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Discussion of “Does Regulation Matter?
Riskiness and Procyclicality of Pension Asset Allocation”
OECD / APG / RiskLab Workshop
7 April 2014
Han van der Hoorn
Relevance of the paper
Procyclicality is hazardous to your health, and to your
wealth
• Procyclical behaviour can amplify shocks
• Procyclical behaviour reduces investment horizons and, as a result,
the supply of long-term financing, critical for economic growth
• Procyclical behaviour is about market timing (avoiding temporary
market dips); empirical evidence suggests that this is costly
A proper (through-the-cycle) asset allocation is part of the
solution
2
 Similarilities, but also important differences
Asset allocation Procyclicality
Nature of problem Stock Flow
Decision maker Asset owner Asset manager
Procyclicality indicators
Two benchmarks
• Full rebalancing (FR): constant weights
• Asset drift (AD): no transactions
From a financial stability perspective, the most relevant
benchmark is probably AD
3
FR
AD
0 1
0
Neutral/
countercyclical
“Partial
rebalancing”
1
(Economic
interpretation?)
Procyclical
If it ain’t Dutch … (1/2)
FR Procyclicality Measure (Fig. 1):
“Dutch pension funds […] were highly
countercyclical during the latter period”
(i.e., the crisis).
AD Procyclicality Measure (Fig. 2)
“Dutch pension funds are
countercyclical.”
4
 Can we conclude that Dutch pension funds were
the “good guys” in the market?
If it ain’t Dutch … (2/2)
Countercyclical behaviour by Dutch pension funds is good
news. However,
• Pre-crisis, Dutch pension funds had higher allocations to
illiquid alternatives that they couldn’t sell
• Some procyclicality was happening inside asset classes
and within trading limits
• Substantial risk taking took place also in “safe” fixed
income assets, as these
• Had short maturities (mismatch with liabilities)
• Were mostly nominal
5
Explaining procyclicality – The challenge
• “Perfect storm” (globally)
• Low interest rates elevate NPV of liabilities
• Financial crisis reduces asset values
• Significant increase in life expectancy
• Unconventional monetary policy, uncertain inflation outlook
• At (around) the same time (in the Netherlands)
• Introduction FTK
• Change in contracts: from final-salary to average-salary DB
• Consolidation of pension funds
• Outsourcing of asset management, disentangling funds from service
providers
• Complex objectives and constraints (Netherlands)
• Nominal liabilities, but with a real ambition
• Solvency add-on for inflation-linked assets
• Data limitations
6
Results
7
• At the highest level of aggregation, very little explanatory
power of potential drivers of procyclicality
• Factors statistically different from 0 (at any significance level) at
either FR or AD benchmark, show up with opposite sign (not
significant) under alternative indicator, and/or with incorrect sign
• Marginally better results at more granular levels, but still
disappointing
• Is there still scope for improvement?
Expected
sign
Full rebalancing Asset drift
Quantitative Investment Restrictions – 0.259 -0.534**
Excess Liability Discount Rate ≈ 0.679*** -0.322
Liabilities Recognized in Sponsor’s Balance Sheet + -0.510** 0.190
Quantitative Risk-based Capital Requirements + -0.375 -1.030*
Potential avenues for stronger results
• Observed/observable variables
• Instead of a weighted average of (standardised) market
value and funding requirement, use distance between market
value and funding requirement
• Proportion of assets managed externally (principal–agent
problems)
• Unobserved variables
• E.g., risk tolerance, incentive structures
• Estimate model in first differences (i.e., make fuller use of
panel data structure)
• Use continuous instead of binary procyclicality indicator
• E.g., 𝑃𝐶𝑖𝑡
(𝑙)
= 𝑤𝑖𝑡 − 𝑤𝑖𝑡
𝑙
× 𝑟𝑡
𝑀𝑘𝑡
• Differentiate between bull and bear markets, and
estimate model for two sub-periods
8
Concluding remarks
• Procyclicality matters; understanding its drivers is the first
step to addressing the problem
• As long-term investors, pension funds can (and should?)
invest countercyclically, but do not fully exploit their
potential, due to internal and external constraints
• In line with our own experience, stricter regulation has
triggered a de-risking of asset allocations, although not
necessarily in a procyclical way
• If we torture the data a little more, we may be able to
uncover aspects of procyclical behaviour
• Last but not least, I enjoyed reading the paper!
9

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Discussion of “Does Regulation Matter? Riskiness and Procyclicality of Pension Asset Allocation - Han van der Hoorn - OECD-APG Workshop on pension fund regulation and long-term investment

  • 1. Discussion of “Does Regulation Matter? Riskiness and Procyclicality of Pension Asset Allocation” OECD / APG / RiskLab Workshop 7 April 2014 Han van der Hoorn
  • 2. Relevance of the paper Procyclicality is hazardous to your health, and to your wealth • Procyclical behaviour can amplify shocks • Procyclical behaviour reduces investment horizons and, as a result, the supply of long-term financing, critical for economic growth • Procyclical behaviour is about market timing (avoiding temporary market dips); empirical evidence suggests that this is costly A proper (through-the-cycle) asset allocation is part of the solution 2  Similarilities, but also important differences Asset allocation Procyclicality Nature of problem Stock Flow Decision maker Asset owner Asset manager
  • 3. Procyclicality indicators Two benchmarks • Full rebalancing (FR): constant weights • Asset drift (AD): no transactions From a financial stability perspective, the most relevant benchmark is probably AD 3 FR AD 0 1 0 Neutral/ countercyclical “Partial rebalancing” 1 (Economic interpretation?) Procyclical
  • 4. If it ain’t Dutch … (1/2) FR Procyclicality Measure (Fig. 1): “Dutch pension funds […] were highly countercyclical during the latter period” (i.e., the crisis). AD Procyclicality Measure (Fig. 2) “Dutch pension funds are countercyclical.” 4  Can we conclude that Dutch pension funds were the “good guys” in the market?
  • 5. If it ain’t Dutch … (2/2) Countercyclical behaviour by Dutch pension funds is good news. However, • Pre-crisis, Dutch pension funds had higher allocations to illiquid alternatives that they couldn’t sell • Some procyclicality was happening inside asset classes and within trading limits • Substantial risk taking took place also in “safe” fixed income assets, as these • Had short maturities (mismatch with liabilities) • Were mostly nominal 5
  • 6. Explaining procyclicality – The challenge • “Perfect storm” (globally) • Low interest rates elevate NPV of liabilities • Financial crisis reduces asset values • Significant increase in life expectancy • Unconventional monetary policy, uncertain inflation outlook • At (around) the same time (in the Netherlands) • Introduction FTK • Change in contracts: from final-salary to average-salary DB • Consolidation of pension funds • Outsourcing of asset management, disentangling funds from service providers • Complex objectives and constraints (Netherlands) • Nominal liabilities, but with a real ambition • Solvency add-on for inflation-linked assets • Data limitations 6
  • 7. Results 7 • At the highest level of aggregation, very little explanatory power of potential drivers of procyclicality • Factors statistically different from 0 (at any significance level) at either FR or AD benchmark, show up with opposite sign (not significant) under alternative indicator, and/or with incorrect sign • Marginally better results at more granular levels, but still disappointing • Is there still scope for improvement? Expected sign Full rebalancing Asset drift Quantitative Investment Restrictions – 0.259 -0.534** Excess Liability Discount Rate ≈ 0.679*** -0.322 Liabilities Recognized in Sponsor’s Balance Sheet + -0.510** 0.190 Quantitative Risk-based Capital Requirements + -0.375 -1.030*
  • 8. Potential avenues for stronger results • Observed/observable variables • Instead of a weighted average of (standardised) market value and funding requirement, use distance between market value and funding requirement • Proportion of assets managed externally (principal–agent problems) • Unobserved variables • E.g., risk tolerance, incentive structures • Estimate model in first differences (i.e., make fuller use of panel data structure) • Use continuous instead of binary procyclicality indicator • E.g., 𝑃𝐶𝑖𝑡 (𝑙) = 𝑤𝑖𝑡 − 𝑤𝑖𝑡 𝑙 × 𝑟𝑡 𝑀𝑘𝑡 • Differentiate between bull and bear markets, and estimate model for two sub-periods 8
  • 9. Concluding remarks • Procyclicality matters; understanding its drivers is the first step to addressing the problem • As long-term investors, pension funds can (and should?) invest countercyclically, but do not fully exploit their potential, due to internal and external constraints • In line with our own experience, stricter regulation has triggered a de-risking of asset allocations, although not necessarily in a procyclical way • If we torture the data a little more, we may be able to uncover aspects of procyclical behaviour • Last but not least, I enjoyed reading the paper! 9