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Motivation Model Calibration Results Appendix Outline Inequality in an OLG economy with heterogeneous cohorts and pension systems (with Marcin Bielecki, Krzysztof Makarski and Marcin Waniek) Joanna Tyrowicz University of Warsaw and National Bank of Poland MoPAct Workshop, ETLA, Helsinki, 2016 1 / 40

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Page 1: Inequality in an OLG economy with heterogeneous cohorts and … · 2016-07-08 · Inequality in an OLG economy with heterogeneous cohorts and pension systems (with Marcin Bielecki,

Motivation Model Calibration Results Appendix

Outline

Inequality in an OLG economywith heterogeneous cohorts and pension systems

(with Marcin Bielecki, Krzysztof Makarski and Marcin Waniek)

Joanna Tyrowicz

University of Warsaw and National Bank of Poland

MoPAct Workshop, ETLA, Helsinki, 20161 / 40

Page 2: Inequality in an OLG economy with heterogeneous cohorts and … · 2016-07-08 · Inequality in an OLG economy with heterogeneous cohorts and pension systems (with Marcin Bielecki,

Motivation Model Calibration Results Appendix

Motivation

Wealth inequality increases due to:Demographic transitionPension reform: defined benefit → defined contribution

Effects for consumption inequality: unclear

Can policy instruments help?minimum pensions: ↑ pensions; ↓ labor supply incentivescontribution caps : obligatory savings replaced with private savings

Intuition insufficient

2 / 40

Page 3: Inequality in an OLG economy with heterogeneous cohorts and … · 2016-07-08 · Inequality in an OLG economy with heterogeneous cohorts and pension systems (with Marcin Bielecki,

Motivation Model Calibration Results Appendix

Motivation

Wealth inequality increases due to:Demographic transitionPension reform: defined benefit → defined contribution

Effects for consumption inequality: unclear

Can policy instruments help?minimum pensions: ↑ pensions; ↓ labor supply incentivescontribution caps : obligatory savings replaced with private savings

Intuition insufficient

2 / 40

Page 4: Inequality in an OLG economy with heterogeneous cohorts and … · 2016-07-08 · Inequality in an OLG economy with heterogeneous cohorts and pension systems (with Marcin Bielecki,

Motivation Model Calibration Results Appendix

Literature review

Distributional effects of pension systems: OLG models with expost heterogeneity:

Castaneda et al. (2003, JPE); Fehr et al. (2008, RED); Song(2011, RED); Bucciol (2011, MD); Cremer and Pestieau (2011,EER); Kumru and Thanopoulos (2011, JPubE); Fehr and Uhde(2014, EM); St-Amant and Garon (2014, ITPF)

Ex ante + ex post heterogeneity: education affects mortality ratesHairault and Langot (2008, JEDC):McGrattan and Prescott (2014, NBER)Kindermann and Krueger (2014, NBER)

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Page 5: Inequality in an OLG economy with heterogeneous cohorts and … · 2016-07-08 · Inequality in an OLG economy with heterogeneous cohorts and pension systems (with Marcin Bielecki,

Motivation Model Calibration Results Appendix

Literature review

Distributional effects of pension systems: OLG models with expost heterogeneity:

Castaneda et al. (2003, JPE); Fehr et al. (2008, RED); Song(2011, RED); Bucciol (2011, MD); Cremer and Pestieau (2011,EER); Kumru and Thanopoulos (2011, JPubE); Fehr and Uhde(2014, EM); St-Amant and Garon (2014, ITPF)

Ex ante + ex post heterogeneity: education affects mortality ratesHairault and Langot (2008, JEDC):McGrattan and Prescott (2014, NBER)Kindermann and Krueger (2014, NBER)

3 / 40

Page 6: Inequality in an OLG economy with heterogeneous cohorts and … · 2016-07-08 · Inequality in an OLG economy with heterogeneous cohorts and pension systems (with Marcin Bielecki,

Motivation Model Calibration Results Appendix

Our approach

Question 1: distributional effects of a pension system reform

Question 2: are standard instruments effective in reducing theincrease in inequality

Ex ante heterogeneous agents: age + within cohort

endowments + preferences ← not a standseparate endowments from preferencesmost countries: no data on mortality by education / income groups

4 / 40

Page 7: Inequality in an OLG economy with heterogeneous cohorts and … · 2016-07-08 · Inequality in an OLG economy with heterogeneous cohorts and pension systems (with Marcin Bielecki,

Motivation Model Calibration Results Appendix

Our approach

Question 1: distributional effects of a pension system reform

Question 2: are standard instruments effective in reducing theincrease in inequality

Ex ante heterogeneous agents: age + within cohort

endowments + preferences ← not a standseparate endowments from preferencesmost countries: no data on mortality by education / income groups

4 / 40

Page 8: Inequality in an OLG economy with heterogeneous cohorts and … · 2016-07-08 · Inequality in an OLG economy with heterogeneous cohorts and pension systems (with Marcin Bielecki,

Motivation Model Calibration Results Appendix

Results preview

DB → DC reform: both wealth and consumption inequalities ↑

Demographic transition ⇒ inequalities ↑, more than due to reform

Minimum pensions:reduce inequality from the reform by 40-50%work on the endowments margin, but not on preferences

Effects of the contribution cap: negligible

5 / 40

Page 9: Inequality in an OLG economy with heterogeneous cohorts and … · 2016-07-08 · Inequality in an OLG economy with heterogeneous cohorts and pension systems (with Marcin Bielecki,

Motivation Model Calibration Results Appendix

Results preview

DB → DC reform: both wealth and consumption inequalities ↑Demographic transition ⇒ inequalities ↑, more than due to reform

Minimum pensions:reduce inequality from the reform by 40-50%work on the endowments margin, but not on preferences

Effects of the contribution cap: negligible

5 / 40

Page 10: Inequality in an OLG economy with heterogeneous cohorts and … · 2016-07-08 · Inequality in an OLG economy with heterogeneous cohorts and pension systems (with Marcin Bielecki,

Motivation Model Calibration Results Appendix

Results preview

DB → DC reform: both wealth and consumption inequalities ↑Demographic transition ⇒ inequalities ↑, more than due to reform

Minimum pensions:reduce inequality from the reform by 40-50%work on the endowments margin, but not on preferences

Effects of the contribution cap: negligible

5 / 40

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Motivation Model Calibration Results Appendix

Outline

1 Motivation

2 Model

3 Calibration

4 Results

5 Appendix

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Motivation Model Calibration Results Appendix

Method

ModelDeterministic (→we are working on it!)OLGex ante heterogeneity: endowments + preferences

Calibrate to Poland in 1999

7 / 40

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Motivation Model Calibration Results Appendix

Method

ModelDeterministic (→we are working on it!)OLGex ante heterogeneity: endowments + preferences

Calibrate to Poland in 1999

7 / 40

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Motivation Model Calibration Results Appendix

Households I

“Born” at age 20 (j = 1) and live up to 100 years (J = 80)Subject to time and cohort dependent survival probability πBelong to a type k:

productivity level ωtime discounting δrelative leisure preference φ

Choose labor supply l endogenouslyMaximize remaining lifetime utility derived from consumption cand leisure 1− l:

Uj,k,t =J−j∑s=0

[δskπj+s,t+sπj,t

[cφkj+s,k,t+s (1− lj+s,k,t+s)1−φk

]]

8 / 40

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Motivation Model Calibration Results Appendix

Households II

Subject to the budget constraint

(1 + τ ct )cj,k,t + sj,k,t = (1− τ lt )(1− τ)wtωklj,k,t ← labor income+ (1 + (1− τkt )rt)sj−1,k,t−1 ← capital income+ (1− τ lt )bj,k,t ← pension income+ beqj,k,t ← bequests−Υt ← lump-sum tax

There exists a closed-form solution to this problem

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Motivation Model Calibration Results Appendix

Producers

Perfectly competitive representative firmStandard Cobb-Douglas production function

Yt = Kαt (ztLt)1−α

Profit maximization implies

wt = zt(1− α)kαtrt = αkα−1

t − d

where d is the capital depreciation rateand k is capital per effective unit of labor

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Motivation Model Calibration Results Appendix

Government

Spends a fixed share of GDP (g) on government consumptionCollects taxes TCloses the gap between pension system contributions and benefitsCan take on debt D

Tt +Dt = (1 + rt)Dt−1 + gYt + subsidyt

We fix debt at constant 45% debt to GDP ratio.Consumption tax varies to satisfy the government constraint.

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Motivation Model Calibration Results Appendix

Pension System

Pay As You Go Defined Benefit (PAYG DB)

bJ ,k,t = ρ · gross wageJ−1,k,t−1

Pay As You Go Defined Contribution (PAYG DC)

bJ ,k,t =accumulated sum of contributionsJ ,k,t

expected remaining lifetimeJ ,t

Pensions indexed by the rate of annual payroll growth

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Motivation Model Calibration Results Appendix

Instrument 1: minimum pensions

Definitionbj,k,t ≥ ρmin · gross average waget

We set ρmin = 0.2 → 4% coverage (consistent with the data)

ExpectationsDirectly affects only the left tail of income distributionIncreases lifetime incomes of targeted group → consumptioninequality should decreaseLower incentives to work → possible reduction in hours workedLower incentives for private savings → possible increase inconsumption

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Page 20: Inequality in an OLG economy with heterogeneous cohorts and … · 2016-07-08 · Inequality in an OLG economy with heterogeneous cohorts and pension systems (with Marcin Bielecki,

Motivation Model Calibration Results Appendix

Instrument 1: minimum pensions

Definitionbj,k,t ≥ ρmin · gross average waget

We set ρmin = 0.2 → 4% coverage (consistent with the data)

ExpectationsDirectly affects only the left tail of income distributionIncreases lifetime incomes of targeted group → consumptioninequality should decreaseLower incentives to work → possible reduction in hours workedLower incentives for private savings → possible increase inconsumption

13 / 40

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Motivation Model Calibration Results Appendix

Instrument 1: contribution cap

Definition:

τ effj,k,t = min

τ,τcap · gross average waget

wtωklj,k,t

To replicate 2% coverage, τcap = 1.7 (lower than de iure 2.5)

ExpectationsAffects directly only the right tail of income distributionLower contributions of targeted group → higher voluntary savingrates → wealth inequalities ↑Matters because market interest rates and social security indexationdiffer

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Motivation Model Calibration Results Appendix

Instrument 1: contribution cap

Definition:

τ effj,k,t = min

τ,τcap · gross average waget

wtωklj,k,t

To replicate 2% coverage, τcap = 1.7 (lower than de iure 2.5)

ExpectationsAffects directly only the right tail of income distributionLower contributions of targeted group → higher voluntary savingrates → wealth inequalities ↑Matters because market interest rates and social security indexationdiffer

14 / 40

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Motivation Model Calibration Results Appendix

Solution procedure

Gauss-Seidel iterative algorithmSteady states (initial and final)

1 Guess an initial value for k2 Use it to compute the prices3 Have households of each type and age solve their problem given

prices4 Aggregate individual labor supply and savings to get new values

for L and K5 If the new value for k satisfies predefined norm, finish,

else update k and return to point (2)

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Motivation Model Calibration Results Appendix

1 Motivation

2 Model

3 Calibration

4 Results

5 Appendix

16 / 40

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Motivation Model Calibration Results Appendix

Exogenous assumptions

Projections for Poland provided by the European Commission

Population Size TFP Growth

Kept constant across scenarios, don’t affect results

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Motivation Model Calibration Results Appendix

Exogenous assumptions

Projections for Poland provided by the European Commission

Population Size TFP Growth

Kept constant across scenarios, don’t affect results

17 / 40

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Motivation Model Calibration Results Appendix

Within cohort heterogeneity - endowments

Structure of Earnings Survey, 1998, Poland

Productivity ω

Resulting: 10 values for ω

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Motivation Model Calibration Results Appendix

Within cohort heterogeneity - leisure preference

Structure of Earnings Survey, 1998, Poland

Leisure Preference φ

Resulting: 4 values for φ

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Motivation Model Calibration Results Appendix

Within cohort heterogeneity - time preference

Again: no data on mortality rates or wealth by income oreducation groups

Calibrate the central value of δ to match the investment rateSplit population ad hoc to 3 groups:

discount factors are (0.98δ, δ, 1.02δ)

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Motivation Model Calibration Results Appendix

Within cohort heterogeneity - summary outcomes I

In total we have 120 types within each cohort

The resulting consumption Gini index in the initial steady stateis 25.5, consistent with Brzezinski (2011)

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Motivation Model Calibration Results Appendix

Within cohort heterogeneity - summary outcomes II0

24

6

0 20 40 60 80age

Lowest omega multiplierStandard omega multiplierHighest omega multiplier

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Motivation Model Calibration Results Appendix

Within cohort heterogeneity - summary outcomes III−

50

510

0 20 40 60 80age

Lowest delta multiplierHighest delta multiplierStandard multipliersLowest phi multiplierHighest phi multiplier

23 / 40

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Motivation Model Calibration Results Appendix

1 Motivation

2 Model

3 Calibration

4 Results

5 Appendix

24 / 40

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Motivation Model Calibration Results Appendix

Minimum pensions coverage0

.2.4

.6.8

1

2000 2050 2100 2150 2200 2250year

Defined Benefit with minimum pensionsDefined Contribution with minimum pensions

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Motivation Model Calibration Results Appendix

Macroeconomic effects

No instrument Minimum pension Contribution capDB DC (to DB) DB DC DB DC

Capital 52.6% 60.4% 52.7% 60.3% 52.6% 60.5%Tax rate

initial 11.00 11.00 11.00 11.00 11.00 11.00final 15.44 10.95 15.43 11.99 15.46 10.95diff. (in pp) 4.44 - 0.05 4.43 0.99 4.46 - 0.05

Pension system deficitinitial 1.46 1.56 1.46final 3.95 0.00 4.02 0.87 3.97 0.00diff (in pp) 2.49 2.46 -0.69 2.51

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Motivation Model Calibration Results Appendix

Consumption Gini

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Motivation Model Calibration Results Appendix

Wealth Gini

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Motivation Model Calibration Results Appendix

Wealth Gini at retirement I

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Page 39: Inequality in an OLG economy with heterogeneous cohorts and … · 2016-07-08 · Inequality in an OLG economy with heterogeneous cohorts and pension systems (with Marcin Bielecki,

Motivation Model Calibration Results Appendix

Wealth Gini at retirement II

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Page 40: Inequality in an OLG economy with heterogeneous cohorts and … · 2016-07-08 · Inequality in an OLG economy with heterogeneous cohorts and pension systems (with Marcin Bielecki,

Motivation Model Calibration Results Appendix

Inequality decomposition – endowments vs preferences

Instruments should reduce inequality stemming from endowments(luck) but not from preferencesTo isolate the effects of the two sources:

Shut down each channel separatelyKeep prices constant from the full model to avoid GE effectsSolve for decisions of households in partial equilibrium

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Motivation Model Calibration Results Appendix

Consumption inequality decomposition - minimum pensions

DB DC

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Page 42: Inequality in an OLG economy with heterogeneous cohorts and … · 2016-07-08 · Inequality in an OLG economy with heterogeneous cohorts and pension systems (with Marcin Bielecki,

Motivation Model Calibration Results Appendix

Wealth inequality decomposition - minimum pensions

DB DC

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Page 43: Inequality in an OLG economy with heterogeneous cohorts and … · 2016-07-08 · Inequality in an OLG economy with heterogeneous cohorts and pension systems (with Marcin Bielecki,

Motivation Model Calibration Results Appendix

Wealth inequality decomposition - minimum pensions

DB DC

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Page 44: Inequality in an OLG economy with heterogeneous cohorts and … · 2016-07-08 · Inequality in an OLG economy with heterogeneous cohorts and pension systems (with Marcin Bielecki,

Motivation Model Calibration Results Appendix

Wealth Gini at retirement

DB DC

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Page 45: Inequality in an OLG economy with heterogeneous cohorts and … · 2016-07-08 · Inequality in an OLG economy with heterogeneous cohorts and pension systems (with Marcin Bielecki,

Motivation Model Calibration Results Appendix

Welfare effects

Defined Benefit Defined Contribution

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Page 46: Inequality in an OLG economy with heterogeneous cohorts and … · 2016-07-08 · Inequality in an OLG economy with heterogeneous cohorts and pension systems (with Marcin Bielecki,

Motivation Model Calibration Results Appendix

Conclusions

Consumption inequality increase due toaging processesDB→DC reform

Minimum pensionseffective in reducing consumption inequality resulting from theDB→DC reform by 40-50%with 80% coverage minimum pension costs 1 pp higherconsumption tax (transfer of about 0.9% GDP)wealth inequality increases

Contribution cap has virtually no effects

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Motivation Model Calibration Results Appendix

Thank you for your attention

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Motivation Model Calibration Results Appendix

Household Sector Closed Form Solution IFor j < J (working):

cj,t = Ωj,t + Γj,t(1 + τ ct )

[∑J−j−1s=0

((1 + φ) δs πj+s,t+s

πj,t

)+∑J−js=J−j

(δsπj+s,t+s

πj,t

)]lj,t = 1− φ(1 + τ ct )cj,t

(1− τ lt )(1− τ)wtsj,t = (1− τ lt )(1− τ)wtlj,t + (1 + (1− τkt )rt)sj−1,t−1 − (1 + τ ct )cj,t,

with

Ωj,t =J−j−1∑s=0

(1− τ lt+s)(1− τ)wt+s + beqj+s,t+s −Υt+s∏si=1(1 + (1− τkt+i)rt+i)

Γj,t =J−j∑s=J−j

(1− τ lt+s)bj+s,t+s + beqj+s,t+s −Υt+s∏si=1(1 + (1− τkt+i)rt+i)

.

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Motivation Model Calibration Results Appendix

Household Sector Closed Form Solution II

For j ≥ J (retired):

cj,t = Γj,t(1 + τ ct )

[∑J−js=J−j

(δsπj+s,t+s

πj,t

)]lj,t = 0sj,t = (1− τ lt )bιj,t + (1 + (1− τkt )rt)sj−1,t−1 − (1 + τ ct )cj,t,

with

Γj,t =J−j∑s=0

(1− τ lt+s)bj+s,t+s + beqj+s,t+s −Υt+s∏si=1(1 + (1− τkt+i)rt+i)

.

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