January 23rd, 2004, 7:23 am
LeonardI agree with ScilabGuru's answer, but I thought it might be interesting and useful to explain a little more about it. Your question is, what is the "best" number of B to sell in order to hedge a long position of 1 of A. It might give you confidence to know that this is a well-known question with a well-known answer.The first step is to specify what you mean by "best". You will end up with a trading position, or portfolio, of {Long 1 of A; Short n of B}. The conventional approach is to find the value of n that gives the minimum variance portfolio. This approach is consistent with ScilabGuru's answer. You can use high school maths to get the answer. Start with an expression for the variance of the portfolio:Portfolio variance = SigmaA^2 + (n^2).(SigmaB^2) - 2.n.Rho.SigmaA.SigmaBwhere SigmaA and SigmaB are the volatilities of A and B, Rho is the correlation coefficient between A and B. To find the minimum variance portfolio, differentiate with respect to n and set it equal to zero to give:dVar/dn = 2.n.(SigmaB^2) - 2.Rho.SigmaA.SigmaB = 0=> n = (Rho.SigmaA.SigmaB)/(SigmaB^2) .... which is Covariance(AB)/Variance(B) as ScilabGuru wrote below... or more simply ...=> n = Rho.SigmaA/SigmaBwhere n is the value of B that you need to sell short.You can get the same answer by performing a linear regression between A and B, but take care to use the returns and not the prices to get the correct answer.Hope this helps
Last edited by
Johnny on January 22nd, 2004, 11:00 pm, edited 1 time in total.