The premise for short gamma trades is that the options’ market consistently overprices the volatility of the underlying. This discrepancy can be interpreted as a risk premium that speculators demand from hedgers.
A simple test suggests that this hypothesis is true for the USD/INR options market. Also, this risk premium seems to be auto-correlated.
RESULTS FROM IMPLIED VERSUS REALIZED VOL TRADES
I took one-week implied vols and compared these with USD/INR’s realized volatility over the subsequent seven-days. I calculated the daily standard deviation of the exchange rate on a close to close basis (annualized by multiplying it with the square root of the number of trading days per year). Then I measured the difference between implied and realized vol over the period under consideration. Following are the results from this exercise for non-overlapping weekly periods (annualized):
Data: 1-week implied vols. from July 2003 to March 2009; USD/INR: Daily data from July 2003 to March 2009
Stdev: 3.5%
No. of trades: 294
Proportion of loss-making trades: 22%
Maximum: 18.7%
Minimum: -10.3%
THERE IS EVIDENCE OF MOMENTUM IN WEEKLY PERFORMANCE (VOL TERMS)
The serial correlation is about 0.52, suggesting the presence of momentum. Based on this result, I tested a historical scheme to go short gamma only if the last trade money. The results are the following (annualized):
Mean: 2.0%
Stdev: 3.3%
No. of trades: 228
Proportion of loss-making trades: 17%
Maximum: 18.7%
Minimum: -6.2%
Clearly, the performance improves on many fronts. The proportion of loss-making trades decline by 5% to just 17% and the maximum drawdown falls as well.