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Assessing the strictness of portfoliorelated regulation of pension funds:
Rethinking the definition of prudent
Marcin Senderski
Paris, 21 December 2013
Agenda
1.
2.
3.
4.

Introduction
Literature review and theoretical foundations
Results
Conclusions, limitations and further research
Introduction
• The universe of regulations affecting pension funds is broad
• Here, only portfolio-related (asset allocation) restrictions are studied
• The Anglo-Saxon investment culture typically follows the so-called
prudent man rule, whereas the oversight is much sterner in
continental Europe and often resorts to explicit quantitative
restriction
• The quantitative restrictions are introduced on assets believed to be
vulnerable to high volatility, insufficient liquidity and high investment
risk
• Does legislation act in the best interest of an investor, maximizing
investor’s risk-adjusted return?
Literature review and theoretical foundations
• Few papers have explicitly raised the tradeoff between constraints to
portfolio construction and risk-return profiles of the affected portfolios
• Most relevant is Boon et al. (2013) where no significant impact of
regulatory strictness on funds’ performance was found, except for
emerging markets where stringent portfolio limits may be harmful
• Musalem and Pasquini (2012) found some weak evidence that the
less strict the constraints on foreign investment, the bigger volatility
• In Bijapur, Croci, and Zaidi (2012) investment limits on particular
asset classes have been found to impede diversification and lead to
significantly lower risk-adjusted returns in life insurance companies
• Hribernik and Jakopanec (2012) insist that quantitative restrictions
on investments are not needed
• Davis and Hu (2008) comparing US and UK pension funds to
Canadian, provide arguments in favor of pure play prudent man rule
Why excess regulation?1)

1

2

3

• Governments strive to win legitimacy for the newly created pension
funds

• The false vision of draconian regulations ensuring maximum returns
prevails

• Regulatory overkill causes pension funds’ portfolios to be practically
indistinguishable, as the regulation provides hardly any incentive for
pension funds to differentiate by excelling in investment management

1) Srinivas, Whitehouse, & Yermo (2000)
Results: variables and data sources
Variable
1

sharpe_ratio,
sharpe_ratio_2

2

sortino_ratio

3

reg_agg_1

4

reg_agg_2

5

aec

6

recession

7

risk_free_rate

8

equity_mkt

9

turnover

Description
Sharpe ratio of pension funds’ nominal investment
returns in a given jurisdiction in a given year. Two
versions of Sharpe ratios were calculated that differ
in how volatility was measured.
Sortino ratio of pension funds’ nominal investment
returns in a given jurisdiction for the previous three
years.
Synthetic variable indicating a magnitude of limiting
investments considered risky.
Synthetic variable indicating a magnitude of limiting
investments considered safe.
Dummy for an advanced economy, as reported by
the International Monetary Fund
A dummy that adopts 1 if GDP growth is negative.
Long-term interest rate, 10-year government bonds
in most cases.
Annual change in S&P Global Equity Indices that
measures price change in the stock markets.
A proxy for market liquidity: turnover ratio is the
total value of shares traded during the period
divided by the average market capitalization for the
period.

Unit

Source

pure number

Own calculation
pure number
pure number
pure number

OECD, own
interpretation

dummy

IMF

dummy

World Bank
OECD in most
cases

percent
percent

World Bank
percent
Results: interpreting the OECD regulation surveys
Value of penalty:

Countries that set
caps on particular
asset classes at
reasonable levels
are not penalized
for regulation (0.0).
If the limits are
stricter than the
arbitrary threshold,
a fine is ascribed to
this jurisdiction
(0.5). If a given
asset class is
prohibited, a
jurisdiction gets full
penalty (1.0)

Equity

Real estate

Bonds

Retail investment
funds
Private investment
funds
Loans
Bank deposits

Global investment
limit in foreign
assets

0
0.5
Portfolio ceilings for broad asset classes
No limits or limits down to 80% for at least one
sub-class (e.g. listed equity), with none of subclasses (e.g. unlisted equity) being entirely
prohibited
No limits or limits down to 20% for at least one
sub-class (e.g. mortgage-backed securities),
with none of sub-classes (e.g. direct
Allowed, but
investment) being entirely prohibited
limited in a
No limits or limits down to 80% for at least one
way stricter
sub-class (e.g. unlisted bonds), with none of
than in the left
sub-classes (e.g. corporate bonds) being
column; some
entirely prohibited
of sub-classes
may be
No limits or limits down to 20% for at least one
prohibited
sub-class, with none of sub-classes being
entirely prohibited

1

Each of the
sub-classes is
not allowed,
apart from
rare or
unusual
exceptions

No limits or limits down to 80% for at least one
sub-class, with none of sub-classes being
entirely prohibited

There is no limit or the limit is negligible (down
to 60%), with all asset classes allowed and with
none of geographies being excluded

Allowed
globally with a
limit up to
60%, or some
asset classes
restricted, or
some
geographies
restricted

Investing in
foreign assets
is prohibited,
apart from
rare or
unusual
exceptions
Results: dependent variable
Regression #1
Sharpe ratio based on the 3-year volatility as dependent variable

intercept
reg_agg_1

(1)
-1.00 **
(0.47)
0.88 **
(0.41)

reg_agg_2

Dependent variable: Sharpe ratio I
(2)
-1.00 **
(0.48)
0.98 **
(0.54)
-0.53
(1.89)

aec
recession

risk_free_rate
equity_mkt
turnover
n
R2

226
0.0203

226
0.0207

(3)
0.47
(1.55)
0.77
(0.63)
0.46
(1.95)
1.00
(1.09)
-0.81
(0.88)
-0.121
(0. 141)
0.0266 ***
(0.0101)
-0.0221 ***
(0.0073)
214
0.1062
Regression #2
Sharpe ratio based on the all-sample volatility as dependent variable

intercept
reg_agg_1

(1)
-0.595 ***
(0.164)
0.233 *
(0.141)

reg_agg_2

Dependent variable: Sharpe ratio II
(2)
-0.596 ***
(0.164)
0.178
(0.185)
0.29
(0.65)

aec
recession

risk_free_rate
equity_mkt
turnover
n
R2

226
0.0121

226
0.0130

(3)
0.34
(0.48)
0.114
(0.198)
0.56
(0.61)
-0.01
(0.34)
-0.04
(0.28)
-0.129 ***
(0.044)
-0.0189 ***
(0.0032)
-0.0061 ***
(0.0023)
214
0.2373
Regression #3
Sortino ratio as dependent variable

intercept
reg_agg_1

(1)
0.021
(0.069)
0.019
(0.064)

reg_agg_2

Dependent variable: Sortino ratio
(2)
0.020
(0.069)
0.020
(0.089)
-0.01
(0.29)

aec
recession

risk_free_rate
equity_mkt
turnover
n
R2

172
0.0005

172
0.0005

(3)
-0.22
(0.21)
0.042
(0.100)
-0.26
(0.29)
-0.043
(0.147)
-0.267 **
(0.117)
0.0199
(0.0184)
0.00442 ***
(0.00135)
0.00237 **
(0.00097)
163
0.1250
Conclusions, limitations and further research
•

Limitations
–
–
–
–

•

Conclusions
–
–
–

–

•

Low quality and comparability of data, time series is short and reporting is yearly
Full panel analysis has not been carried out as it would probably fail in exhibiting any kind of trend
The availability of gross investment income variable was insufficient, therefore the variable taken is net
investment income, which is before tax, but after deduction of investment management costs
Matching regulations with returns and volatilities is unfeasible in some countries (multiple fund environments)
No convincing relationships may be inferred at this stage
The synthetic variable computed in order to account for the regulatory strictness with regard to allocations in
risky assets was not significant when other macroeconomic variables were also incorporated
Various macroeconomic variables, such as recession, equity market performance, liquidity on the equity
market and the risk-free rate, proved significant in at least one specification. Nevertheless, signs of the
accompanying coefficients sometimes happened to be counter-intuitive
In sum, despite the fairly supportive evidence of both theoretical and empirical literature, unravelling the
elements of regulatory framework that significantly deteriorate risk-adjusted investment returns of pension
funds remains problematic

Further research
–
–

New regressors and controls (both macroeconomic and scheme-specific), more differentiating interpretation
of asset restrictions
This paper is intentionally crafted to facilitate further steps in terms of comparing the current risk-return
profile of selected portfolios with hypothetical portfolios that include currently restricted financial instruments

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Assessing the strictness of portfolio-related regulation of pension funds: Rethinking the definition of prudent

  • 1. Assessing the strictness of portfoliorelated regulation of pension funds: Rethinking the definition of prudent Marcin Senderski Paris, 21 December 2013
  • 2. Agenda 1. 2. 3. 4. Introduction Literature review and theoretical foundations Results Conclusions, limitations and further research
  • 3. Introduction • The universe of regulations affecting pension funds is broad • Here, only portfolio-related (asset allocation) restrictions are studied • The Anglo-Saxon investment culture typically follows the so-called prudent man rule, whereas the oversight is much sterner in continental Europe and often resorts to explicit quantitative restriction • The quantitative restrictions are introduced on assets believed to be vulnerable to high volatility, insufficient liquidity and high investment risk • Does legislation act in the best interest of an investor, maximizing investor’s risk-adjusted return?
  • 4. Literature review and theoretical foundations • Few papers have explicitly raised the tradeoff between constraints to portfolio construction and risk-return profiles of the affected portfolios • Most relevant is Boon et al. (2013) where no significant impact of regulatory strictness on funds’ performance was found, except for emerging markets where stringent portfolio limits may be harmful • Musalem and Pasquini (2012) found some weak evidence that the less strict the constraints on foreign investment, the bigger volatility • In Bijapur, Croci, and Zaidi (2012) investment limits on particular asset classes have been found to impede diversification and lead to significantly lower risk-adjusted returns in life insurance companies • Hribernik and Jakopanec (2012) insist that quantitative restrictions on investments are not needed • Davis and Hu (2008) comparing US and UK pension funds to Canadian, provide arguments in favor of pure play prudent man rule
  • 5. Why excess regulation?1) 1 2 3 • Governments strive to win legitimacy for the newly created pension funds • The false vision of draconian regulations ensuring maximum returns prevails • Regulatory overkill causes pension funds’ portfolios to be practically indistinguishable, as the regulation provides hardly any incentive for pension funds to differentiate by excelling in investment management 1) Srinivas, Whitehouse, & Yermo (2000)
  • 6. Results: variables and data sources Variable 1 sharpe_ratio, sharpe_ratio_2 2 sortino_ratio 3 reg_agg_1 4 reg_agg_2 5 aec 6 recession 7 risk_free_rate 8 equity_mkt 9 turnover Description Sharpe ratio of pension funds’ nominal investment returns in a given jurisdiction in a given year. Two versions of Sharpe ratios were calculated that differ in how volatility was measured. Sortino ratio of pension funds’ nominal investment returns in a given jurisdiction for the previous three years. Synthetic variable indicating a magnitude of limiting investments considered risky. Synthetic variable indicating a magnitude of limiting investments considered safe. Dummy for an advanced economy, as reported by the International Monetary Fund A dummy that adopts 1 if GDP growth is negative. Long-term interest rate, 10-year government bonds in most cases. Annual change in S&P Global Equity Indices that measures price change in the stock markets. A proxy for market liquidity: turnover ratio is the total value of shares traded during the period divided by the average market capitalization for the period. Unit Source pure number Own calculation pure number pure number pure number OECD, own interpretation dummy IMF dummy World Bank OECD in most cases percent percent World Bank percent
  • 7. Results: interpreting the OECD regulation surveys Value of penalty: Countries that set caps on particular asset classes at reasonable levels are not penalized for regulation (0.0). If the limits are stricter than the arbitrary threshold, a fine is ascribed to this jurisdiction (0.5). If a given asset class is prohibited, a jurisdiction gets full penalty (1.0) Equity Real estate Bonds Retail investment funds Private investment funds Loans Bank deposits Global investment limit in foreign assets 0 0.5 Portfolio ceilings for broad asset classes No limits or limits down to 80% for at least one sub-class (e.g. listed equity), with none of subclasses (e.g. unlisted equity) being entirely prohibited No limits or limits down to 20% for at least one sub-class (e.g. mortgage-backed securities), with none of sub-classes (e.g. direct Allowed, but investment) being entirely prohibited limited in a No limits or limits down to 80% for at least one way stricter sub-class (e.g. unlisted bonds), with none of than in the left sub-classes (e.g. corporate bonds) being column; some entirely prohibited of sub-classes may be No limits or limits down to 20% for at least one prohibited sub-class, with none of sub-classes being entirely prohibited 1 Each of the sub-classes is not allowed, apart from rare or unusual exceptions No limits or limits down to 80% for at least one sub-class, with none of sub-classes being entirely prohibited There is no limit or the limit is negligible (down to 60%), with all asset classes allowed and with none of geographies being excluded Allowed globally with a limit up to 60%, or some asset classes restricted, or some geographies restricted Investing in foreign assets is prohibited, apart from rare or unusual exceptions
  • 9. Regression #1 Sharpe ratio based on the 3-year volatility as dependent variable intercept reg_agg_1 (1) -1.00 ** (0.47) 0.88 ** (0.41) reg_agg_2 Dependent variable: Sharpe ratio I (2) -1.00 ** (0.48) 0.98 ** (0.54) -0.53 (1.89) aec recession risk_free_rate equity_mkt turnover n R2 226 0.0203 226 0.0207 (3) 0.47 (1.55) 0.77 (0.63) 0.46 (1.95) 1.00 (1.09) -0.81 (0.88) -0.121 (0. 141) 0.0266 *** (0.0101) -0.0221 *** (0.0073) 214 0.1062
  • 10. Regression #2 Sharpe ratio based on the all-sample volatility as dependent variable intercept reg_agg_1 (1) -0.595 *** (0.164) 0.233 * (0.141) reg_agg_2 Dependent variable: Sharpe ratio II (2) -0.596 *** (0.164) 0.178 (0.185) 0.29 (0.65) aec recession risk_free_rate equity_mkt turnover n R2 226 0.0121 226 0.0130 (3) 0.34 (0.48) 0.114 (0.198) 0.56 (0.61) -0.01 (0.34) -0.04 (0.28) -0.129 *** (0.044) -0.0189 *** (0.0032) -0.0061 *** (0.0023) 214 0.2373
  • 11. Regression #3 Sortino ratio as dependent variable intercept reg_agg_1 (1) 0.021 (0.069) 0.019 (0.064) reg_agg_2 Dependent variable: Sortino ratio (2) 0.020 (0.069) 0.020 (0.089) -0.01 (0.29) aec recession risk_free_rate equity_mkt turnover n R2 172 0.0005 172 0.0005 (3) -0.22 (0.21) 0.042 (0.100) -0.26 (0.29) -0.043 (0.147) -0.267 ** (0.117) 0.0199 (0.0184) 0.00442 *** (0.00135) 0.00237 ** (0.00097) 163 0.1250
  • 12. Conclusions, limitations and further research • Limitations – – – – • Conclusions – – – – • Low quality and comparability of data, time series is short and reporting is yearly Full panel analysis has not been carried out as it would probably fail in exhibiting any kind of trend The availability of gross investment income variable was insufficient, therefore the variable taken is net investment income, which is before tax, but after deduction of investment management costs Matching regulations with returns and volatilities is unfeasible in some countries (multiple fund environments) No convincing relationships may be inferred at this stage The synthetic variable computed in order to account for the regulatory strictness with regard to allocations in risky assets was not significant when other macroeconomic variables were also incorporated Various macroeconomic variables, such as recession, equity market performance, liquidity on the equity market and the risk-free rate, proved significant in at least one specification. Nevertheless, signs of the accompanying coefficients sometimes happened to be counter-intuitive In sum, despite the fairly supportive evidence of both theoretical and empirical literature, unravelling the elements of regulatory framework that significantly deteriorate risk-adjusted investment returns of pension funds remains problematic Further research – – New regressors and controls (both macroeconomic and scheme-specific), more differentiating interpretation of asset restrictions This paper is intentionally crafted to facilitate further steps in terms of comparing the current risk-return profile of selected portfolios with hypothetical portfolios that include currently restricted financial instruments