Business challenge
- Trading houses needs to identify groups of stocks that exhibit similar behaviour
- Improve Price predictions
- Improve options pricing and minimize errors in hedging
Solution
- Used time-series clustering techniques to identify groups of similar stocks
- Gained qualitative insights: Instruments with varying degrees of memory
Business benefit
- Hedging the mean error (difference between risk-free return and actual) reduced by as much as 50%