How much does implied volatility contract when there are up days?

Study

• SPY
• 2005 to present
• Recorded the magnitude and frequency of volatility contractions when the market moved up

We find that the when the market moves up on any day, we see a vol contraction of 5% on average. When the market moves up by more than 1%, we see a vol contraction of 8.5% on average.