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%