A Predictive Contrarian- Momentum Strategy - PowerPoint PPT Presentation

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A Predictive Contrarian- Momentum Strategy

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Ray Jacobson. Venkata Kodali. Josh Rose. Jim Sheehan. John Watts. Sharpe Minds Asset Management ... Data based on top (momentum) and bottom (contrarian) five ... – PowerPoint PPT presentation

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Title: A Predictive Contrarian- Momentum Strategy


1
A Predictive Contrarian- Momentum Strategy
  • Sharpe Minds Asset Management
  • Ray Jacobson
  • Venkata Kodali
  • Josh Rose
  • Jim Sheehan
  • John Watts

2
Objective and Methodology
  • Develop a predictive contrarian-momentum
    strategy.
  • Data based on top (momentum) and bottom
    (contrarian) five monthly performers from 27 SP
    industry sectors.
  • Utilize logistic regression to trigger when one
    position is better than the other (Long Momentum
    minus Short Contrarian, or vice versa).
  • Third alternative is investing in T-bills. Note
    that overall strategy is market-neutral.

3
Model Variables
  • Dependent Variable Return from a Long
    Momentum-minus-Short Contrarian strategy.
  • If return is positive, LM_SC 1.
  • If negative, LM_SC 0.
  • Independent Variables
  • Lagged change in 30Y 5Y US Treasury bond yield
    spread (1 period)
  • Lagged change in Baa Aaa corporate bond yield
    spread (1 period)

4
Other Variables Considered
5
Regression Stats
6
Regression Predictive Power
7
Strategy Execution
  • Raw Predicted gt 0.6 Take position LM SC
  • Raw Predicted lt 0.4 Take position LC SM
  • 0.4 lt Raw Predicted lt 0.6 Take position T-Bills

8
Performance of SMAM portfolio
9
Cumulative Returns
10
Out of Sample Looks Good
11
Concluding Remarks
  • Market-neutral strategy generated positive
    returns in excess of T-bills.
  • May be better to just invest in T-bills (less
    volatility), especially given transaction costs.
  • Financial variables (e.g. Book/Market, P/E,
    DivYield) failed to have predictive power.
  • Credit spreads did well, possibly signaling when
    riskier Contrarian stocks should outperform.
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