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Active vs. Passive Decisions and Crowd-out in Retirement Savings
Accounts: Evidence from Denmark
Raj Chetty, Harvard and NBER
John N. Friedman, Harvard and NBER
Soren Leth Petersen, Univ. of Copenhagen and SFI
Torben Nielsen, Univ. of Copenhagen and SFI
Tore Olsen, Univ. of Copenhagen and CAM
February 2013
Policy Question
U.S. spends approximately $100 billion per year on subsidies for
retirement savings accounts such as 401(k)’s and IRA’s [JCT 2012]
Goal of these subsidies is to increase savings rates
We evaluate whether subsidies accomplish this goal
Do tax subsidies encourage families to save more…
or simply induce shifting into tax-advantaged accounts?
Prior Work
Extensive research on this question over three decades using U.S. data [e.g. Hubbard 1984, Skinner and Feenberg 1990, Poterba, Venti, Wise 1996,
Engen, Gale, Scholz 1996, Engelhardt and Kumar 2007, Gelber 2010]
But answer remains highly debated
Main problem: lack of high quality data on household savings in non-retirement accounts in the U.S. [Bernheim 2002]
U.S. studies have good information on retirement account balances
and agree on impacts of policy within these accounts
But identifying policy impacts on saving in non-retirement accounts
has proven much more challenging
To obtain more precise evidence, we turn to data from Denmark
Universe of Danish income tax returns, 1994-2009
4.3 million individuals (aged 18-60)
45 million observations on savings
Data on total financial savings from 3rd party reports to tax authority
High quality savings measures that with little reporting and
measurement error
Danish Savings Data
Should U.S. Policy be Informed by Danish Data?
1. Pension system in Denmark is similar in structure to the U.S.
State-provided defined benefit plan (analogous to Social Security)
Employer-provided defined contribution accounts (401(k)'s)
Individual retirement accounts (IRA's)
2. Savings rates for working-age individuals are comparable
3. Policy impacts within retirement accounts in Denmark match the U.S.
Ex: impacts of subsidies and defaults on retirement contributions
Savings decisions outside retirement accounts likely to be similar as well
Overview
We analyze two types of policies using quasi-experimental methods
1. Automatic contributions by government or employers to workers’
retirement savings accounts
2. Tax subsidies for retirement savings
Main finding: Automatic contributions raise total savings much more than
price subsidies
Interpret this result through a model of active vs. passive savers
Impacts of Government Policies on Saving
for Active vs. Passive Savers
Automatic Contribution Tax Subsidy
Raises Pension
Contribs.?
Raises Total
Saving?
Raises Pension
Contribs.?
Raises Total
Saving?
Active Savers No No Yes Uncertain
Passive Savers Yes Uncertain No No
Data ? ? ? ?
Impacts of Government Policies on Saving
for Active vs. Passive Savers
Automatic Contribution Tax Subsidy
Raises Pension
Contribs.?
Raises Total
Saving?
Raises Pension
Contribs.?
Raises Total
Saving?
Active Savers No No Yes Uncertain
Passive Savers Yes Uncertain No No
Data ? ? ? ?
Impacts of Government Policies on Saving
for Active vs. Passive Savers
Automatic Contribution Tax Subsidy
Raises Pension
Contribs.?
Raises Total
Saving?
Raises Pension
Contribs.?
Raises Total
Saving?
Active Savers No No Yes Uncertain
Passive Savers Yes Uncertain No No
Data ? ? ? ?
Outline
1. Impacts of Tax Subsidies
2. Impacts of Automatic Contributions
3. Testing for Active vs. Passive Choice
4. Policy Lessons
Part 1
Impacts of Subsidies for Retirement Saving
Denmark has two types of tax-deductible savings accounts:
Capital pensions: paid as a lump sum
Annuity pensions: paid as annuity
Subsidy for capital pensions for individuals in top income tax bracket
was reduced in 1999
Tax treatment of annuity pensions unchanged
Impact of Subsidies: Quasi-Experimental Design
Taxation of Capital Pensions
Pre-1999
Tax At Time of Contribution 0% 14% if in top tax
bracket
Tax on Capital Gains ~20% ~20%
Tax on Payout 40% 40%
Taxation of Capital Pensions
Pre-1999 Post-1999
Tax At Time of Contribution 0% 14% if in top tax
bracket
Tax on Capital Gains ~20% ~20%
Tax on Payout 40% 40%
Gross Income Prior to Pension Contribution (DKr 1000s)
Note: $1 6 DKr
1998
1999
Treated group Control group
DSubsidy = -14%
Change in Subsidy for Capital Pensions in 1999 S
ubsid
y f
or
Capital P
ensio
n C
ontr
ibs.
175 200 225 250 275 300 325
0
20%
40%
60%
Impact of 1999 Capital Pension Subsidy Reduction On Capital Pension Contribs.
1996
Capital P
ensio
n C
ontr
ibution (
DK
r)
Income Relative to Top Tax Cutoff (DKr)
0
5000
10000
15000
-75000 -50000 -25000 0 25000 50000 75000
Impact of 1999 Capital Pension Subsidy Reduction On Capital Pension Contribs.
1996 1997
Capital P
ensio
n C
ontr
ibution (
DK
r)
0
5000
10000
15000
-75000 -50000 -25000 0 25000 50000 75000
Income Relative to Top Tax Cutoff (DKr)
Impact of 1999 Capital Pension Subsidy Reduction On Capital Pension Contribs.
1996 1997 1998
Capital P
ensio
n C
ontr
ibution (
DK
r)
0
5000
10000
15000
-75000 -50000 -25000 0 25000 50000 75000
Income Relative to Top Tax Cutoff (DKr)
Impact of 1999 Capital Pension Subsidy Reduction On Capital Pension Contribs.
1996
1999
1997 1998
Capital P
ensio
n C
ontr
ibution (
DK
r)
0
5000
10000
15000
-75000 -50000 -25000 0 25000 50000 75000
Income Relative to Top Tax Cutoff (DKr)
Impact of 1999 Capital Pension Subsidy Reduction On Capital Pension Contribs.
1996
1999
1997
2000
1998
Capital P
ensio
n C
ontr
ibution (
DK
r)
0
5000
10000
15000
-75000 -50000 -25000 0 25000 50000 75000
Income Relative to Top Tax Cutoff (DKr)
Impact of 1999 Capital Pension Subsidy Reduction On Capital Pension Contribs.
1996
1999
1997
2000
1998
2001
Capital P
ensio
n C
ontr
ibution (
DK
r)
0
5000
10000
15000
-75000 -50000 -25000 0 25000 50000 75000
Income Relative to Top Tax Cutoff (DKr)
Impact of 1999 Capital Pension Subsidy Reduction on Distribution of
Capital Pension Contributions 0
20
40
60
-100 -80 -60 -40 -20 0 20 40 60 80 100
1997 to 1998
Perc
ent
of In
div
iduals
Percentage Change in Capital Pension Contributions (Pt – Pt-1)/ Pt-1
Impact of 1999 Capital Pension Subsidy Reduction on Distribution of
Capital Pension Contributions 0
20
40
60
-100 -80 -60 -40 -20 0 20 40 60 80 100
1997 to 1998 1998 to 1999
Perc
ent
of In
div
iduals
Percentage Change in Capital Pension Contributions (Pt – Pt-1)/ Pt-1
10000
15000
20000
25000
30000
35000
Tota
l P
ensio
ns (
DK
r)
-75000 -50000 -25000 0 25000 50000 75000
Before Reduction in Subsidy
Total Pensions vs. Income:
Before and After Reduction in Capital Pension Subsidy
Income Relative to Top Tax Cutoff (DKr)
Change in slope = +0.017
10000
15000
20000
25000
30000
35000
Tota
l P
ensio
ns (
DK
r)
-75000 -50000 -25000 0 25000 50000 75000
Total Pensions vs. Income:
Before and After Reduction in Capital Pension Subsidy
Income Relative to Top Tax Cutoff (DKr)
Before Reduction in Subsidy After Reduction in Subsidy
Change in slope = +0.017
Change in slope = +0.007
Total Pensions
Year
Tota
l P
ensio
ns R
K C
oeffic
ient
.005
.01
.015
.02
1996 1997 1998 1999 2000 2001
Change in Marginal Propensity to Save in Retirement
and Non-Retirement Accounts at Top Tax Cutoff by Year
Total Pensions Taxable Savings
Year
Taxable
Savin
gs R
K C
oeffic
ient
Tota
l P
ensio
ns R
K C
oeffic
ient
-.008
.004
.005
.01
.015
.02
1996 1997 1998 1999 2000 2001
Change in Marginal Propensity to Save in Retirement
and Non-Retirement Accounts at Top Tax Cutoff by Year
-.004
0.0
0
Consider impacts of a DKR 1000 increase in pre-tax income
DKR 10.0 less contributed to retirement accounts when subsidy fell
MTR of 60% disposable income rises by 0.4 x 10.0 = DKR 4.0
DKR 3.92 of this is deposited in taxable savings
DKR 0.08 is consumed net saving falls by DKR 0.08
98% of the increase in pension contributions due to subsidies is financed
by offsetting reductions in savings in taxable accounts
Based on this estimate, we calculate that each DKr 1 of tax expenditure
on subsidies raises total saving by less than 1 cent
Crowd-Out Estimates
Impacts of Government Policies on Saving
for Active vs. Passive Savers
Tax Subsidy Automatic Contribution
Raises Pension
Contribs.?
Raises Total
Saving?
Raises Pension
Contribs.?
Raises Total
Saving?
Active Savers Yes Uncertain No No
Passive Savers No No Yes Uncertain
Data Yes No ? ?
Part 2
Impacts of Automatic Contributions
Two quasi-experimental research designs:
1. Variation in employer-provided pensions
2. Government mandatory savings plan
Present results from the first research design here
Study impacts of sharp changes in employer pension contributions when
individuals switch jobs
Focus on individuals who made individual pension contributions prior
to switch, who can offset changes in employer contributions
Impact of Automatic Contributions
Contr
ibution o
r S
avin
gs R
ate
(%
of in
com
e)
Year Relative to Firm Switch
Δ Employer Pensions = 5.65
2
6
10
14
18
-5 0 5
Impact of Switching to Firm with >3% Increase in Employer Pension Rate
Employer Pensions Total Pensions
Contr
ibution o
r S
avin
gs R
ate
(%
of in
com
e)
Year Relative to Firm Switch
Δ Employer Pensions = 5.65
Δ Total Pensions = 4.86
2
6
10
14
18
-5 0 5
Employer Pensions Total Pensions
Impact of Switching to Firm with >3% Increase in Employer Pension Rate
Contr
ibution o
r S
avin
gs R
ate
(%
of in
com
e)
Year Relative to Firm Switch
Δ Employer Pensions = 5.65
Δ Total Savings = 4.44
2
6
10
14
18
-5 0 5
Employer Pensions Total Savings
Impact of Switching to Firm with >3% Increase in Employer Pension Rate
Fraction at Corner around Switches to Firm with
>3% Increase in Employer Pension Rate
Year Relative to Firm Switch
Perc
ent
at C
orn
er
Δ Zero Pension Contrib.= 1.4%
20
40
60
80
100
-5 0 5
Individual Pensions
Year Relative to Firm Switch
Perc
ent
at C
orn
er
Δ Zero Pension Contrib.= 1.4%
Predicted = 28.4%
20
40
60
80
100
-5 0 5
Individual Pensions Predicted with Full Crowd-Out
Fraction at Corner around Switches to Firm with
>3% Increase in Employer Pension Rate
Event Study of Fraction at 0 Corner around Switches to Firm with
>3% Increase in Employer Pension Rate
Year Relative to Firm Switch
Perc
ent
at C
orn
er
Δ Zero Pension Contrib.= 1.4%
Predicted = 28.4%
Δ Corner in Savings = 1.0%
Predicted = 28.4%
20
40
60
80
100
-5 0 5
Individual Pensions
Total Savings
Predicted with Full Crowd-Out
Predicted with Full Crowd-Out
Changes in Individual Pension Contributions in Year of Firm Switch P
erc
ent
of In
div
iduals
D Private Pension Contributions as a Percentage of Income
0
10
20
30
40
-3 -2 -1 0 1 2 3
Change Required to
Offset 3% Increase
Contr
ibution o
r S
avin
gs R
ate
(%
of in
com
e)
Year Relative to Firm Switch
Δ Employer Pensions = 5.65
Δ Total Savings = 4.44
2
6
10
14
18
-5 0 5
Employer Pensions Total Savings
Impact of Switching to Firm with >3% Increase in Employer Pension Rate
Changes in Total Savings Rates vs. Changes in Employer Pension Rates
for Firm Switchers C
hange in T
ota
l S
avin
gs R
ate
(%
of in
com
e)
-5
0
5
10
Total Savings
Pass-Through Rate: b = 90%
(0.9%)
Change in Employer Pension Contributions (% of income)
-5 0 5 10
Percentage Change in Earnings
-50
0
50
100
-50 0 50 100
Change in T
ota
l S
avin
gs R
ate
(%
of in
com
e)
Marginal Propensity to Save: 10.2%
out of Disposable Income (0.1%)
Changes in Total Savings Rates vs. Changes in Earnings
for Firm Switchers
Changes in Total Wealth at Retirement vs.
Changes in Employer Pension Rate at Switch Tota
l S
avin
g F
rom
Sw
itch to A
ge 6
0 (
% o
f E
arn
ings b
efo
re S
witch)
Change in Employer Pension Contributions (% of Income)
Δ Retirement Balance / Δ Emp. Pension = 5.81
(0.38)
-40
-20
0
20
40
60
-5 0 5
Impacts of Government Policies on Saving
for Active vs. Passive Savers
Tax Subsidy Automatic Contribution
Raises Pension
Contribs.?
Raises Total
Saving?
Raises Pension
Contribs.?
Raises Total
Saving?
Active Savers Yes Uncertain No No
Passive Savers No No Yes Uncertain
Data Yes No Yes Yes
Part 4
Testing for Active vs. Passive Choice
Why do automatic contribs. and subsidies have very different impacts?
Important to understand mechanism to determine if results will
apply in the U.S.
Our hypothesis: auto contributions affect passive savers, while subsidy
affects only active savers
Test this mechanism by analyzing variation in response across individuals
Note that roughly 15% of individuals respond actively to both policies
17% of individuals changed contributions when subsidy was reduced
Less than 15% of individuals offset employer pension changes
Active vs. Passive Savers
Percent Responding to Capital Pension Subsidy Change in 1999
by Frequency of Active Changes in Other Years 0
5
10
15
20
25
0 20 40 60 80 100
Percentage of Other Years with Change in Individual Pension Contributions
% E
xitin
g C
apital P
ensio
n a
nd R
ais
ing A
nnuity in 1
999
b = 0.153
(0.005)
Pass-Through of Employer Pension Changes for Firm-Switchers
by Frequency of Active Changes in Other Years
Pass-T
hro
ugh o
f E
mp. P
ensio
ns t
o T
ota
l P
ensio
ns
0 20 40 60 80 100
88
90
92
94
96
98
Percentage of Other Years with Change in Individual Pension Contributions
b = - 0.076
(0.005)
Heterogeneity in Response to Capital Pension Subsidy by Wealth/Income Ratio
Wealth/Income Ratio in 1998
10
15
20
25
0 .5 1 1.5
b = 7.1
(0.4)
% E
xitin
g C
apital P
ensio
n a
nd R
ais
ing A
nnuity in 1
999
Heterogeneity in Pass-Through of Employer Pensions by Wealth/Income Ratio
Wealth/Income Ratio in Year Prior to Switch
Pa
ss-T
hro
ugh o
f E
mplo
yer
Pensio
ns t
o T
ota
l S
avin
gs
40
60
80
100
120
0 .5 1 1.5 2
b = - 20.8
(4.10)
Heterogeneity in Responses to Subsidies and Employer Pensions by Age
Age in Year of Subsidy Change (1999) or Firm Switch
Subsidy Response
60
80
100
8
10
12
14
16
20s 30s 40s 50s
Pass-T
hro
ugh o
f E
mplo
yer
Pensio
ns t
o T
ota
l S
avin
gs
% E
xitin
g C
apital P
ensio
n a
nd R
ais
ing A
nnuity in 1
999
Heterogeneity in Responses to Subsidies and Employer Pensions by Age
Age in Year of Subsidy Change (1999) or Firm Switch
Subsidy Response Employer Pension Pass-Through
60
80
100
8
10
12
14
16
20s 30s 40s 50s
Pass-T
hro
ugh o
f E
mplo
yer
Pensio
ns t
o T
ota
l S
avin
gs
% E
xitin
g C
apital P
ensio
n a
nd R
ais
ing A
nnuity in 1
999
Heterogeneity in Responses to Subsidies by Educational Attainment
Education
0
5
10
15
20
No College College Economics Training
% E
xitin
g C
apital P
ensio
n a
nd R
ais
ing A
nnuity in 1
999
Policy Implications
Tax subsidies are ineffective at raising savings for three reasons:
1. Spend money subsidizing the savings of the 85% who are passive
savers, who do not respond at all
2. Crowd-out rates very high among the 15% of active savers
3. Active savers are already saving at higher rates subsidies do not
target those who may be least prepared for retirement
Automatic contributions directly resolve these problems
Increase savings substantially because they do not require active
choice by savers
Targets individuals who have lower savings rates
Policy Lessons in Denmark
1. Are American and Danish households similar?
2. Are American and Danish retirement savings institutions similar?
Translating the Lessons to the U.S.
1. Are American and Danish households similar?
Degree of passive behavior within retirement accounts in the U.S. is
similar to our estimates in Danish data [e.g., Madrian and Shea 2001]
Implies that automatic contributions would be more effective than
subsidies in raising total savings in the U.S. as well
Translating the Lessons to the U.S.
1. Are American and Danish households similar?
2. Are American and Danish retirement savings institutions similar?
Yes, with one exception: access to retirement savings accounts is
mostly dependent on employers in the U.S. (e.g. 401(k)s)
Reducing subsidy could affect access to 401(k)s for workers
A small tax credit for firms should be adequate to ensure that firms
continue to offer access to pension accounts
More broadly, no reason to tie retirement savings to firms
Government could raise IRA limits and allow payroll deduction
Translating the Lessons to the U.S.
Findings call into question whether existing subsidies are the most
cost-effective way to raise savings rates
Alternative policies that expand existing institutions could raise savings
rates significantly while reducing government expenditure:
1. Expand defaults and automatic enrollment
2. Allow automatic payroll-deductible contributions to IRA’s
3. Small tax credit or deduction to incentive employers and
encourage auto enrollment
Policy Implications for the U.S.
Active vs. Passive Decisions and Crowd-out in Retirement Savings
Accounts: Evidence from Denmark
Raj Chetty, Harvard and NBER
John N. Friedman, Harvard and NBER
Soren Leth Petersen, Univ. of Copenhagen and SFI
Torben Nielsen, Univ. of Copenhagen and SFI
Tore Olsen, Univ. of Copenhagen and CAM
February 2013
Summary Statistics Variable Full Sample Top Bracket Sample
(1) (2)
Gross Labor Income 199,565 256,618
Gross Taxable Income 217,474 282,607
Net Capital Income -14,549 -20,541
Assets (not incl. home equity) 51,602 60,495
Assets >10% of labor income 47% 42%
Assets/Gross Labor Inc. Ratio 0.37 0.22
Total Savings 23,904 32,752
Saving Rate 18.92% 15.32%
Liabilities (not incl. home mortgage) 76,539 95,374
Change in Liabilities 5,681 5,529
Net Savings Rate 4.06% 9.68%
Pension Flows
Fraction with Indiv. Pension 27% 36%
Indiv. Pension 3,143 4,081
Indiv. Pension Contribution Rate 1.18% 1.25%
Indiv. Capital Pension 1,859 2,643
Indiv. Annuity Pension 1,284 1,438
Fraction with Employer Pension 59% 83%
Employer Pension 15,542 21,717
Employer Pension Contribution Rate 5.67% 6.98%
Fraction with Any Pension 66% 90%
Summary Statistics Variable Full Sample Top Bracket Sample
(1) (2)
Demographics
Age 38.70 41.36
Female 52% 44%
Married 48% 58%
Has Partner 62% 73%
Homeowner 51% 68%
College Degree 41% 59%
Some Economics Training 4% 4%
Number of Observations 45,428,846 17,712,370
Contr
ibution o
r S
avin
gs R
ate
(%
of in
com
e)
Year Relative to Firm Switch
Δ Employer Pensions = 5.65
2
6
10
14
18
-5 0 5
Event Study around Switches to Firm with >3% Increase in Employer Pension Rate
for Individuals with Positive Pension Contributions or Savings Prior to Switch
Employer Pensions Total Pensions
Contr
ibution o
r S
avin
gs R
ate
(%
of in
com
e)
Year Relative to Firm Switch
Δ Employer Pensions = 5.65
Δ Total Pensions = 4.86
2
6
10
14
18
-5 0 5
Employer Pensions Total Pensions
Event Study around Switches to Firm with >3% Increase in Employer Pension Rate
for Individuals with Positive Pension Contributions or Savings Prior to Switch
Contr
ibution o
r S
avin
gs R
ate
(%
of in
com
e)
Year Relative to Firm Switch
Δ Employer Pensions = 5.65
Δ Total Savings = 4.44
2
6
10
14
18
-5 0 5
Employer Pensions Total Savings
Event Study around Switches to Firm with >3% Increase in Employer Pension Rate
for Individuals with Positive Pension Contributions or Savings Prior to Switch
Fraction at Corner around Switches to Firm with
>3% Increase in Employer Pension Rate
Year Relative to Firm Switch
Perc
ent
at C
orn
er
Δ Zero Pension Contrib.= 1.4%
20
40
60
80
100
-5 0 5
Individual Pensions
Year Relative to Firm Switch
Perc
ent
at C
orn
er
Δ Zero Pension Contrib.= 1.4%
Predicted = 28.4%
20
40
60
80
100
-5 0 5
Individual Pensions Predicted with Full Crowd-Out
Fraction at Corner around Switches to Firm with
>3% Increase in Employer Pension Rate
Event Study of Fraction at 0 Corner around Switches to Firm with
>3% Increase in Employer Pension Rate
Year Relative to Firm Switch
Perc
ent
at C
orn
er
Δ Zero Pension Contrib.= 1.4%
Predicted = 28.4%
Δ Corner in Savings = 1.0%
Predicted = 28.4%
20
40
60
80
100
-5 0 5
Individual Pensions
Total Savings
Predicted with Full Crowd-Out
Predicted with Full Crowd-Out
Changes in Individual Pension Contributions in Year of Firm Switch
For Individuals Contributing to Private Pensions in Prior Year P
erc
ent
of In
div
iduals
D Private Pension Contributions as a Percentage of Income
0
10
20
30
40
-3 -2 -1 0 1 2 3
Change Required to
Offset 3% Increase
Changes in Total Pension Contributions vs. Changes in Employer Pension Rates
for Firm Switchers Contributing Pensions Prior to Switch C
hange in T
ota
l P
ensio
n C
ontr
ibs.
(% o
f in
com
e)
Change in Employer Pension Contributions (% of income)
Total Pensions
Pass-Through Rate: b = 95%
(0.2%)
-5
0
5
10
-5 0 5 10
Threshold-Based Analysis of Effect of Employer Provided Pension
on Total Pension Contributions A
ctu
al C
hange in F
raction A
bove T
hre
shold
Predicted Change in Fraction Above Threshold
-.4
-.2
0
.2
.4
.6
-.4 -.2 0 .2 .4 .6
Total Pensions
Pass-Through Rate: b = 97%
(0.1%)
Changes in Total Savings Rates vs. Changes in Employer Pension Rates
for Firm Switchers with Positive Savings Prior to Switch C
hange in T
ota
l S
avin
gs R
ate
(%
of in
com
e)
-5
0
5
10
Total Savings
Pass-Through Rate: b = 90%
(0.9%)
Change in Employer Pension Contributions (% of income)
-5 0 5 10
Changes in Total Savings Rates vs. Changes in Wage Rates
for Firm Switchers with Positive Savings Prior to Switch
Percentage Change in Wage Rate
-50
0
50
100
-50 0 50 100
Change in T
ota
l S
avin
gs R
ate
(%
of in
com
e)
Marginal Propensity to Save: 10.2%
(0.1%)
Total Wealth Accrued from Switch to Retirement (Age 60)
vs. Changes in Employer Pension Rate at Switch Tota
l S
avin
g F
rom
Sw
itch to A
ge 6
0 (
% o
f E
arn
ings b
efo
re S
witch)
Change in Employer Pension Contributions (% of Income)
Δ Retirement Balance / Δ Emp. Pension = 5.81
(0.38)
-40
-20
0
20
40
60
-5 0 5
Sample: All Firm
Switches All Firm
Switches All Firm
Switches Mass Layoff
Large Changes
First Switch
Switch Ages 46-54
Dep. Var.:
Δ Pension
Rate
Δ Savings
Rate
Δ Savings
Rate
Δ Savings
Rate
Δ Savings
Rate
Δ Savings
Rate
Δ Retirement
Balance
(1) (2) (3) (4) (5) (6) (7)
Δ Emp. Pens. Contrib. Rate
0.947 (0.002)
0.900 (0.009)
0.888 (0.009)
0.865 (0.110)
0.897 (0.011)
0.832 (0.018)
5.806 (0.380)
Δ Wages 0.043
(0.001)
No. of Obs.
910,866 2,078,612 2,078,612 36,659 216,613 716,273 55,608
Employer Pensions: Pass-Through Estimates
Sample: All Firm
Switches Renters
All Firm Switches
Single Individuals
Dep. Var.:
Δ Net
Savings
Δ Savings
Rate
Δ Household
Savings
Δ Savings
Rate
(1) (2) (3) (4)
Δ Emp. Pens. Contrib. Rate
0.899 (0.014)
0.954 (0.013)
0.868 (0.010)
0.911 (0.015)
No. of Obs. 1,858,297 941,450 2,024,950 793,188
Employer Pensions: Pass-Through Estimates
Robustness Checks
Impacts of Government Policies on Savings
for Active vs. Passive Savers
Automatic Contribution Price Subsidy
Raises Pension
Contribs.
M+P?
Raises Total
Savings
M+P+S?
Raises Pension
Contribs.
M+P?
Raises Total
Savings
M+P+_S?
Active Savers No No Yes Uncertain
Passive Savers Yes Uncertain No No
Data Yes Yes ? ?
Mandated Savings (M) Around Eligibility Threshold in 1998 M
andate
d S
avin
gs (
DK
r)
0
2000
4000
6000
14.5 24.5 34.5 44.5 54.5 Income (DKr 1000s)
Effect on Mandate on Total (Non-Employer) Savings: Threshold Approach
Empirical
Income (DKr 1000s)
34
36
38
40
42
44
14.5 24.5 34.5 44.5 54.5
Perc
ent
with N
on-E
mplo
yer
Savin
gs >
1962 D
Kr
Effect on Mandate on Private Savings:
Threshold Approach P
erc
ent
with N
on-E
mplo
yer
Savin
gs >
1962 D
Kr
Empirical Predicted with 100% Pass-Through
Income (DKr 1000s)
34
36
38
40
42
44
14.5 24.5 34.5 44.5 54.5
Private Savings
Pass-Through Rate: b = 117%
(27%)
Dep. Var.:
Δ Total
Pensions
% with Total
Pensions >
Mean
Δ Total
Ind.
Savings
% with Total
Ind. Savings
> Mean
Δ Total
Savings
% with Total
Savings >
Mean
(1) (2) (3) (4) (5) (6)
Pass-Through
Estimate
0.946
(0.251)
0.862
(0.172)
-2.248
(14.692)
1.172
(0.271)
2.771
(1.744)
1.149
(0.290)
Research
Design RD RD RD RD RD RD
No. of Obs 37,616 183,001 92,872 156,157 92,186 156,157
Mandated Savings Plan: Pass-Through Estimates
Taxation of Capital Pensions
Capital Pensions
Pre-1999 Post-1999
Tax At Time of Contribution 0% 14% if in top tax
bracket
Interim Capital Gains Tax ~20% ~20%
Tax on Payout 40% 40%
Taxation of Capital Pensions
Capital Pensions
Pre-1999 Post-1999
Tax At Time of Contribution 0% 14% if in top tax
bracket
Interim Capital Gains Tax ~20% ~20%
Tax on Payout 40% 40%
Gross Income Prior to Pension Contribution (DKr 1000s)
Note: $1 6 DKr
1998
1999
Treated group Control group
DSubsidy = -14%
Subsidy for Capital Pensions in 1999 S
ubsid
y f
or
Capital P
ensio
n C
ontr
ibs.
175 200 225 250 275 300 325
0
20%
40%
60%
Impact of 1999 Capital Pension Subsidy Reduction On Capital Pension Contribs.
1996
Capital P
ensio
n C
ontr
ibution (
DK
r)
Income Relative to Top Tax Cutoff (DKr)
0
5000
10000
15000
-75000 -50000 -25000 0 25000 50000 75000
Impact of 1999 Capital Pension Subsidy Reduction On Capital Pension Contribs.
1996 1997
Capital P
ensio
n C
ontr
ibution (
DK
r)
0
5000
10000
15000
-75000 -50000 -25000 0 25000 50000 75000
Income Relative to Top Tax Cutoff (DKr)
Impact of 1999 Capital Pension Subsidy Reduction On Capital Pension Contribs.
1996 1997 1998
Capital P
ensio
n C
ontr
ibution (
DK
r)
0
5000
10000
15000
-75000 -50000 -25000 0 25000 50000 75000
Income Relative to Top Tax Cutoff (DKr)
Impact of 1999 Capital Pension Subsidy Reduction On Capital Pension Contribs.
1996
1999
1997 1998
Capital P
ensio
n C
ontr
ibution (
DK
r)
0
5000
10000
15000
-75000 -50000 -25000 0 25000 50000 75000
Income Relative to Top Tax Cutoff (DKr)
Impact of 1999 Capital Pension Subsidy Reduction On Capital Pension Contribs.
1996
1999
1997
2000
1998
Capital P
ensio
n C
ontr
ibution (
DK
r)
0
5000
10000
15000
-75000 -50000 -25000 0 25000 50000 75000
Income Relative to Top Tax Cutoff (DKr)
Impact of 1999 Capital Pension Subsidy Reduction On Capital Pension Contribs.
1996
1999
1997
2000
1998
2001
Capital P
ensio
n C
ontr
ibution (
DK
r)
0
5000
10000
15000
-75000 -50000 -25000 0 25000 50000 75000
Income Relative to Top Tax Cutoff (DKr)
Impact of Subsidy Reduction On Individual Capital Pension Contribs. C
apital P
ensio
n C
ontr
ibution (
DK
r)
25-75K Below Top Tax Cutoff 25-75K Above Top Tax Cutoff
Subsidy for Capital
Pension Reduced
DD Impact Estimate: β = - 2439.2
(97.65)
Year
2000
3000
4000
5000
6000
1995 1996 1997 1998 1999 2000 2001 2002
Impact of 1999 Capital Pension Subsidy Reduction on Distribution of
Capital Pension Contributions for Prior Contributors 0
20
40
60
-100 -80 -60 -40 -20 0 20 40 60 80 100
1997 to 1998
Perc
ent
of In
div
iduals
Percentage Change in Capital Pension Contributions (Pt – Pt-1)/ Pt-1
Impact of 1999 Capital Pension Subsidy Reduction on Distribution of
Capital Pension Contributions for Prior Contributors 0
20
40
60
-100 -80 -60 -40 -20 0 20 40 60 80 100
1997 to 1998 1998 to 1999
Perc
ent
of In
div
iduals
Percentage Change in Capital Pension Contributions (Pt – Pt-1)/ Pt-1
Effect of 1999 Reform on Fraction of Capital Pension Contributors by Year
for Individuals Contributing Prior to Reform P
erc
ent
Still
Contr
ibuting t
o C
apital P
ensio
n
Years Since 1999 Reform
0
20
40
60
80
100
0 2 4 6 8 10
Impact of Capital Pension Subsidy Reduction On Annuity Pension Contributions
25-75K Below Top Tax Cutoff 25-75K Above Top Tax Cutoff
Annuity P
ensio
n C
ontr
ibution (
DK
r)
Year
0
1000
2000
3000
4000
1995 1996 1997 1998 1999 2000 2001 2002
Subsidy for Capital
Pension Reduced
Annuity Pension
Offset: β = 56%
(4.7%)
Impact of Capital Pension Subsidy Reduction On Total Pension Contributions
25-75K Below Top Tax Cutoff 25-75K Above Top Tax Cutoff
Tota
l P
ensio
n C
ontr
ibution (
DK
r)
Year
Subsidy for Capital
Pension Reduced
3000
4000
5000
6000
7000
1995 1996 1997 1998 1999 2000 2001 2002
Impact of Capital Pension Subsidy Reduction On Total Pension Contributions
25-75K Below Top Tax Cutoff 25-75K Above Top Tax Cutoff
Tota
l P
ensio
n C
ontr
ibution (
DK
r)
Total Pensions
Pass-Through Rate: β = 44%
(4.7%)
Year
Subsidy for Capital
Pension Reduced Change in Capital Pensions
3000
4000
5000
6000
7000
1995 1996 1997 1998 1999 2000 2001 2002
Impact of Capital Pension Subsidy Reduction On Taxable Savings
25-75K Below Top Tax Cutoff 25-75K Above Top Tax Cutoff
Taxable
Savin
gs (
DK
r)
Year
Subsidy for Capital
Pension Reduced
Change in
Total Pensions
2000
4000
6000
8000
10000
1995 1996 1997 1998 1999 2000 2001 2002
10000
15000
20000
25000
30000
35000
Tota
l P
ensio
ns (
DK
r)
-75000 -50000 -25000 0 25000 50000 75000
Before Reduction in Subsidy
Total Pensions vs. Income:
Before and After Reduction in Capital Pension Subsidy
Income Relative to Top Tax Cutoff (DKr)
10000
15000
20000
25000
30000
35000
Tota
l P
ensio
ns (
DK
r)
-75000 -50000 -25000 0 25000 50000 75000
Total Pensions vs. Income:
Before and After Reduction in Capital Pension Subsidy
Income Relative to Top Tax Cutoff (DKr)
Before Reduction in Subsidy After Reduction in Subsidy
Total Pensions
Year
Tota
l P
ensio
ns R
K C
oeffic
ient
.005
.01
.015
.02
1996 1997 1998 1999 2000 2001
Change in Marginal Propensity to Save in Retirement
and Non-Retirement Accounts at Top Tax Cutoff by Year
Total Pensions Taxable Savings
Year
Taxable
Savin
gs R
K C
oeffic
ient
Tota
l P
ensio
ns R
K C
oeffic
ient
Crowd-Out Parameter: β = -0.98
(0.22)
-.008
-.005
-.002
.001
.004
.005
.01
.015
.02
1996 1997 1998 1999 2000 2001
Change in Marginal Propensity to Save in Retirement
and Non-Retirement Accounts at Top Tax Cutoff by Year
Change in Total Pension Contributions
Post-Reform (1999-2001) minus Pre-Reform (1996-1998) C
hange in T
ota
l P
ensio
ns (
DK
r)
Income Relative to Top Tax Cutoff (DKr)
-2000
-1500
-1000
-500
0
-75000 -50000 -25000 0 25000 50000 75000
Change in Slope at Cutoff = - 9.9 / 1000
(1.2)
Total Pensions Pass-Through Rate
Δ Tot. Pens. / Δ Cap. Pens.: β = 0.48
(0.05)
Change in Taxable Savings
Post-Reform (1999-2001) minus Pre-Reform (1996-1998) C
hange in T
axable
Savin
gs (
DK
r)
Income Relative to Top Tax Cutoff (DKr)
-800
-400
0
400
-75000 -50000 -25000 0 25000 50000 75000
Crowd-Out of Pension Contribution
ΔTaxable Saving / Δ Pension Contrib.:
β = -1.47 (0.67)
Change in Slope at Cutoff = 5.9 / 1000
(2.8)
Change in Fraction with Above-Median Savings
Post-Reform (1999-2001) minus Pre-Reform (1996-1998)
Income Relative to Top Tax Cutoff (DKr)
Change in %
with T
axable
Savin
gs A
bove M
edia
n
-1.2
5
-.75
-.25
.25
.75
1.2
5
-75000 -50000 -25000 0 25000 50000 75000
Crowd-Out of Pension Contribution
ΔTaxable Saving / Δ Pension Contrib.:
β = -0.98 (0.22)
Ch. in Slope at Cutoff = 0.019% / 1000
(0.004%)
Consider impacts of a DKR 1000 increase in pre-tax income
DKR 10.0 less contributed to retirement accounts when subsidy fell
MTR of 60% disposable income rises by 0.4 x 10.0 = DKR 4.0
DKR 3.92 of this is deposited in taxable savings
DKR 0.08 is consumed net saving falls by DKR 0.08
98% of the increase in pension contributions due to subsidies is financed
by offsetting reductions in savings in taxable accounts
Based on this estimate, we calculate that each DKr 1 of tax expenditure
on subsidies raises total saving by less than 1 cent
Crowd-Out Estimates
Difference-in-Differences Regression Kink
Annuity Contrib.
Total Pensions Contrib.
Taxable Savings
Taxable Savings
Taxable Savings Threshold
(1) (2) (3) (4) (5)
Capital Pension Contrib.
-0.562 (0.047)
0.438 (0.047)
Total Pension Contrib.
0.867 (2.453)
-1.471 (0.665)
-0.980 (0.222)
No. of Obs. 4,697,656 4,697,656 4,697,656 7,011,068 7,011,068
Pension Subsidy Pass-Through Estimates
Use pass-through of automatic contribs. and extensive-margin response
to subsidy to quantify degree of active response
Employer Pensions: 1 minus pass-through = 16.8%
Mandated Savings Plan: 1 minus pass-through = 13.8%
Subsidy Reduction: fraction who reoptimize pension = 17.4%
Passive
0 1
Active
SUBSIDY
MSP
ESP
.17 .14
response to M and t
Heterogeneity: Active vs. Passive Savers
Impact of Subsidy Change: Old vs. New Contributors
Year
Old Contributors New Contributors
% C
ontr
ibuting t
o C
apital P
ensio
ns
0
20
40
60
80
100
1998 1999
Impact of Subsidy Change: Old vs. New Contributors
Year
Old Contributors New Contributors
% C
ontr
ibuting t
o C
apital P
ensio
ns
0
20
40
60
80
100
1998 1999
Percent Responding to Capital Pension Subsidy Change in 1999
by Frequency of Active Changes in Other Years 0
5
10
15
20
25
0 20 40 60 80 100
Percentage of Other Years with Change in Individual Pension Contributions
% E
xitin
g C
apital P
ensio
n a
nd R
ais
ing A
nnuity in 1
999
b = 0.153
(0.005)
Pass-Through of Employer Pension Changes for Firm-Switchers
by Frequency of Active Changes in Other Years
Pass-T
hro
ugh o
f E
mp. P
ensio
ns t
o T
ota
l P
ensio
ns
0 20 40 60 80 100
88
90
92
94
96
98
Percentage of Other Years with Change in Individual Pension Contributions
b = - 0.076
(0.005)
Heterogeneity in Response to Capital Pension Subsidy by Wealth/Income Ratio
Wealth/Income Ratio in 1998
10
15
20
25
0 .5 1 1.5
b = 7.1
(0.4)
% E
xitin
g C
apital P
ensio
n a
nd R
ais
ing A
nnuity in 1
999
Heterogeneity in Pass-Through of Employer Pensions by Wealth/Income Ratio
Wealth/Income Ratio in Year Prior to Switch
Pa
ss-T
hro
ugh o
f E
mplo
yer
Pensio
ns t
o T
ota
l S
avin
gs
40
60
80
100
120
0 .5 1 1.5 2
b = - 20.8
(4.10)
Heterogeneity in Responses to Subsidies and Employer Pensions by Age
Age in Year of Subsidy Change (1999) or Firm Switch
Subsidy Response
60
80
100
8
10
12
14
16
20s 30s 40s 50s
Pass-T
hro
ugh o
f E
mplo
yer
Pensio
ns t
o T
ota
l S
avin
gs
% E
xte
nsiv
e M
arg
in S
ubstitu
tion in 1
999
Heterogeneity in Responses to Subsidies and Employer Pensions by Age
Age in Year of Subsidy Change (1999) or Firm Switch
Subsidy Response Employer Pension Pass-Through
60
80
100
8
10
12
14
16
20s 30s 40s 50s
Pass-T
hro
ugh o
f E
mplo
yer
Pensio
ns t
o T
ota
l S
avin
gs
% E
xte
nsiv
e M
arg
in S
ubstitu
tion in 1
999
Dep. Var.: Exits Capital Pension and Increases Annuity Contribution in 1999?
(1) (2) (3) (4) (5) (6)
W / Y Ratio 0.071
(0.004)
0.062
(0.004)
0.060
(0.004)
0.057
(0.004)
0.053
(0.004)
Age 0.002
(0.0001)
0.002
(0.0001)
0.002
(0.0001)
0.002
(0.0001)
0.002
(0.0001)
College 0.030
(0.004)
0.027
(0.003)
0.015
(0.004)
Economics
Education
0.072
(0.007)
0.055
(0.007)
Controls X
No. of Obs. 62,641 62,641 62,641 62,641 62,641 62,641
Mean of Dependent Variable: 11.6%
Observable Heterogeneity in Response to 1999 Subsidy Reduction
Your ATP rate pension [MSP]
Value as of Jan 1. 2004
Return in 2004
Tax on return in 2004
Administrative costs in 2004
Contribution in 2003
Net return on your contribution
Value as of Jan 1. 2005
6,722.59
750.49
-93.56
-37.92
3,349.00
66.89
10,757.49
Dkr.
Dkr.
Dkr.
Dkr.
Dkr.
Dkr.
Dkr.
Balance Test 1: Income Distribution Around Eligibility Threshold
0
1000
2000
3000
4000
5000
6000
Num
ber
of Taxp
ayers
in I
ncom
e B
in
14.5 24.5 34.5 44.5 54.5 Income (DKr 1000s)
Balance Test 2: Fraction Attending College Around Threshold
0
3
6
9
12
15
Perc
ent A
ttendin
g C
olle
ge
14.5 24.5 34.5 44.5 54.5
RD Estimate: b = 0.25%
(0.30%)
Income (DKr 1000s)
Total Non-Employer Savings Around Eligibility Cutoff in 1998
Income (DKr 1000s)
Change in N
on-E
mplo
yer
Savin
gs
-7000
-6000
-5000
-4000
-3000
14.5 24.5 34.5 44.5 54.5
RD estimates only apply to a low-income group of individuals
Now show that similar results are obtained throughout income
distribution using a difference-in-differences design
Note that MSP was terminated in 2004
Government Mandated Savings Plan
Mandatory Pension Contributions (M) by Income Group
0
1000
2000
3000
4000
Mandate
d S
avin
gs (
DK
r)
1995 2000 2005 2010 Year
Bottom Tercile Middle Tercile Top Tercile
1% MSP
Terminated 1% MSP
Introduced
Total Non-Employer Pension Contributions by Income Group In
div
idual (N
on-E
mp
loyer)
Pensio
n C
ontr
ibs.
(DK
r)
Year
Bottom Tercile Middle Tercile Top Tercile
0
2000
4000
6000
8000
10000
1995 2000 2005 2010
Pass-Through Rate to
Total Indiv. Pensions: β = 91.1%
(3.0%)
Percent of Individuals Contributing More than 1.5% of Income to Pensions P
erc
ent
of
Indiv
iduals
Year
Bottom Tercile Middle Tercile Top Tercile
10
20
30
40
1995 2000 2005 2010
Pass-Through Rate to
Total Indiv. Pensions: β = 101%
(2.2%)
Total Savings by Income Group
0
5000
10000
15000
20000
1995 2000 2005 2010 Year
Tota
l S
avin
gs (
DK
r)
Bottom Tercile Middle Tercile Top Tercile
25
30
35
40
1995 2000 2005 2010
Perc
ent
of In
div
iduals
Year
Bottom Tercile Middle Tercile Top Tercile
Effect of Mandate on Fraction of Individuals with Total Non-Employer Savings > 4%
Threshold-Based Analysis of Effect of Employer Provided Pension
on Total Savings Rates A
ctu
al C
hang
e in S
avin
gs R
ate
Predicted Change in Savings Rate
Total Savings
Pass-Through Rate: b = 96%
(0.4%)
-.2
0
.2
.4
-.2 0 .2 .4