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Housing Finance Policy Center Lunchtime Data Talk Federal Reserve Surveys of the Economic Well-Being of US Households: SCF and SHED Dave Buchholz, Federal Reserve Board- Division of Consumer and Community Affairs Jeff Larrimore, Federal Reserve Board- Division of Consumer and Community Affairs Jeff Thompson, Federal Reserve Board- Division of Research and Statistics January 21, 2016
A Overview of the Survey of Consumer Finances
January 21, 2016
The analysis and conclusions set forth are those of the authors and do not indicate concurrence by other members of the research staff or the Board of Governors of the Federal Reserve System.
Overview
• Overview of the Survey of Consumer Finances (SCF) • Recap of main findings from 2013
• 2016 SCF Redesign Highlights • The Racial Wealth Gap – Highlights of Recent
Research
3
SCF Background • Survey of households sponsored by the Federal Reserve
Board • In cooperation with Department of Treasury • Survey contractor = NORC since 1992
• SCF triennial cross-sectional surveys, 1983-2013 • Consistent Methodology since 1989 • Sample sizes 4,000 to 6,500 • SCF panel surveys in 1983-1989 and 2007-2009
• Survey design • Area probability and List samples • In person or phone interview using CAPI • Sample weights for population estimates • Missing values and multiple imputation
4
Survey content
• Collects information on: • Assets and liabilities • Relationships with financial institutions • Employment and Pensions • Income • Demographics • Attitudinal questions
• Most data collect at the household level
• Employment, pensions, demographics for head and spouse/partner
5
Household Balance Sheet
• Assets • Financial assets
• Transaction accounts • CDs • Stocks and bonds • Mutual funds • Retirement accounts • Trusts and annuities
• Nonfinancial assets • Vehicles • Houses / other property • Businesses
• Liabilities • Mortgages • Installment loans
• Car loans • Student loans • Other loans
• Credit card balances • Lines of credit
6
Main results • Income gains over 2010-13 very limited • Wealth levels stabilized over 2010-13, with small
gains for some • Increased concentration of income and wealth • Ownership of retirement accounts and equities
declined for most groups over 2010-13; mean values increased
• Homeownership rates fell for most groups over 2010-13; mean net housing wealth stabilized
7
Main results • Business ownership rates fell for most groups over
2010-13, some increases in the mean value of business equity
• Education debt continued to increase over 2010-13. The majority of debt is held by higher income families or families with a college degree
• Payment to income ratios continued to decline, and fewer families had high ratios
• Credit conditions are still an issue for many families, some improvement in fraction with late payments
8
The evolution of family income
9
Shaded areas indicate recessions
30
40
50
60
70
80
90
100
1989 1992 1995 1998 2001 2004 2007 2010 2013
Thou
sand
s of 2
013
$
Year
Mean Income
Median Income
90% gap
60% gap
Income recovers at the top
10
-20%
-15%
-10%
-5%
0%
5%
10%
15%
Bottom 50 Next 40 Top 10
($27,000) ($85,000) ($398,000)
Perc
ent
Usual income group (2013 Mean)
2007-10 Change 2010-13 Change
Trend in Top Income Shares
11
The evolution of family wealth
12
Shaded areas indicate recessions
60
160
260
360
460
560
660
1989 1992 1995 1998 2001 2004 2007 2010 2013
Thou
sand
s of 2
013
$
Year
Mean Wealth
Median Wealth
660% gap
400% gap
Continued wealth declines for low incomes, little recovery at the top
13
-25%
-20%
-15%
-10%
-5%
0%
5%
Bottom 50 Next 40 Top 10
($99,000) ($381,000) ($3.3 Million)
Perc
ent
Usual income group (2013 Mean)
2007-10 Change 2010-13 Change
Sources of wealth changes, 2010-13
Usual Income Group
Balance Sheet Item Bottom 50 Next 40 Top 10
Housing -15% -3% -2%
(Less) Mortgages 5% 3% 1%
Business Plus Corporate Equity -5% 2% 4%
Other Assets -1% -1% -1%
(Less) Non-Mortgage Debt 0% 0% 0%
Total -15% 2% 2%
14
Trend in Top Wealth Shares
15
SCF Missing Some of the Wealth Gains?
• Financial Accounts (FA) aggregates show stronger gains in household sector net worth o FA (‘10 Q1 to ‘13 Q1) +21% aggregate nominal o SCF shows about +12% for 2010-2013
• SCF respondents may not have fully built in recovery in housing and stock prices oNational house price indexes disagree on timing o Some correction for prior survey over-valuations?
• Also, continued strong growth since survey
16
150
175
200
225
250
275
30020
04-0
1-01
2004
-04-
01
2004
-07-
01
2004
-10-
01
2005
-01-
01
2005
-04-
01
2005
-07-
01
2005
-10-
01
2006
-01-
01
2006
-04-
01
2006
-07-
01
2006
-10-
01
2007
-01-
01
2007
-04-
01
2007
-07-
01
2007
-10-
01
2008
-01-
01
2008
-04-
01
2008
-07-
01
2008
-10-
01
2009
-01-
01
2009
-04-
01
2009
-07-
01
2009
-10-
01
2010
-01-
01
2010
-04-
01
2010
-07-
01
2010
-10-
01
2011
-01-
01
2011
-04-
01
2011
-07-
01
2011
-10-
01
2012
-01-
01
2012
-04-
01
2012
-07-
01
2012
-10-
01
2013
-01-
01
2013
-04-
01
2013
-07-
01
2013
-10-
01
2014
-01-
01
2014
-04-
01
Inde
x 19
89 Q
1 =
100
FHFA, Case-Shiller, and CoreLogic Nominal House Price Indexes and SCF House Values
FHFACase-ShillerCoreLogic
2010 SCF
Field Period
SCF
Average House= $316K
(nominal)
$339K (2013 $)
2013 SCF
Field Period
SCF
Average House= $319K
(nominal)
The small nominal change in SCF average house values between 2010 and 2013 is in line with FHFA, and below the increase reported by Case-Shiller and CoreLogic.
17
0
5000
10000
15000
20000
2500020
04-0
7-01
2004
-10-
0120
05-0
1-01
2005
-04-
0120
05-0
7-01
2005
-10-
0120
06-0
1-01
2006
-04-
0120
06-0
7-01
2006
-10-
0120
07-0
1-01
2007
-04-
0120
07-0
7-01
2007
-10-
0120
08-0
1-01
2008
-04-
0120
08-0
7-01
2008
-10-
0120
09-0
1-01
2009
-04-
0120
09-0
7-01
2009
-10-
0120
10-0
1-01
2010
-04-
0120
10-0
7-01
2010
-10-
0120
11-0
1-01
2011
-04-
0120
11-0
7-01
2011
-10-
0120
12-0
1-01
2012
-04-
0120
12-0
7-01
2012
-10-
0120
13-0
1-01
2013
-04-
0120
13-0
7-01
2013
-10-
0120
14-0
1-01
2014
-04-
0120
14-0
7-01
Aggr
egat
e St
ock
Mar
ket V
alua
tion
Wilshire 5000 Stock Value Index and SCF Mean Equity Holdings
2010 SCF
Field Period
SCF Average Equity
Holdings= $213k
(nominal)
$228K (2013 $)
2013 SCF
Field Period
SCF Average Equity
Holdings= $270K
(nominal) The Wilshire index increased 36% between 2010 Q1 to 2013 Q1, while SCF aggregate nominal holdings rose 29% between the 2010 and 2013 surveys.
18
Financial Assets
• Ownership of any financial asset stable at 94% • Conditional median declined 8% to $21,200 in 2013 • Conditional mean increased 5% to $270,100 in
2013
19
Nonfinancial Assets
• Ownership of any nonfinancial asset stable at 91% • Conditional median declined 10% to $148,400 in
2013 • Conditional mean declined 6% to $407,200 in 2013 • Focus on housing
• Net housing wealth – house value minus all home-secured debt
20
Homeownership and housing wealth continued to decline for most families
• Homeownership rates • Conditional means - net housing wealth
21
0%10%20%30%40%50%60%70%80%90%
100%
All Bottom 50 Next 40 Top 10
Perc
ent
Usual income group
2007
2010
2013
0.0
100.0
200.0
300.0
400.0
500.0
600.0
700.0
All Bottom 50 Next 40 Top 10
Thou
sand
s of 2
013
$
Usual income group
2007
2010
2013
Homeownership decline driven by families under 65
• Homeownership rates • Conditional means - net housing wealth
22
0%
10%
20%
30%
40%
50%
60%
70%
80%
90%
< 35 35 to 64 65 +
Perc
ent
Age of family head
2007
2010
2013
0
50
100
150
200
250
300
350
< 35 35 to 64 65 +
Thou
sand
s of 2
013
$
Age of family head
2007
2010
2013
Debt
• Ownership of any debt stable at 75% • Conditional median declined 2% to $115,000 in
2013 • Conditional mean declined 5% to $156,700 in 2013 • Focus on one specific type of debt
• Education loans – strong growth over the last decade • Examine families with heads age < 40
23
Education loan growth: 2001-2013 SCF (family heads less than 40 years old)
• The basics • Distribution of education debt (2013 $)
24
2001 2013
Percent with education debt
22.4 38.8
Mean value (thousands of 2013 $)
16.9 29.8
Median value (thousands of 2013 $)
10.5 16.8
78%
16%
6% 1%
2001 Less than 25thousand
between 25 and50 thousand
between 50 and100 thousand
more than 100thousand
64% 17%
13%
6%
2013
Concentration of debt by income changed; concentration of debt by degree unchanged
• Share of education debt by usual income
• Share of education debt by degree level
25
0%
10%
20%
30%
40%
50%
60%
Less than 30thousand
30 to 60thousand
More than 60thousand
Perc
ent
Usual income group
2001
2013
0%
10%
20%
30%
40%
50%
60%
70%
80%
Bachelor'sDegree or
Higher
Associate'sDegree
No Degree
Perc
ent
Degree level
2001
2013
Incremental payment burden of education loans
• Composition of average payment to average income ratios in 2013
26
15.6% 14.5% 10.3%
3.8% 3.7%
2.3%
2.7% 1.5%
3.5%
0%
5%
10%
15%
20%
25%
Bachelor's Degree orHigher
Associate's Degree No Degree
Perc
ent
Degree level
Including deferred educationloan payments
Including education loanpayments
Excluding education loanpayments
19.7%
16.1%
22.1%
2016 SCF Redesign • Focus on how microeconomic heterogeneity affects
macroeconomic outcomes, especially for high-wealth
• Reduce respondent burden; less threatening questions
• Improve coordination and integration with other household surveys and administrative data sources
• Adopt emerging technologies in fieldwork and post-survey statistical linking of external information
• Release same high-quality data faster, make SCF data more accessible, improve documentation and resources
• Adapt to changing use of financial products and services
27
Prepaid Accounts
Problem
• Approximately 10% of the population report being “unbanked”
• See respondents with debit cards, direct deposits, or auto withdrawals, who then say “no” to checking account
• Increasing use of pre-paid cards with no associated account?
Solution
• Add questions on ownership of reloadable prepaid debit card and government benefit card (e.g. EBT, DirectExpress)
• Ask about prepaid debit card balances
1/20
/201
6
28
Education Loans Problem
• Missing crucial details about education loans
Solution
• Added question(s) about who within the family had their education funded by the particular loan
• Added question(s) about whether it is a federal government loan (Stafford, Parent Plus, etc.)
• Added question(s) about whether the education program was completed (Yes/No/Still enrolled)
• Restructure and modify repayment questions to better identify (for example) respondents participating in grace period, income-based repayment, loan forgiveness, or other programs
1/20
/201
6
29
Response to Financial Shocks Problem
• Household borrowing and spending responses to financial constraints is not well understood
Solution:
• Two-part “hypothetical” debt repayment decision:
1. Assuming you experience a financial emergency and are unable to pay your bills, your primary response would be? • Borrow (or borrow more) • Cut spending • Postpone/be late on payments • Withdraw from existing accounts/sell assets?
2. What sources/accounts/assets/spending categories would those be? (prioritized list of two items) • Follow-up tailored to the primary response category
1/20
/201
6
30
David Buchholz and Jeff Larrimore Consumer & Community Development Research, Division of Consumer & Community Affairs January 21, 2016 Urban Institute The analysis and conclusions set forth in this presentation are our own and do not indicate concurrence of the Federal Reserve Board of Governors, the Federal Reserve System, or their staff.
Survey of Household Economics and Decisionmaking
32 Board of Governors of the Federal Reserve System
• Cast light on current issues affecting consumer financial well-being and monitor recovery from the financial crisis
• Help monitor trends in consumer behavior and sentiment as they relate to household finances and the broader economy
• Fill data gaps and provide insights into questions for which there may not be other reliable data sources
Motivation for Survey
INTRODUCTION
33 Board of Governors of the Federal Reserve System
• Nationally representative survey of U.S. adults age 18 and older
• Conducted annually by the Federal Reserve Board since 2013
• Data presented today is from the Fall 2014 survey
• Focus on consumer finance issues, particularly with respect to reasons behind decisions
• Summary report published as Report on the Economic Well-Being of U.S. Households
• Data is publicly available at http://www.federalreserve.gov/communitydev/shed.htm
What is the SHED? SHED OVERVIEW
34 Board of Governors of the Federal Reserve System
Table of Contents
Banking and Credit
6
Education and Student Loans
7
34 Board of Governors of the Federal Reserve System
Retirement
8
Additional Research
9
SECTION
SECTION
SECTION
SECTION
Introduction
1
Economic Well-Being
2 Housing and Living Arrangements
3 Economic Fragility and Emergency Savings
4 5
SECTION
Savings and Spending
SECTION
SECTION
SECTION
SECTION
35 Board of Governors of the Federal Reserve System
Survey Methods: GfK KnowledgePanel® Random selection of U.S. Households into KnowledgePanel®
using Address Based Sampling
Accept invitation into panel and complete profile survey Offered computer and internet if none in household
(about 55,000 adults)
Invited to take SHED survey (8,975 adults)
Complete SHED survey (5,896 adults – 65.7%)
SHED OVERVIEW
36 Board of Governors of the Federal Reserve System
SHED Sample Overview
1,710 adults Re-interviewed
respondents from 2013 SHED survey
2,552 adults New respondents randomly selected
1,634 adults Oversample of adults
with household income under $40,000
SHED sample is made up of three components
SHED OVERVIEW
37 Board of Governors of the Federal Reserve System
Data Validity: 401(k) account SHED OVERVIEW
Source: Larrimore, Schmeiser, Devlin-Foltz (2015)
38 Board of Governors of the Federal Reserve System
Data Validity: Health Insurance SHED OVERVIEW
Source: Larrimore, Schmeiser, Devlin-Foltz (2015)
39 Board of Governors of the Federal Reserve System
Data Validity: Homeownership SHED OVERVIEW
Source: Larrimore, Schmeiser, Devlin-Foltz (2015)
40 Board of Governors of the Federal Reserve System
TOP TAKEAWAYS
Economic Well-Being
say they are “doing OK” or “living comfortably,” but many still face some financial stress.
expect their income to be higher in the coming year.
of part-time workers would prefer to work more hours at their current wage.
65% 29% 49% TOP TAKEAWAYS
41 Board of Governors of the Federal Reserve System
ECONOMIC WELL-BEING
Which one of the following best describes how well you are managing financially these days?
Finding it difficult to
get by Just
getting by Doing okay
Living comfortably
Measuring Financial Health
Asked of all respondents. n = 5,896
42 Board of Governors of the Federal Reserve System
ECONOMIC WELL-BEING
Asked of all respondents. n = 5,896
Higher
Lower
The Same
Expectations for future income Next year, do you think your income will be higher, lower, or about the same as it was this year?
43 Board of Governors of the Federal Reserve System
Desire for Additional Employment At your current wage, would you prefer to work more, less, or about the same amount as you currently work?
Asked of employed respondents. n = 2,846
The Same Number of Hours
More Hours
Less Hours
36% 5%
58%
49%
3%
48%
Among Part-time Workers
Among All
Workers
ECONOMIC WELL-BEING
44 Board of Governors of the Federal Reserve System
TOP TAKEAWAYS
Housing and Living Arrangements
of renters would prefer to own their home if they could afford to do so.
of homeowners believe the value of their home increased since 2013...
of homeowners think that they owe more on their home than it is worth.
81% 43% …but 14% TOP TAKEAWAYS
45 Board of Governors of the Federal Reserve System
LIVING ARRANGEMENTS
Why Do You Live with Others? 20% of adults are living with individuals not in their immediate family
64% are doing so to save money or to provide financial assistance to someone living with them
Of those living with others:
14% are doing so to provide or receive assistance with caregiving activities
46 Board of Governors of the Federal Reserve System
LIVING ARRANGEMENTS
Which one of the following best describes your housing arrangement?
What Is Your Living Arrangement?
61% own their homes
28% pay rent
Asked of all respondents. n = 5,896
47 Board of Governors of the Federal Reserve System
LIVING ARRANGEMENTS
Why People Rent
Asked of renters. n = 1,769
81% Of renters would prefer to own their home if they could afford to do s0
Please select all the reasons below for why you rent rather than own your home:
48 Board of Governors of the Federal Reserve System
LIVING ARRANGEMENTS
Household Income
Renters who make under $40,000 are more likely to say:
“I can’t afford down payment”
or “I can’t qualify for
a mortgage”
Renters who make over $100,000 are more likely to say:
“It’s more convenient to
rent” or
“I plan on moving in the near future”
Why People Rent
Asked of renters. n = 1,769
49 Board of Governors of the Federal Reserve System
LIVING ARRANGEMENTS
Why People Own
Asked of homeowners. n = 3,638
50 Board of Governors of the Federal Reserve System
Perceived Home Values Increasing
LIVING ARRANGEMENTS
Compared to 12 months ago, do you think the value of your home today is higher, lower or stayed the same?
Asked of homeowners who owned since 2012. n=3,402
51 Board of Governors of the Federal Reserve System
Expectations for Further Increases
LIVING ARRANGEMENTS
In the next 12 months, how do you think that home prices in your neighborhood will change?
Asked of all homeowners. n = 3,638
52 Board of Governors of the Federal Reserve System
Underwater on Mortgage Balance
Asked of homeowners with a mortgage. n = 2,016
LIVING ARRANGEMENTS
Does the total amount of money you currently owe on your primary home exceed the current value of your home?
11%
15%
14%
17%
53 Board of Governors of the Federal Reserve System
TOP TAKEAWAYS
Economic Fragility and Emergency Savings
experienced some form of financial hardship in the past year
could not pay a $400 emergency expense or would borrow / sell something to do so
went without needed medical care because they couldn’t afford it
24% 47% 31% TOP TAKEAWAYS
54 Board of Governors of the Federal Reserve System
ECONOMIC FRAGILITY & EMERGENCY SAVINGS
Asked of all respondents. n = 5,896
Experienced an Economic Hardship Over the past year, have you or your family living with you experienced any financial hardship such as a job loss, drop in income, health emergency, divorce, or loss of your home?
75% No
24% Yes
Asked of respondents who experienced a hardship. n = 1,527
55 Board of Governors of the Federal Reserve System
Saving for Major Emergencies
Asked of all respondents. n = 5,896
(1) Have you set aside emergency or rainy day funds that would cover your expenses for 3 months in case of sickness, job loss, economic downturn, or other emergencies?
Set Aside Emergency Funds
Has Not Set aside Emergency Funds
ECONOMIC FRAGILITY & EMERGENCY SAVINGS
56 Board of Governors of the Federal Reserve System
Saving for Major Emergencies
Asked of all respondents. n = 5,896
(1) Have you set aside emergency or rainy day funds that would cover your expenses for 3 months in case of sickness, job loss, economic downturn, or other emergencies?
(2) If you were to lose your main source of income, could you cover your expenses for 3 months by borrowing money, using savings, or selling assets?
Set Aside Emergency Funds
Cover Expense by borrowing or selling assets
Could not cover expenses
ECONOMIC FRAGILITY & EMERGENCY SAVINGS
57 Board of Governors of the Federal Reserve System
Suppose that you have an emergency expense that costs $400. Based on your current financial situation how would you pay for this expense?
Covering Smaller Emergency Expense
Asked of all respondents. n = 5,896
53% Pay using cash or
credit card paid in full
33% Pay using debt
or by selling something
14% Could not
pay
ECONOMIC FRAGILITY & EMERGENCY SAVINGS
58 Board of Governors of the Federal Reserve System
Asked of all respondents. n = 5,896
75% No
24% Yes
During the past 12 months, have you had any unexpected major medical expenses that you had to pay out of pocket (that were not completely paid for by insurance)?
Out of Pocket Medical Expenses
ECONOMIC FRAGILITY & EMERGENCY SAVINGS
59 Board of Governors of the Federal Reserve System
Avoiding Medical Treatment
Asked of all respondents. n = 5,896
During the past 12 months, was there a time when you needed any of the following, but didn’t get it because you couldn’t afford it?
31% went without at least one form of medical treatment in the last year
ECONOMIC FRAGILITY & EMERGENCY SAVINGS
60 Board of Governors of the Federal Reserve System
Avoiding Medical Treatment
Asked of all respondents. n = 5,896
During the past 12 months, was there a time when you needed any of the following, but didn’t get it because you couldn’t afford it?
ECONOMIC FRAGILITY & EMERGENCY SAVINGS
Insured Uninsured
61 Board of Governors of the Federal Reserve System
TOP TAKEAWAYS
Savings and Spending
of respondents spent more than their income in the past year
of non-retirees saved nothing in the past year
20% 30% TOP TAKEAWAYS
62 Board of Governors of the Federal Reserve System
Do Households Spend More than They Earn?
SAVINGS & SPENDING
In the past 12 months, would you say that your household’s total spending was more, the same or less than your income?
Asked of all respondents. n = 5,896
Spending less than income 41%
Spending equals Income 37%
Spending exceeded Income 20%
63 Board of Governors of the Federal Reserve System
Are People Saving? In the past 12 months, what percent of your household’s total gross income (before taxes and deductions) did you set aside as savings?
Asked of non-retired respondents. n = 4,561
Did not save any portion of
income Saved at least
some of income Did
not state
SAVINGS & SPENDING
30% of non-retirees said they saved nothing in the past year
Income less than $40,000
Income $40,000 To $100,000
Income greater than $100,000
64 Board of Governors of the Federal Reserve System
Asked of non-retirees who reported saving a positive portion of their income. n=2,587
Which of the following categories, if any, are you saving money for?
What Are People Saving For? SAVINGS & SPENDING
65 Board of Governors of the Federal Reserve System
Asked of non-retirees who reported saving a positive portion of their income. n=2,587
Which of the following categories, if any, are you saving money for? Most popular answers
What Are People Saving For? SAVINGS & SPENDING
66 Board of Governors of the Federal Reserve System
TOP TAKEAWAYS
Banking and Credit
of those who applied for credit were turned down or given less credit than they applied for
of respondents with a credit card always paid their bill in full in the past year
of lower-income respondents do not have a checking or savings account
32% 56% 17% TOP TAKEAWAYS
67 Board of Governors of the Federal Reserve System
Unbanked and Underbanked Unbanked: Do you currently have a checking, savings, or money market account? Underbanked: In the past 12 months, have you used a check cashing service, money order, pawn shop loan, auto title loan, paycheck advance, or payday loan?
Asked of all respondents. n = 5,896
Unbanked Underbanked
BANKING AND CREDIT
68 Board of Governors of the Federal Reserve System
Frequency of Credit Applications
Asked of respondents who reported having applied for credit in the past 12 months. n = 2,054
Please select all of the types of credit below that you have applied for in the past 12 months
37% applied for some form of credit in the past 12 months
BANKING AND CREDIT
69 Board of Governors of the Federal Reserve System
Outcome of Credit Application
Denied Outright
Not denied, but offered less
credit than desired Approved
In the past 12 months, did any of the following happen to you: You were you turned down for credit You were approved, but not given as much credit as you applied for
Asked of respondents who reported having applied for credit in the past 12 months. n = 2,054
BANKING AND CREDIT
70 Board of Governors of the Federal Reserve System
7% Obtained money some other way
9% Other/refused
Additional Demand for Credit?
Asked of respondents who desired credit but did not apply. n = 460
12% of adults desired credit in the past 12 months but did not submit an application
Why did you choose not to submit a credit application when you desired credit in the past 12 months?
BANKING AND CREDIT
71 Board of Governors of the Federal Reserve System
How Confident Do Consumers Feel? If you applied for a mortgage today, how confident are you that your application would be approved?
Asked of all respondents. n = 5,896
Very confident
Somewhat confident
Not confident
Don’t know
41%
20%
26%
13%
BANKING AND CREDIT
72 Board of Governors of the Federal Reserve System
Are People Paying Credit Card Bills? In the past 12 months have you always paid your credit card bills in full each month?
Among those with at least one credit card. n = 3,263
BANKING AND CREDIT
73 Board of Governors of the Federal Reserve System
Among those who do not pay off credit cards in full each month:
Among those with at least one credit card who do not pay bill in full each month. n = 1,366
Are People Paying Credit Card Bills?
BANKING AND CREDIT
74 Board of Governors of the Federal Reserve System
TOP TAKEAWAYS
Education and Student Loans
of the population currently has outstanding education debt
of borrowers without a degree are behind on their student loan payments
of non-graduates say that family responsibilities contributed to not finishing their degree
23% 16% 38% TOP TAKEAWAYS
75 Board of Governors of the Federal Reserve System
Education Debt Burden
Asked of all respondents. n = 5,896
Do you currently owe any money or have any loans that you used to pay for the education of anyone below: (respondents could choose all that apply)
EDUCATION
76 Board of Governors of the Federal Reserve System
Form of Education Debt
Asked of respondents who owe money for education. n = 1,272
Is the money you owe for education a student loan, a home equity loan, credit card debt, or some other type of loan: (respondents could choose all that apply)
EDUCATION
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Did you borrow for your education?
Asked of all respondents. n = 5,896
Use of student loans to finance own education, including loans which have been fully repaid
EDUCATION
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Repayment status by race/ethnicity
Among respondents who borrowed to pay for their own education. n = 1,249
Behind on payments
Paid off loan
Current on payments
EDUCATION
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Does Loan Status Vary by Degree Completion? Percent of borrowers (including those who completely repaid loan) behind on payments on one or more loans for their own education
Asked of those who took out student loans for their education and report the institution attended. n=1,249
EDUCATION
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Does Loan Status Vary by Institution? Percent of borrowers (including those who completely repaid loan) behind on payments on one or more loans for their own education
Asked of those who took out student loans for their education and report the institution attended. n=1,249
EDUCATION
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Is College Worth the Cost? How would you say the lifetime financial benefits of your bachelor’s or associate degree program or your most recent educational program compares to its financial costs?
Asked of respondents who completed at least some college and reported the institution attended. N=3,080
Benefits higher
Costs higher
About the same
For-profit
Nonprofit
Public
EDUCATION
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Why don’t people complete degree after starting college?
Asked of those not currently enrolled who started college but did not complete degree. n=866
EDUCATION
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Asked of those not currently enrolled who started college but did not complete degree. n=1,059
Percent of respondents who cite “family responsibilities” as a reason for not completing a college degree:
Why don’t people complete degree? EDUCATION
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TOP TAKEAWAYS
Retirement
had given little or no thought to financial planning for their retirement
having no retirement savings or pension whatsoever
are not confident or are slightly confident in their ability to manage their retirement savings
39% 31% 51% TOP TAKEAWAYS
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How much thought have you given to the financial planning for your retirement?
17% None at all
22% A little
25% Some
21% A fair
amount
13% A lot
Asked of those not currently retired. n=4,414
Are You Planning for Retirement?
RETIREMENT
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Who Is Planning for Retirement?
Asked of those not currently retired. n=4,414
None at all A fair amount A lot A little Some
RETIREMENT
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What Is Your Retirement Plan? Which one of the following best describes your plan for retirement? Most popular answers:
Less than $40,000 $40,000-$100,000 Greater than $100,000
Among respondents who are not currently retired or out of work due to a disability. n=3,894
RETIREMENT
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Among respondents who are not currently retired. n=4,414
Retirement Savings Differ by Income Do you have the following type of retirement savings?
IRA 401(k), 403(b), Thrift Employer pension Outside savings Any retirement savings
RETIREMENT
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Among respondents who are not currently retired. n=4,414
Lack of Retirement Savings By Age Percent of respondents with no retirement savings
RETIREMENT
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Among respondents who are not currently retired. n=4,414
Why not invest in a 401(k)? Please select all the reasons below for why you do not currently invest in a 401(k), 403(b), thrift, or other defined contribution plan from work.
RETIREMENT
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Investment Confidence & Knowledge How confident are you in your ability to make the right investment decisions when managing and investing the money in your retirement accounts?
12% Very confident
41% of respondents whose employer offers a 401(k) type plan say they do not know how much their employer will match
Asked of non-retired respondents with savings in a 401(k), IRA, or other self-directed retirement account. n = 2,566
Among employed respondents with a 401(k) type account or whose employer offers a plan. n = 2,122
RETIREMENT
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Asked of those not currently retired (n=3,163) and current retirees (n=1,482)
Retirement Strategies Differ by Age How are you planning to pay (or are you paying) expenses during retirement? Most popular answers:
RETIREMENT
45–59 60+ Retired PLANNING ACTUAL
30–44
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Additional Research
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• General research projects
• SHED data validity
• Intergenerational mobility of well-being and expectations for future generations
• Projects using geographic identifiers for respondents
• Zip code (2013-2015 data), census tract (2015)
• Well-being of respondents in concentrated poverty areas
• Relationship between self-stated reasons for housing and local housing market conditions
• Relationship between self-assessed local housing price trends / predictions and actual trends in local area
Internal Research ADDITIONAL RESEARCH
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• SHED data is publicly available
• http://www.federalreserve.gov/communitydev/shed.htm
• Additional profile variables available for purchase from firm that administers the panel from which respondents are drawn (GfK)
• Encourage use of the data by external researchers, including potential collaboration for internal variables such as local-level geographies
External Research ADDITIONAL RESEARCH
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TOP TAKEAWAYS
An Example of Recent Research using the SCF • “Exploring the Racial Wealth Gap Using the Survey
of Consumer Finances” • Gustavo Suarez and Jeffrey Thompson (2015)
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Average Networth of White Families Relative to Black and Hispanic Families
0%
100%
200%
300%
400%
500%
600%
700%
800%
1989 1992 1995 1998 2001 2004 2007 2010 2013
Ratio
white relative to black white relative to Hispanic
Decomposing the Racial Wealth Gap • How much of the gap is due to factors related to
the accumulation of wealth? • Aging • Education • Inheritance • Saving/Investing Outlook
• How much of the gap is due to factors we cannot account for in the data?
• We explore these gaps between white, African American, and Hispanic families using the Survey of Consumer Finances, 1989 to 2013.
Age Profile (for household head) by Race (2013)
Average Age
%Distribution
Under 35 35 to 49 50 to 64 65+
White 53 18% 24% 30% 27%
Black 49 23% 29% 29% 18%
Hispanic 44 32% 36% 22% 11%
Education and Income for "Prime" Working-Age Household Heads (30to59) by Race Group
"Usual" Income Highest Degree Obtained
Mean Median
Less than High
School High School
Only Some College,
No Degree BA only Advanced
Degree
White $118,259 $75,371 6% 29% 26% 24% 15%
Black $54,107 $40,581 9% 33% 34% 17% 8%
Hispanic $55,770 $40,581 31% 36% 21% 7% 4%
Total $99,162 $60,872 9.7% 30.8% 26.5% 20.8% 12.2%
Inheritance by Major Race Group - Household Head Ages 30 to 59
Ever Received
Inheritance
Conditional Mean Value of Total Inheritances
Received*
Conditional Median Value of Total
Inheritances Received*
Expect to Receive an (another)
inheritance
White 23% $236,000 $55,000 19%
Black 11% $83,000 $49,000 6%
Hispanic 6% $86,000 $29,000 4%
Attitudes toward Saving and Investing (family heads ages 35 to 59)
Risk Tolerant Long Horizon Luxury
Borrower
white 23% 71% 18%
Black 15% 53% 21%
Hispanic 15% 52% 17%
Total 21% 67% 18%
Decomposing the White/Non-White Wealth Gap (Oaxaca-Blinder)
Controls Include Demographic, Labor Force, Inheritance, Health
Status, Investment Attitudes, Parental Longevity, and Regional
Real Estate Variables
Controls Also Include Usual
Income
Covariates Also Include Usual
Income and Home Ownership
(1) (2) (3) Percent of Black/White Networth Difference Explained 0.60 0.67 0.80 Percent of Hispanic/White Networth Difference Explained 0.82 0.89 1.06
Decomposing Wealth Gaps using Nonparametric Reweighting Techniques (DFL)
Panel A. Black/White Wealth Differences
Observables Explain:
No Income or
Housing With
Income With Income and Housing
Mean 59% 67% 79%
ptile of wealth dist.
10 96% 97% 100%
25 44% 52% 63%
50 57% 63% 81%
75 57% 64% 73%
90 59% 64% 68%
95 58% 62% 65%
Panel B. Hispanic/White Wealth Differences
Observables Explain:
No Income or
Housing With
Income With Income and Housing
Mean 88% 97% 112%
ptile of wealth dist.
10 106% 105% 109%
25 85% 102% 125%
50 70% 76% 96%
75 72% 79% 88%
90 72% 78% 81%
95 71% 76% 79%
• The full report can be found online: • http://www.federalreserve.gov/econresdata/feds/2
015/files/2015076pap.pdf
Thank you
Questions? [email protected]
SCF Website www.federalreserve.gov/econresdata/scf/scfindex.htm
107
Additional results
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Median Income: CPS,SCF
109
35
40
45
50
55
60
1988 1991 1994 1997 2000 2003 2006 2009 2012
SCF Primary Economic Unit (PEU) CPS Household
Top 1% Share in IRS & SCF
0.050
0.075
0.100
0.125
0.150
0.175
0.200
0.225
0.250
1967
1968
1969
1970
1971
1972
1973
1974
1975
1976
1977
1978
1979
1980
1981
1982
1983
1984
1985
1986
1987
1988
1989
1990
1991
1992
1993
1994
1995
1996
1997
1998
1999
2000
2001
2002
2003
2004
2005
2006
2007
2008
2009
2010
2011
2012
Top1_IRS Top1_scf
110
Top 10% Share in IRS & SCF
0.300
0.325
0.350
0.375
0.400
0.425
0.450
0.475
0.500
0.525
0.550
1967
1968
1969
1970
1971
1972
1973
1974
1975
1976
1977
1978
1979
1980
1981
1982
1983
1984
1985
1986
1987
1988
1989
1990
1991
1992
1993
1994
1995
1996
1997
1998
1999
2000
2001
2002
2003
2004
2005
2006
2007
2008
2009
2010
2011
2012
Top10_IRS Top10_scf
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Retirement account ownership fell for all but the highest income, values rose across groups
• Ownership rates • Conditional means
112
0.0
100.0
200.0
300.0
400.0
500.0
600.0
700.0
All Bottom 50 Next 40 Top 10
Thou
sand
s of 2
013
$
Usual income group
2007
2010
2013
0%
10%
20%
30%
40%
50%
60%
70%
80%
90%
100%
All Bottom 50 Next 40 Top 10
Perc
ent
Usual income group
2007
2010
2013
Retirement accounts grew for older families, and remained stable for younger families
• Ownership rates • Conditional means
113
0%
10%
20%
30%
40%
50%
60%
70%
< 35 35 to 64 65 +
Perc
ent
Age of family head
2007
2010
2013
0
50
100
150
200
250
300
350
400
< 35 35 to 64 65 +
Thou
sand
s of 2
013
$
Age of family head
2007
2010
2013
Corporate equity ownership fell for all but the top income group, values rebounded for all
• Ownership rates • Conditional means
114
0%
10%
20%
30%
40%
50%
60%
70%
80%
90%
100%
All Bottom 50 Next 40 Top 10
Perc
ent
Usual income group
2007
2010
2013
0.0
200.0
400.0
600.0
800.0
1000.0
1200.0
All Bottom 50 Next 40 Top 10
Thou
sand
s of 2
013
$
Usual income group
2007
2010
2013
Business ownership declined across income groups
• Ownership rates • Conditional means
115
0%
5%
10%
15%
20%
25%
30%
35%
40%
45%
50%
All Bottom 50 Next 40 Top 10
Perc
ent
Usual income group
2007
2010
2013
0.0
500.0
1000.0
1500.0
2000.0
2500.0
3000.0
All Bottom 50 Next 40 Top 10
Thou
sand
s of 2
013
$
Usual income group
2007
2010
2013
Debt Burden and Credit Markets
• Payment-to-income ratio (PIR) • All required debt payments divided by income • PIR > 40% – usually an indicator of financial distress
• Credit market experiences
• Turned down or fear denial of credit • 60 days late on any payment in the last 12 months
116
Lower debt payment ratios
117
0%
5%
10%
15%
20%
25%
All Bottom 50 Next 40 Top 10
Perc
ent
Usual income group
2007
2010
2013
0%
5%
10%
15%
20%
25%
< 35 35 to 64 65 +Pe
rcen
t
Age of family head
2007
2010
2013
Median PIR for debtors
Fewer households with high payment burdens
118
0%
2%
4%
6%
8%
10%
12%
14%
16%
18%
20%
All Bottom 50 Next 40 Top 10
Perc
ent
Usual income group
2007
2010
2013
0%
2%
4%
6%
8%
10%
12%
14%
16%
< 35 35 to 64 65 +
Perc
ent
Age of family head
2007
2010
2013
PIR > 40%
Modest changes in credit constraints
119
0%
5%
10%
15%
20%
25%
30%
35%
40%
All Bottom 50 Next 40 Top 10
Perc
ent
Usual income group
2007
2010
2013
0%
5%
10%
15%
20%
25%
30%
35%
40%
45%
< 35 35 to 64 65 +
Perc
ent
Age of family head
2007
2010
2013
Turned down or feared denial of credit
Fewer households are delinquent
120
0%
1%
2%
3%
4%
5%
6%
7%
8%
9%
10%
All Bottom 50 Next 40 Top 10
Perc
ent
Usual income group
2007
2010
2013
0%
2%
4%
6%
8%
10%
12%
< 35 35 to 64 65 +
Perc
ent
Age of family head
2007
2010
2013
60 days past due on a payment over the past year
Adjusted Net Worth Changes, 2010-14 (Adds Subsequent House & Equity Gains)
Usual Income Group
Balance Sheet Item Bottom 50 Next 40 Top 10
Housing -10% 2% 0%
(Less) Mortgages 5% 3% 1%
Business Plus Corporate Equity -3% 6% 7%
Other Assets -1% -1% -1%
(Less) Non-Mortgage Debt 0% 0% 0%
Total -9% 11% 7%
121
Sources of wealth changes, 2010-13
Age of Family Head
Balance Sheet Item < 35 35 to 64 65 +
Housing -11% -5% -2%
(Less) Mortgages 17% 3% 0%
Business Plus Corporate Equity 3% 0% 5%
Other Assets 0% -3% 2%
(Less) Non-Mortgage Debt -1% 0% 0%
Total 8% -5% 6%
122
Corporate equity ownership fell, values rose for age groups; older families saw larger gains
• Ownership rates • Conditional means
123
0%
10%
20%
30%
40%
50%
60%
70%
< 35 35 to 64 65 +
Perc
ent
Age of family head
2007
2010
2013
0
100
200
300
400
500
600
< 35 35 to 64 65 +
Thou
sand
s of 2
013
$
Age of family head
2007
2010
2013
Business ownership declined across age groups
• Ownership rates • Conditional means
124
0%
2%
4%
6%
8%
10%
12%
14%
16%
18%
20%
< 35 35 to 64 65 +
Perc
ent
Age of family head
2007
2010
2013
0
500
1000
1500
2000
2500
< 35 35 to 64 65 +
Thou
sand
s of 2
013
$
Age of family head
2007
2010
2013
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Response Rate Summary Metrics
CONCLUSION AND APPENDIX
A. Study-Specific Average Panel Recruitment Rate (RECR) 13.9% B. Study-Specific Average Household Profile Rate (PROR) 64.1% C. Study-Specific Average Household Retention Rate (RETR) 33.8% D. Study Completion Rate (COMPR) 65.7% E. Study Breakoff Rate (BOR) 2.8% F. Study Qualification Rate (QUALR) 100.0% G. Cumulative Response Rate 1 (CUMRR1) 5.8% H. Cumulative Response Rate 2 (CUMRR2) 2.0%
Callegaro, Mario & DiSogra, Charles (2008). Computing response metrics for online panels. Public Opinion Quarterly 72(5). pp. 1008-1032.
126 Board of Governors of the Federal Reserve System
CONCLUSION AND APPENDIX
RDD Phone Response Rates