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Does Public Health Care Redistribute from 
Me to You, or Just to Myself When I’m Old 
On the Lifetime Redistributive Impact of 
Publicly Financed Health Care in Canada 
Authors: Michael Wolfson and Lisa Corscadden 
Presentation: Gerlinde Verbist
Research question 
• Is Publicly-Funded Health Care mainly about 
redistribution across income groups, or across 
the life cycle? 
“does health care redistribute from me to you, 
or just to myself in old age?”
Introduction 
• Conventional cash income measures of inequality may 
be misleading as they omit the value of public services 
• Here: estimates of redistributive impact of Canada’s 
publicly funded health care system 
• Cross-sectional and lifetime estimates 
 Lifetime perspective may attenuate distributive impact, or 
not (effect of incorporating differential mortality?) 
• Additional complexity because of Canada’s federal 
state structure 
• Data challenge: disaggregation needed by sex, age, 
income (feasible for 69% of public expenditures)
Valuing Individual Benefits from Publicly- 
Funded Health Care (PFHC) Services 
• Insurance value approach (instead of actual 
consumption of health care): value of benefit 
= annual insurance premium 
• Five year age intervals are used to capture life 
cycle pattern of PFHC utilization 
• Valuation at production cost of PFHC (ignoring 
differences in quality, efficiency etc.)
Estimating the Distribution of 
Individual’s Tax Payments 
• Redistribution = balance of receipt minus 
contribution/tax 
• But: 
– Non-neutral fiscal position of government 
(deficit/surplus) 
– Issue of incidence (tax payer vs tax bearer) 
• Here: only first-round impact estimates
Taking Account of Canada’s Fiscal 
Federalism 
Figure 1 – Federal-Provincial Fiscal Arrangements and the “Taxes Paid” for Publicly Funded Health 
Care (PFHC) in Canada, 2011 ($ billions)
Cross-Sectional Distributions of PFHC 
and Taxes, 2011 
PFHC Spending by Income Decile, both sexes, all ages, 2011 
Aggregate ($ billions) Per Capita ($) 
Hospitals Physicians Drugs Total Hospitals Physicians Drugs Total 
D1 (Lowest) 6.39 3.66 2.29 12.34 2,193 997 787 3,978 
D2 5.79 3.53 1.60 10.92 1,967 970 546 3,483 
D3 5.51 3.10 1.79 10.40 1,812 880 589 3,282 
D4 5.28 2.70 1.14 9.12 1,655 772 357 2,784 
D5 5.18 2.56 0.73 8.48 1,565 731 221 2,516 
D6 5.10 2.57 0.72 8.40 1,458 745 206 2,409 
D7 4.94 2.41 0.75 8.10 1,356 708 205 2,269 
D8 4.92 2.36 0.57 7.85 1,280 690 149 2,119 
D9 4.55 2.28 0.46 7.29 1,122 672 113 1,906 
D10 (Highest) 4.40 2.11 0.39 6.90 1,037 666 91 1,794 
Total / Overall 52.06 27.29 10.44 89.79 1,501 787 301 2,589
Cross-Sectional Distributions of PFHC, 
2011 
PFHC Spending by Age and Selected Income Decile, 2011, males
Cross-Sectional Distributions of PFHC, 
2011 
PFHC Spending by Age and Selected Income Decile, 2011, females
Cross-Sectional Distributions of PFHC 
and Taxes, 2011 
Federal and Provincial Tax Revenues, 2011 
Aggregate ($ billions) Per Capita ($) 
Federal 
Income 
Taxes 
Federal 
Commod. 
Taxes 
Provincia 
l Income 
Taxes 
Provinc. 
Commod. 
Taxes 
Provinc. 
Health 
tax 
Federal 
Income 
Taxes 
Federal 
Commod. 
Taxes 
Provinc. 
Income 
Taxes 
Provinc. 
Commod. 
Taxes 
Provinc. 
Health 
tax 
D1 (Lowest) 0.34 1.86 0.21 3.00 0.03 101 545 63 881 7 
D2 1.14 2.34 0.73 3.70 0.14 331 541 213 1,078 41 
D3 2.91 2.69 1.97 4.12 0.27 856 689 579 1,212 80 
D4 4.48 2.95 2.99 4.50 0.41 1,314 790 878 1,320 119 
D5 6.02 3.18 3.96 4.74 0.47 1,759 861 1,158 1,385 138 
D6 8.16 3.51 5.38 5.27 0.52 2,398 934 1,582 1,548 152 
D7 10.44 3.84 6.84 5.82 0.60 3,042 1,023 1,992 1,696 175 
D8 13.22 4.02 8.27 5.94 0.64 3,874 1,126 2,424 1,741 186 
D9 18.38 4.52 11.25 6.60 0.73 5,390 1,177 3,298 1,936 215 
D10 
(Highest) 50.49 6.23 29.99 8.63 0.85 14,752 1,320 8,761 2,522 247 
Total / 
Overall 115.58 35.13 71.59 52.32 4.65 3,384 1,029 2,096 1,532 136
Cross-Sectional Distributions of Taxes, 
Provincial and Federal Taxes by Age and Selected Income 
Decile, 2011, males 
2011 
Provincial and Federal Taxes by Age and Selected Income 
Decile, 2011, females
Simulating Lifetime Distributional Impacts 
• Construction of synthetic dataset of 50,000 individuals using 
MODGEN (2,500 men & 2,500 women in each decile) 
• Note: assumption of no income mobility between income deciles 
Simulating an individual biography Simulating a population sample of 
individuals
Lifetime results 
• Take account of mortality differentials 
Percent Alive at Age Life Expectancy at birth 
65 75 85 males females 
D1 (Lowest) 80% 64% 38% 73.8 79.8 
D2 84% 68% 40% 75.5 80.9 
D3 86% 71% 44% 76.9 82.3 
D4 87% 72% 46% 77.7 82.6 
D5 89% 74% 46% 78.7 83.2 
D6 90% 76% 48% 79.4 83.1 
D7 89% 76% 49% 79.2 83.5 
D8 90% 77% 49% 79.7 83.3 
D9 91% 79% 50% 80.5 83.7 
D10 (Highest) 92% 80% 53% 80.8 83.9 
All 88% 74% 46% 78.2 82.6
Cross-Sectional and Lifetime Health Cost 
Distributions 
Cross-Section, 2011 
Lifetime (Equal Mortality by 
Income) 
Lifetime (Observed Mortality by 
Income) 
Annual PFHC 
Cost per capita 
Percentage of 
Annual Costs 
Annualized 
PFHC Cost per 
capita 
Percentage of 
Lifetime Costs 
Annualized 
PFHC Cost per 
capita 
Percentage of 
Lifetime Costs 
D1 (Lowest) 3,978 15.4% 4,728 14.6% 4,457 13.3% 
D2 3,483 13.5% 3,880 11.9% 3,716 11.3% 
D3 3,282 12.7% 3,713 11.4% 3,638 11.2% 
D4 2,784 10.8% 3,252 10.0% 3,220 10.0% 
D5 2,516 9.7% 3,075 9.5% 3,075 9.7% 
D6 2,409 9.3% 3,021 9.3% 3,034 9.6% 
D7 2,269 8.8% 2,920 9.0% 2,956 9.3% 
D8 2,119 8.2% 2,863 8.8% 2,907 9.2% 
D9 1,906 7.4% 2,617 8.1% 2,667 8.5% 
D10 (Highest) 1,794 6.9% 2,415 7.4% 2,510 8.0% 
All 2,589 100.0% 3,249 100.0% 3,207 100.0% 
Ratio D1/D10 2.22 2.22 1.96 1.97 1.78 1.65 
Ratio D2/D9 1.83 1.83 1.48 1.48 1.39 1.33
2011 Observed Population by Age and 
Simulated Population Age Structure
Taxes 
• Lifetime perspective does not change much in 
terms of progressivity (indication of slight 
increase)
Annualized Lifetime Income, PFHC Costs, and Taxes Paid 
Toward PFHC 
(Observed Mortality by Income) 
Household 
Adjusted 
Income 
Disposable 
Income 
PFHC 
Annual 
Costs 
PFHC as % 
of 
Disposable 
Income 
Taxes Paid for 
PFHC Costs 
Taxes to PFHC 
as % of 
Disposable 
Income 
Net 
Gain/Loss 
Disposable 
Income + 
PFHC 
D1 (Lowest) 13,045 13,418 4,457 33.2% 731 5.4% 3,727 17,875 
D2 21,371 20,811 3,716 17.9% 1,033 5.0% 2,683 24,527 
D3 27,558 25,522 3,638 14.3% 1,448 5.7% 2,190 29,160 
D4 33,531 29,716 3,220 10.8% 1,818 6.1% 1,402 32,935 
D5 39,549 34,233 3,075 9.0% 2,154 6.3% 921 37,309 
D6 46,148 39,339 3,034 7.7% 2,641 6.7% 393 42,373 
D7 53,928 44,778 2,956 6.6% 3,190 7.1% -235 47,734 
D8 63,570 52,019 2,907 5.6% 3,646 7.0% -739 54,926 
D9 77,991 62,355 2,667 4.3% 4,687 7.5% -2,020 65,021 
D10 (Highest) 148,050 112,601 2,510 2.2% 10,330 9.2% -7,819 115,111 
All 53,057 43,910 3,207 7.3% 3,207 7.3% 0 47,117 
Ratio D10/D1 11.35 8.39 0.56 14.13 6.44 
Ratio D9/D2 3.65 3.00 0.72 4.54 2.65
Discounting 
• Previous analysis performed with discount rate zero 
• What is appropriate discount rate? 
– Here: 1.5%, 2% and 3% 
• Discounting leads to proportional reduction in dollar 
amounts, but shape of curves does not change 
Per Capita Lifetime PFHC and Taxes to Finance 
PFHC at Zero and 1.5% Discount Rates (r) 
Per Capita Lifetime PFHC minus Taxes to 
Finance PFHC at Four Discount Rates (r)
Concluding Comments 
• Estimates of lifetime redistributive impact of 
publicly funded health care to disentangle 
income and lifecycle redistribution 
• PFHC does both: 
“Roughly speaking, PFHC costs generate about one-third of 
their redistribution over individuals’ lifecycles, and about 
two-thirds between income deciles” 
Little effect of differential mortality by income group
Discussion 
• Interesting paper and topic. Indeed, life-cycle 
redistribution is very relevant, especially for 
health care 
• A question: can this approach really 
distinguish between income and lifecycle 
redistribution (given non-mobility across 
income deciles, part of reranking is not 
captured)
Discussion (2): other issues 
• Would it be possible to incorporate the differences 
between the simulated and the observed population in 
the results? 
• On the basis of which income are deciles constructed? 
• Do you only calculate life-cycle PFHC or life cycle 
income? 
• How do you assign taxes to individuals? 
• Why not add measures of progressivity (like Kakwani)? 
• Some extra clarifications and more discussion of results 
in the text would be welcome

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Session 6 c wolfson corscadden iariw session 6

  • 1. Does Public Health Care Redistribute from Me to You, or Just to Myself When I’m Old On the Lifetime Redistributive Impact of Publicly Financed Health Care in Canada Authors: Michael Wolfson and Lisa Corscadden Presentation: Gerlinde Verbist
  • 2. Research question • Is Publicly-Funded Health Care mainly about redistribution across income groups, or across the life cycle? “does health care redistribute from me to you, or just to myself in old age?”
  • 3. Introduction • Conventional cash income measures of inequality may be misleading as they omit the value of public services • Here: estimates of redistributive impact of Canada’s publicly funded health care system • Cross-sectional and lifetime estimates  Lifetime perspective may attenuate distributive impact, or not (effect of incorporating differential mortality?) • Additional complexity because of Canada’s federal state structure • Data challenge: disaggregation needed by sex, age, income (feasible for 69% of public expenditures)
  • 4. Valuing Individual Benefits from Publicly- Funded Health Care (PFHC) Services • Insurance value approach (instead of actual consumption of health care): value of benefit = annual insurance premium • Five year age intervals are used to capture life cycle pattern of PFHC utilization • Valuation at production cost of PFHC (ignoring differences in quality, efficiency etc.)
  • 5. Estimating the Distribution of Individual’s Tax Payments • Redistribution = balance of receipt minus contribution/tax • But: – Non-neutral fiscal position of government (deficit/surplus) – Issue of incidence (tax payer vs tax bearer) • Here: only first-round impact estimates
  • 6. Taking Account of Canada’s Fiscal Federalism Figure 1 – Federal-Provincial Fiscal Arrangements and the “Taxes Paid” for Publicly Funded Health Care (PFHC) in Canada, 2011 ($ billions)
  • 7. Cross-Sectional Distributions of PFHC and Taxes, 2011 PFHC Spending by Income Decile, both sexes, all ages, 2011 Aggregate ($ billions) Per Capita ($) Hospitals Physicians Drugs Total Hospitals Physicians Drugs Total D1 (Lowest) 6.39 3.66 2.29 12.34 2,193 997 787 3,978 D2 5.79 3.53 1.60 10.92 1,967 970 546 3,483 D3 5.51 3.10 1.79 10.40 1,812 880 589 3,282 D4 5.28 2.70 1.14 9.12 1,655 772 357 2,784 D5 5.18 2.56 0.73 8.48 1,565 731 221 2,516 D6 5.10 2.57 0.72 8.40 1,458 745 206 2,409 D7 4.94 2.41 0.75 8.10 1,356 708 205 2,269 D8 4.92 2.36 0.57 7.85 1,280 690 149 2,119 D9 4.55 2.28 0.46 7.29 1,122 672 113 1,906 D10 (Highest) 4.40 2.11 0.39 6.90 1,037 666 91 1,794 Total / Overall 52.06 27.29 10.44 89.79 1,501 787 301 2,589
  • 8. Cross-Sectional Distributions of PFHC, 2011 PFHC Spending by Age and Selected Income Decile, 2011, males
  • 9. Cross-Sectional Distributions of PFHC, 2011 PFHC Spending by Age and Selected Income Decile, 2011, females
  • 10. Cross-Sectional Distributions of PFHC and Taxes, 2011 Federal and Provincial Tax Revenues, 2011 Aggregate ($ billions) Per Capita ($) Federal Income Taxes Federal Commod. Taxes Provincia l Income Taxes Provinc. Commod. Taxes Provinc. Health tax Federal Income Taxes Federal Commod. Taxes Provinc. Income Taxes Provinc. Commod. Taxes Provinc. Health tax D1 (Lowest) 0.34 1.86 0.21 3.00 0.03 101 545 63 881 7 D2 1.14 2.34 0.73 3.70 0.14 331 541 213 1,078 41 D3 2.91 2.69 1.97 4.12 0.27 856 689 579 1,212 80 D4 4.48 2.95 2.99 4.50 0.41 1,314 790 878 1,320 119 D5 6.02 3.18 3.96 4.74 0.47 1,759 861 1,158 1,385 138 D6 8.16 3.51 5.38 5.27 0.52 2,398 934 1,582 1,548 152 D7 10.44 3.84 6.84 5.82 0.60 3,042 1,023 1,992 1,696 175 D8 13.22 4.02 8.27 5.94 0.64 3,874 1,126 2,424 1,741 186 D9 18.38 4.52 11.25 6.60 0.73 5,390 1,177 3,298 1,936 215 D10 (Highest) 50.49 6.23 29.99 8.63 0.85 14,752 1,320 8,761 2,522 247 Total / Overall 115.58 35.13 71.59 52.32 4.65 3,384 1,029 2,096 1,532 136
  • 11. Cross-Sectional Distributions of Taxes, Provincial and Federal Taxes by Age and Selected Income Decile, 2011, males 2011 Provincial and Federal Taxes by Age and Selected Income Decile, 2011, females
  • 12. Simulating Lifetime Distributional Impacts • Construction of synthetic dataset of 50,000 individuals using MODGEN (2,500 men & 2,500 women in each decile) • Note: assumption of no income mobility between income deciles Simulating an individual biography Simulating a population sample of individuals
  • 13. Lifetime results • Take account of mortality differentials Percent Alive at Age Life Expectancy at birth 65 75 85 males females D1 (Lowest) 80% 64% 38% 73.8 79.8 D2 84% 68% 40% 75.5 80.9 D3 86% 71% 44% 76.9 82.3 D4 87% 72% 46% 77.7 82.6 D5 89% 74% 46% 78.7 83.2 D6 90% 76% 48% 79.4 83.1 D7 89% 76% 49% 79.2 83.5 D8 90% 77% 49% 79.7 83.3 D9 91% 79% 50% 80.5 83.7 D10 (Highest) 92% 80% 53% 80.8 83.9 All 88% 74% 46% 78.2 82.6
  • 14. Cross-Sectional and Lifetime Health Cost Distributions Cross-Section, 2011 Lifetime (Equal Mortality by Income) Lifetime (Observed Mortality by Income) Annual PFHC Cost per capita Percentage of Annual Costs Annualized PFHC Cost per capita Percentage of Lifetime Costs Annualized PFHC Cost per capita Percentage of Lifetime Costs D1 (Lowest) 3,978 15.4% 4,728 14.6% 4,457 13.3% D2 3,483 13.5% 3,880 11.9% 3,716 11.3% D3 3,282 12.7% 3,713 11.4% 3,638 11.2% D4 2,784 10.8% 3,252 10.0% 3,220 10.0% D5 2,516 9.7% 3,075 9.5% 3,075 9.7% D6 2,409 9.3% 3,021 9.3% 3,034 9.6% D7 2,269 8.8% 2,920 9.0% 2,956 9.3% D8 2,119 8.2% 2,863 8.8% 2,907 9.2% D9 1,906 7.4% 2,617 8.1% 2,667 8.5% D10 (Highest) 1,794 6.9% 2,415 7.4% 2,510 8.0% All 2,589 100.0% 3,249 100.0% 3,207 100.0% Ratio D1/D10 2.22 2.22 1.96 1.97 1.78 1.65 Ratio D2/D9 1.83 1.83 1.48 1.48 1.39 1.33
  • 15. 2011 Observed Population by Age and Simulated Population Age Structure
  • 16. Taxes • Lifetime perspective does not change much in terms of progressivity (indication of slight increase)
  • 17. Annualized Lifetime Income, PFHC Costs, and Taxes Paid Toward PFHC (Observed Mortality by Income) Household Adjusted Income Disposable Income PFHC Annual Costs PFHC as % of Disposable Income Taxes Paid for PFHC Costs Taxes to PFHC as % of Disposable Income Net Gain/Loss Disposable Income + PFHC D1 (Lowest) 13,045 13,418 4,457 33.2% 731 5.4% 3,727 17,875 D2 21,371 20,811 3,716 17.9% 1,033 5.0% 2,683 24,527 D3 27,558 25,522 3,638 14.3% 1,448 5.7% 2,190 29,160 D4 33,531 29,716 3,220 10.8% 1,818 6.1% 1,402 32,935 D5 39,549 34,233 3,075 9.0% 2,154 6.3% 921 37,309 D6 46,148 39,339 3,034 7.7% 2,641 6.7% 393 42,373 D7 53,928 44,778 2,956 6.6% 3,190 7.1% -235 47,734 D8 63,570 52,019 2,907 5.6% 3,646 7.0% -739 54,926 D9 77,991 62,355 2,667 4.3% 4,687 7.5% -2,020 65,021 D10 (Highest) 148,050 112,601 2,510 2.2% 10,330 9.2% -7,819 115,111 All 53,057 43,910 3,207 7.3% 3,207 7.3% 0 47,117 Ratio D10/D1 11.35 8.39 0.56 14.13 6.44 Ratio D9/D2 3.65 3.00 0.72 4.54 2.65
  • 18. Discounting • Previous analysis performed with discount rate zero • What is appropriate discount rate? – Here: 1.5%, 2% and 3% • Discounting leads to proportional reduction in dollar amounts, but shape of curves does not change Per Capita Lifetime PFHC and Taxes to Finance PFHC at Zero and 1.5% Discount Rates (r) Per Capita Lifetime PFHC minus Taxes to Finance PFHC at Four Discount Rates (r)
  • 19. Concluding Comments • Estimates of lifetime redistributive impact of publicly funded health care to disentangle income and lifecycle redistribution • PFHC does both: “Roughly speaking, PFHC costs generate about one-third of their redistribution over individuals’ lifecycles, and about two-thirds between income deciles” Little effect of differential mortality by income group
  • 20. Discussion • Interesting paper and topic. Indeed, life-cycle redistribution is very relevant, especially for health care • A question: can this approach really distinguish between income and lifecycle redistribution (given non-mobility across income deciles, part of reranking is not captured)
  • 21. Discussion (2): other issues • Would it be possible to incorporate the differences between the simulated and the observed population in the results? • On the basis of which income are deciles constructed? • Do you only calculate life-cycle PFHC or life cycle income? • How do you assign taxes to individuals? • Why not add measures of progressivity (like Kakwani)? • Some extra clarifications and more discussion of results in the text would be welcome