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Historical Volatility

Historical Volatility is a measure of price fluctuation over time. Historical volatility uses historical (daily, weekly, monthly, quarterly, and yearly) price data to empirically measure the volatility of a market or instrument in the past. The value rendered by a historical volatility study is the standard deviation of bar-to-bar price differences.

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see, Sheldon Natenberg, Option Volatility and Pricing Strategies, Advanced Trading Techniques for Professionals, Chicago: Probus Publishing Company, 1988. [see Appendix B, The Mathematics of Option Pricing, p. 343 ff. for detailed information on standard deviation and historical volatility calculations]. Natenberg is an excellent source of information on using volatility studies to analyze options.

On all historical charts, price differences are measured on a settlement-price to settlement-price basis.

To calculate the historical volatility study, you must first identify the mean and then calculate the standard deviation:

Formula:

Standard Deviation, or Historical Volatility:

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Where:

s = standard deviation, or historical volatility

n = number of occurrences (bars)

m = mean

xi = price changes

And:

Mean:

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Where:

m = mean

n = number of occurrences

xi = price changes

And:

xi can equal percent of price change:

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Or:

xi can equal natural logarithmic price change:

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See also:

Historical Volatility Parameters