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Different techniques to draw different insights

Input

Core macroeconomic variables

  1. Yield curve

  2. Inflation

  3. ​Equity Valuation

  4. Payout ratios

  5. Leading economic indicators

  6. Equity volatility

Image by Victor Barrios

Analytical process

I have been thinking about this in the following steps:

  1. Use PCA to prioritize independent/explanatory variables

  2. then figure out the clustering technique suited to the task and the combination of dependent and independent variables

  3. then setup the distance metric: I like Mahalanobis distance more than Euclidean as it can address multi-collinearity a little better

  4. and then run it through 2 or more clustering for stabilization/validation

Image by Sigmund

Things to watch out for

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kmeans Mind Map.png

Disclaimer: This is a personal site to share research ideas. The views expressed are strictly my own and do not represent those of Vanguard.

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Philadelphia, PA 19103

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