Accuracy(a function of levy), but do Preserve Accuracy
and Equity in the Tax Systemand Equity in the Tax System
Project Impact
 Savings for lower income homeowners (holding
aggregate tax revenue constant) in the order of sixtysixty
million dollarsmillion dollars.
 The changes have been incorporated into the current
round of assessments and will be applied to all
future assessments.
 Additional assessment model improvements have
been identified and are being explored together.
The “New Frontier” of Property Assessments
Opportunity to apply newest statistical and
data mining techniques to assessment
models
 Potential to deliver assessments more
accurately, equitably and efficiently,
leading to a new generation of property
assessment practices
In Sum...
 Time to revisit “one of the most important, easily
documented, and manipulable of all influences
upon the social geography of cities, and also one
of the most neglected.” (Harris and Lehman, 2001)
 A modest investment generates a large financial
impact for neighborhoods and homeowners who
sorely need help.
 The approach, techniques and solutions of the
project are easily transferable to other counties.
Gauging the Impact of Home Foreclosure
on Neighborhood Property Values
Improving Assessments to Help Struggling Homeowners
NATIONAL LEAGUE OF CITIES
September 25, 2009
Robert Weissbourd, RW Ventures, LLC

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Foreclosure Effects on Neighborhood Property Assessments: National League of Cities

  • 1. Gauging the Impact of Home Foreclosure on Neighborhood Property Values Improving Assessments to Help Struggling Homeowners NATIONAL LEAGUE OF CITIES September 25, 2009 Robert Weissbourd, RW Ventures, LLC
  • 8. Real Estate Matters Housing Defines Our Communities
  • 9. Breakdown of Net Worth by Asset, 2002 (Top Asset Classes; Outliers Excluded) 41.7% 53.8% 11.4% 7.9%8.2% 2.6% 7.4% 6.3% 0% 10% 20% 30% 40% 50% 60% 70% All Households Lower Income Households Home Equity Stocks 401K Bank Savings Source: Net worth and the assets of households, US Census Bureau 2002. Real Estate Matters Housing Builds Individual Wealth
  • 10. Source: US Census Bureau Real Estate Matters Housing Supports Government
  • 11. When Real Estate Markets don’t Work... Housing Bubble Aftermath: One in Four Homes Are Now “Underwater”
  • 12. Photo: Doug Benz, The New York Times Bad Things Happen to Our Cities
  • 13. Source: Center for Responsible Lending Press Release, May 2009 The Devastating Impact of Foreclosures
  • 14. Data: HUD, Neighborhood Stabilization Program Greatest Impact in Low Income Neighborhoods
  • 15. Source: Property Taxes on Owner-Occupied Housing by State (2007 Tax Foundation report) Property Taxes: A Significant Household Expenditure In 2007, the typical U.S. homeowner spent 2.91% of annual income ($1,838) on property taxes. In Illinois, this figure was 4.76% of annual income, or $3,203.. For Struggling Homeowners, Property Taxes are a Substantial Additional Burden
  • 16. A Good Property Assessment System is Key to Households, Communities and Government.
  • 17. A Good Property Assessment System is Key to Households, Communities and Government. Assessments are intended to be accurate and uniform.
  • 18. A Good Property Assessment System is Key to Households, Communities and Government. Assessments are intended to be accurate and uniform. Poor assessment practices influence: • investment in housing stockhousing stock; • which communitiescommunities residents choose; • householdshouseholds wealth; and • governmentgovernment receipts.
  • 19. But Current Market Conditions Present Serious Challenges...
  • 20. But Current Market Conditions Present Serious Challenges...
  • 21. 68,24168,241 24,44524,445 Source: Cook County Assessor's Office, Single Family Only Dramatic Decrease in Sales Volume Volume Has Dropped by 64% Between the Peak in 2005 and 2009 Total Sales of Residential Properties
  • 22. Source: Cook County Assessor's Office, Single Family Only Compounded by Skyrocketing Foreclosure Rates
  • 23. Result in Legal Challenges, a “Flood” of Appeals... “...Officials across the country say there is no question that the number of [assessment] appeals has risen from the usual trickle to a flood.” (NYT, July 4, 2009) Lou Dobbs Tonight reports on assessments and property tax protests (CNN, April 1, 2009) City of Philadelphia sued over assessment practices
  • 24. And Serious Community Development Implications Greatest challenges in neighborhoods that are most affected by foreclosure crisis Risk of over-assessments for homeowners who can least afford them
  • 25. The Cook County Assessor’s Office (CCAO) Took Action Project Goal: Enhancing the Assessment Process to Better Estimate Property Values in the Current Environment – How to account for the recent downturn in the market after years of steady growth? – How to account for the increased influence of foreclosures?
  • 26. NorthNorth 2010 & 2013 (450,679 parcels) CityCity 2009 & 2012 (855,140 parcels) SouthSouth 2011 & 2014 (526,799 parcels) 1.8 Million Total Parcels1.8 Million Total Parcels About Cook County
  • 27. Total Parcels: 1.8 MM Total Assessed Value: 72.5 BB 85% 4.0 23.5 44.9 5% 10% OtherCommercial/IndustrialResidential Total Parcels: 1.8 MM Total Assessed Value: 72.5 BB 85% 4.0 23.5 44.9 5% 10% OtherCommercial/IndustrialResidential About Cook County The CCAO Is One of the Largest and Most Sophisticated Assessor’s Offices in the Country
  • 28. Project Structure Build from Existing Models Operate within current systems (data, software and staffing) Deliver under tight timeline dictated by assessment process
  • 29. Accuracy – How close are assessed values to actual market values? Uniformity – Are similar homes assessed at similar values? Equity – Are different value homes assessed at the same rate? Practical Considerations – Ease of implementation, transparency Criteria for Success
  • 30. Process and Diagnostics  Evaluation of current model  Introduce modifications, from simple to complex  Evaluate each step using rigorous statistical techniques  Review outcomes  Develop recommendations
  • 31. Evaluation via Out of Sample Testing Enables readily determining quality of current systems and modifications
  • 32. Detailed Reports Generated for Each Model Modification
  • 33. To preserve confidentiality, the following graphs and figures were constructed for illustrative purposes only, and do not reflect specific project data or results. DISCLAIMER
  • 34.  Number of foreclosure filings in the neighborhood within the past year  Presence of foreclosure filings on the same block within the past year (dummy)  Also tested: Block-level number instead of dummy, REO instead of filing, different distances (1/32 mile, 1/16 mile, 1/8 mile) Tested Multiple Foreclosure Measures
  • 35. Accounting for the Impact of Foreclosures Created new variables that capture and account for nearby foreclosures New variables better assess the value of the foreclosed property as well as non-foreclosed properties on the same block
  • 36. What Does This Mean for the Assessment of Individual Properties? No Filing Nearby Filing Nearby
  • 37. Accounting for the Downturn in Housing Trends Created new variables that track the housing market on a more “real time” basis New variables adjust to market trends – regardless of whether they are up, down or flat
  • 38. Capturing Market Trends: Time Dummies vs Linear Model
  • 39. Capturing Market Trends: Time Dummies vs Linear Model
  • 40. Capturing Market Trends: Time Dummies vs Linear Model
  • 41. Capturing Market Trends: Time Dummies vs Linear Model
  • 42. Capturing Market Trends: Time Dummies vs Linear Model
  • 43. Capturing Market Trends: Time Dummies vs Linear Model
  • 44. Graphics are for illustrative purposes ONLY Model Enhancements Make a Big Difference
  • 45. Changes do not Affect Overall Tax CollectionChanges do not Affect Overall Tax Collection (a function of levy), but do Preserve Accuracy(a function of levy), but do Preserve Accuracy and Equity in the Tax Systemand Equity in the Tax System
  • 46. Project Impact  Savings for lower income homeowners (holding aggregate tax revenue constant) in the order of sixtysixty million dollarsmillion dollars.  The changes have been incorporated into the current round of assessments and will be applied to all future assessments.  Additional assessment model improvements have been identified and are being explored together.
  • 47. The “New Frontier” of Property Assessments Opportunity to apply newest statistical and data mining techniques to assessment models  Potential to deliver assessments more accurately, equitably and efficiently, leading to a new generation of property assessment practices
  • 48. In Sum...  Time to revisit “one of the most important, easily documented, and manipulable of all influences upon the social geography of cities, and also one of the most neglected.” (Harris and Lehman, 2001)  A modest investment generates a large financial impact for neighborhoods and homeowners who sorely need help.  The approach, techniques and solutions of the project are easily transferable to other counties.
  • 49. Gauging the Impact of Home Foreclosure on Neighborhood Property Values Improving Assessments to Help Struggling Homeowners NATIONAL LEAGUE OF CITIES September 25, 2009 Robert Weissbourd, RW Ventures, LLC

Notes de l'éditeur

  1. MC: People in Cook County actually pay a lot less because of the exemptions. People in the rest of the state pay more.
  2. MC: in many places (like Michigan) tax caps limit the impact of assessments: by law taxes can’t go up more than x%, so accurate assessments haven’t mattered as much, particularly in steadily appreciating market. However, now that market is going down assessment matters a lot more.
  3. MC: in many places (like Michigan) tax caps limit the impact of assessments: by law taxes can’t go up more than x%, so accurate assessments haven’t mattered as much, particularly in steadily appreciating market. However, now that market is going down assessment matters a lot more.
  4. MC: in many places (like Michigan) tax caps limit the impact of assessments: by law taxes can’t go up more than x%, so accurate assessments haven’t mattered as much, particularly in steadily appreciating market. However, now that market is going down assessment matters a lot more.
  5. MC: in many places (like Michigan) tax caps limit the impact of assessments: by law taxes can’t go up more than x%, so accurate assessments haven’t mattered as much, particularly in steadily appreciating market. However, now that market is going down assessment matters a lot more.
  6. MC: in many places (like Michigan) tax caps limit the impact of assessments: by law taxes can’t go up more than x%, so accurate assessments haven’t mattered as much, particularly in steadily appreciating market. However, now that market is going down assessment matters a lot more.
  7. MC: Total market value 350-400BB – Cook is the second largest county in US after LA
  8. MC: Too technical for general audience. Suggests leaving it out, unless we are talking to more tech audience, like city budget analysts...
  9. MC: careful about concern over loss of revenue.