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Next Generation Investment Risk Management . Annual Conference May 23, 2012. Jerry Miccolis CFA ® , CFP ® , FCAS, MAAA. Next Generation Investment Risk Management. Next Generation Investment Risk Management. Modernized Modern Portfolio Theory. Modernizing MPT.
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Next Generation InvestmentRisk Management Annual Conference May 23, 2012 Jerry Miccolis CFA®, CFP®, FCAS, MAAA
Next Generation Investment Risk Management Company confidential
Next Generation Investment Risk Management ModernizedModern Portfolio Theory Company confidential
Modernizing MPT • More realistic asset distributions • Non-normal/fat tails • More representative investment horizons • Multi-period/compound returns/risk drag • Rules-based rebalancing • More meaningful risk measures • Shortfall risk • Conditional VaR • More useful dependency measures • Correlations copulas Company confidential
Correlation — it gets the obvious cases right ρ = +1 ρ = -1 Company confidential
Correlation — does it measure what matters? Company confidential
We need to move from correlations… Company confidential
…to copulas Company confidential
Next Generation Investment Risk Management Dynamic Asset Allocation Company confidential
DAA is a more proactive way than traditional rebalancing to exploit risk • Dynamic asset allocation • Explicitly treats momentum/mean reversion • Utilizes early warning signals • Signals can be internal and external • Moving average algorithms • Valuation measures • DAA reflects the fact that MPT is only as good as its inputs • Recognizes that inputs can change dynamically • Structurally sound way to: • Test your fundamental inputs • Nimbly make adjustments as appropriate • Leading Economic Indicators • Credit spreads/money flows Company confidential
Our sector rotation strategy is an example of DAA • Stable-weighting • Exit/entry signaling • Trade-offs between stability and responsiveness • Three “momentum” algorithms • Each has its own strengths/ weaknesses • Rules that determine which algorithm to use at different times • Dynamically move between responsiveness and stability based on market characteristics • Filtering • To avoid too-frequent trading • Parameters optimized based on 1990-2007 data • Tested “out of sample” with 2008-2011 data Company confidential
How does this strategy compare to the S&P500 Total Return Index? Company confidential
How does this strategy compare to the S&P500 Total Return Index? Company confidential
How else did we test this strategy? • Rolling annual returns • Maximum drawdowns • Parameter robustness Company confidential
This strategy can be continuously improved upon • Stable-return investments in lieu of cash • Tactical moves into volatility • LEIs and other external signaling • Expand beyond US large-cap equity sectors • Global/international sectors • Commodities and other alternatives Company confidential
Next Generation Investment Risk Management Enlightened Tail Risk Hedging Company confidential
Our three criteria for an effective buy-and-hold tail risk hedge • Sudden appreciation in severe market downturns • “Severe” denoting sudden, substantial, unexpected decline in market value across most major asset classes, as in 4Q08 (i.e., when diversification doesn’t help) • Appreciation to a degree sufficient to meaningfully offset the decline • No “give-back” during market recovery! • Very low cost • Minimize diversion of funds from productive use • No sacrifice of upside portfolio potential! • Minimal disruption to portfolio • Maintain what works in vastly more likely markets • “Don’t throw the baby out with the bathwater!” Company confidential
Our criteria helped narrow our search • Traditional direct protection (e.g., puts, collars) violate our criteria • “Black Swan” funds violate our criteria • Promising idea: Exploit volatility spikes that coincide with sudden market declines • But, long-only volatility (e.g., VIX) violates our criteria • Transitory benefit • Can’t invest in directly • VIX futures: Severe negative roll yield very high carry cost Company confidential
Does anything meet our criteria? • Dynamic hedging • Puts/put spreads/VIX futures opportunistically applied • Needs constant monitoring • Potentially high cost • Correlation plays • “Call-on-call” strategies • Not yet well developed • Long/short volatility plays • Realized volatility: daily vs. weekly • Implied volatility: medium-term vs. short-term • Spread: implied vs. realized • Combinations Company confidential
Our criteria in a picture Company confidential
Some combinations are promising Company confidential
The combined effect can be game-changing Company confidential
Next Generation Investment Risk Management Company confidential
For further reading on these ideas… Company confidential