Strategy Repair

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Broken Funds & Strategy Repair....

Investment Analytics can assist clients in diagnosing performance-related problems with existing strategies and in developing repair solutions to restore or enhance strategy performance.  A typical consulting project will cover the following stages:

 

Performance Testing

We subject the returns process to a detailed battery of statistical tests designed to assess the model’s performance.  This will confirm whether or not the model has produced significant abnormal (positive alpha) returns, and that it has subsequently broken down (rather than simply having extended runs of good and bad luck).  This process will often give indications as to the nature of the model failure and the further steps most likely to lead to a successful restoration.

 

Model Adequacy

We examine the model in detail from a theoretical standpoint and identify potential areas of weakness where theoretical concepts have been inappropriate applied or poorly implemented. 

 

Peer Review

In some circumstances we are able to conduct confidential review the model’s performance against comparable models used by other investment management firms. 

 

Market Behavior

We examine the empirical behavior of markets traded by the model pre- and post- breakdown for evidence of important effects that the model fails to capture of represent appropriately, or the regime shifts in the market that change the fundamental pattern of behavior in a way which the model is unable to adapt to.  These effects might include:

 

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Non-stationarity

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Nonlinearity

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Heteroscedasticity

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Regime shift

 

Model Repair

We develop a number of hypotheses as to why the model has broken down and how it should be repaired.  We develop a number of prototype models designed to tackle the critical factors and create a battery of test data sets designed to test the performance of each model in dealing with the specific factors.  We may then blend components of several prototypes in order to develop a model ready for market testing.

 

Model Testing

We test the restored model in a live situation against our performance expectations, often going through a number of further cycles of adaptation before releasing the final model.

 

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