Wealth, Income, and the Affordability of Health Insurance (Text Version)
On September 15, 2009, Didem Bernard, Ph.D. made this presentation at the 2009 Annual Conference. Select to access the PowerPoint® presentation (804 KB).
Slide 1
Wealth, Income, and the Affordability of Health Insurance
Didem Bernard, Ph.D.
Jessica Banthin, Ph.D.
and
William Encinosa, Ph.D.
Slide 2
The Affordability Puzzle
(adults 21-64)
- Many "unafforders"—the poor who appear to be unable to afford insurance—do indeed purchase insurance
- 20.6 % of those below the poverty line had private insurance in 2006 (3.8 million)
- Many "afforders" are uninsured
- 20.7 % of those above the poverty line were uninsured in 2006 (32.5 million)
Slide 3
Research Questions
- What is the difference in wealth between insured and uninsured families?
- How much better can we predict demand for insurance using asset and wealth data?
Slide 4
Data
- Medical Expenditure Panel Survey (MEPS)
- Nationally-representative sample of households
- Full-year files for 2002 & 2003
- Detailed information on health insurance status, employment, health insurance offers, private and public coverage, health risk, and income
- Data collected during 5 rounds of interviews over 2� years (asset data in Round 5), covering a two year reference period
Slide 5
Study Sample and Key Variables
Sample: Nonelderly families w/o public insurance (age 21-64) (N=23,951)
Dependent variable: Indicator equal to 1 if there is at least one person with private insurance in the family (insurance is point-in-time estimate measured as of the end of year)
Family: health insurance eligibility units
Key variables: family-level income & family-level net worth
Slide 6
Regression Samples
Employer coverage market: N=16,172
Someone in family has an ESI offer
Individual market: N= 7,779
No one in family has an ESI offer
Slide 7
Asset and Debt Data in MEPS
- Ownership, value and amount owed for 10 types of assets and debt
- Home
- Second residence
- Other real estate
- Business/farm
- Vehicles
- Recreational vehicles
- CDs, stocks, bonds, mutual funds
- IRAs, Keogh plans, 401K accounts
- Checking, savings & money market accounts
- Any other savings or assets (jewelry, annuity, trust or estates, collections for investment purposes)
- Debt (credit card balances, medical debt, loans from relatives, etc.)
Slide 8
Measures of Financial Assets & Net Worth
Financial assets= CDs + stocks + bonds+ mutual funds + IRAs + Keogh plans + 401K accounts + checking accounts + savings accounts + money market accounts
Net worth= financial assets + home + second residence + other real estate + business/farm + vehicles + other savings or assets - debt
Slide 9
Two Empirical Models of Enrollment in Private Insurance
- Standard Income Model (OLS):
HI=a + by +controls - Wealth Model (OLS):
HI=a + b1y + b2 wealth + controls
where y= income
Slide 10
Control Variables
Preferences:
- "Health insurance is not worth the money it costs."
- "I'm more likely to take risks than the average person."
- "I'm healthy enough that I really don't need health insurance."
Health risks: (1) poor physical or mental health, (2) chronic conditions.
Age, sex, race, education, occupation, married, family size, region.
Slide 11
Employer Coverage Market & Individual Market
- 69% of nonelderly families had access to employer-sponsored coverage
- (67 million)
- 31% of nonelderly families were potentially in the individual market
- (30 million)
Slide 12
Differences between the employer coverage market & the individual market
- 96.1% of families with ESI offers vs. 10.6% of families without ESI offers have private insurance
- 15.2% in the employer coverage market vs. 62.2% in the individual market are poor or low income
Slide 13
Median wealth holdings among nonelderly families
Employer coverage market
|
|
Financial Assets |
Net Worth |
||
|---|---|---|---|---|
|
Income |
Privately Insured |
Uninsured
|
Privately |
Uninsured
|
|
All Families |
$10,226 |
$153 |
$76,945 |
$5,000 |
|
Quartile 1
|
600 |
5 |
7,667 |
2,778 |
|
Quartile 2
|
5,000 |
299 |
42,974 |
12,491 |
|
Quartile 3
|
20,367 |
3,936 |
108,585 |
30,134 |
|
Quartile 4
|
63,912 |
6,591 |
246,980 |
57,200 |
Slide 14
Median wealth holdings among nonelderly families
Individual market
|
Financial Assets |
Net Worth |
|||
|---|---|---|---|---|
|
Income |
Privately Insured |
Uninsured
|
Privately |
Uninsured
|
|
All Families |
$10,849 (3,055) |
$0 (5) |
$105,819 (11,116) |
$3,057 (325) |
|
Quartile 1
|
200 (178) |
0 (6) |
11,235 (10,174) |
-7 (5) |
|
Quartile 2
|
1,527 (1,769) |
0 (5) |
21,293 (7,122) |
2,009 (303) |
|
Quartile 3
|
4,912 (4,312) |
97 (37) |
88,474 (16,617) |
5,787 (580) |
|
Quartile 4
|
23,700 (4,469) |
1,808 (3150 |
175,684 (19,896) |
50,963 (5,921) |
Slide 15
Differences in asset holdings by income and insurance status
- Median net worth of privately insured families was 23.2 times that of the uninsured
- Among families w/ access to employer coverage, median net worth of privately insured families was 15.4 times that of the uninsured
- Among families in the individual market, median net worth of privately insured families was 34.6 times that of the uninsured
Slide 16
Percentage of nonelderly families that own assets / have positive net worth
Employer coverage market
|
Financial Assets |
Net Worth |
|||
|---|---|---|---|---|
|
Income |
Privately Insured |
Uninsured
|
Privately |
Uninsured
|
|
All Families |
83.0 (0.6) |
55.7 (2.5) |
89.7 (0.4) |
76.8 (2.1) |
|
Quartile 1
|
67.0 (1.1) |
50.4 (3.1) |
76.5 91.1) |
72.9 (2.7) |
|
Quartile 2
|
81.0 91.2) |
56.4 (5.1) |
88.4 (0.7) |
81.1 (3.9) |
|
Quartile 3
|
89.4 (0.7) |
77.3 (8.5) |
95.1 (0.4) |
85.0 (7.2) |
|
Quartile 4
|
93.3 (0.6) |
81.8 (9.3) |
97.7 (0.3) |
93.2 (6.6) |
Slide 17
Percentage of nonelderly families that own assets / have positive net worth
Individual market
|
Financial Assets |
Net Worth |
|||
|---|---|---|---|---|
|
Income |
Privately Insured |
Uninsured
|
Privately |
Uninsured
|
|
All Families |
83.9 91.8) |
47.1 (1.1) |
91.7 91.3) |
67.4 (1.1) |
|
Quartile 1
|
59.7 (6.7) |
27.8 (1.8) |
75.9 (5.8) |
46.9 91.9) |
|
Quartile 2
|
80.2 (3.9) |
41.3 (1.7) |
83.0 (3.9) |
67.1 91.5) |
|
Quartile 3
|
82.3 (3.6) |
56.0 (1.9) |
90.1 (3.2) |
75.0 91.5) |
|
Quartile 4
|
90.3 (1.8) |
70.3 (1.9) |
97.6 (0.8) |
86.4 (1.3) |
Slide 18
Differences in asset ownership by income and insurance status
(All Nonelderly Population)
- Among families with private insurance, 83.0 % owned financial assets vs. 48.0 % among the uninsured
- Among families with private insurance, 89.8 % had positive net worth vs. 68.4 % among the uninsured
Slide 19
Estimated effects of wealth on private insurance enrollment:
Employer coverage market
|
Standard Income Model |
Wealth Model |
|
|---|---|---|
|
Income qrtl 2 |
2.588 (0.005) |
2.170 (0.004) |
|
Income qrtl 3 |
4.906 (0.013) |
3.651 (0.010) |
|
Income qrtl 4
|
8.089 (0.030) |
5.586 (0.022) |
|
Wealth qrtl 2
|
- | 1.848 (0.003) |
|
Wealth qrtl 3
|
- | 2.137 (0.005) |
|
Wealth qrtl 4
|
- | 2.133 (0.007) |
|
Adjusted R2 |
14.83% | 16.04% |
Slide 20
Estimated effects of wealth on private insurance enrollment:
Individual market
|
Standard Income Model |
Wealth Model |
|
|---|---|---|
|
Income qrtl 2 |
1.040 (0.003) |
0.908 (0.002) |
|
Income qrtl 3 |
1.560 (0.004) |
1.254 (0.003) |
|
Income qrtl 4
|
2.785 (0.007) |
1.688 (0.004) |
|
Wealth qrtl 2
|
- | 1.167 (0.004) |
|
Wealth qrtl 3
|
- | 2.104 (0.005) |
|
Wealth qrtl 4
|
- | 5.586 (0.014) |
|
Adjusted R2 |
20.88% | 24.59% |
Slide 21
Actual and predicted private insurance enrollment rates:
Employer coverage market
| Income-wealth quartiles | Actual Rate |
Standard Income Model |
Wealth Model |
% Point Improvement |
|---|---|---|---|---|
|
Low income, low wealth |
89.5 |
90.6 |
89.0 |
0.6 |
|
Low income, high wealth |
97.4 |
95.7 |
97.1 |
1.4 |
|
High income, low wealth |
95.6 |
99.1 |
98.2 |
0.9 |
|
High income, high wealth |
99.6 |
99.5 |
99.5 |
0.0 |
Slide 22
Actual and predicted private insurance enrollment rates:
Individual market
| Income-wealth quartiles | Actual Rate |
Standard Income Model |
Wealth Model |
% Point Improvement |
|---|---|---|---|---|
|
Low income, low wealth |
3.0 |
5.2 (0.5) |
3.5 (0.5) |
1.7 (0.7) |
|
Low income, high wealth |
23.2 |
13.5 (0.4) |
26.4 (0.5) |
6.5 (0.6) |
|
High income, low wealth |
7.8 |
22.4 (0.4) |
8.9 (0.5) |
13.5 (0.7) |
|
High income, high wealth |
44.7 |
38.7 (0.4) |
45.0 90.4) |
5.7 (0.6) |
Slide 23
The role of wealth in private insurance enrollment: simulation results
- The standard income model performs relatively well for the employer coverage market.
- In the individual market, the wealth model performs significantly better.
- The standard model overestimates enrollment for those with low wealth and underestimates enrollment for those with high wealth.
- Standard model estimates are misleading for two subpopulations: low income and high wealth, high income and low wealth.
Slide 24
Discussion
- The difference in wealth b/w the insured and the uninsured is not fully revealed by income comparisons
Median income of the privately insured was 2.9 times the median income of the uninsured
Median net wealth of the privately insured was 23.2 times the median net wealth of the uninsured - This discrepancy is even larger among families in the individual market
Median income of the privately insured was 2.3 times the median income of the uninsured
Median net wealth of the privately insured was 34.6 times the median net wealth of the uninsured


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