Volatility Formula | How to Calculate Daily & Annualized Volatility in Excel? (2024)

What is Volatility Formula?

The term “volatility” refers to the statistical measure of the dispersion of returns during a certain period of time for stocks, security, or market index. The volatility can be calculated either using the standard deviation or the variance of the security or stock.

The formula for daily volatility is computed by finding out the square root of the variance of a daily stock price.

Daily Volatility Formula is represented as,

Daily Volatility formula = √Variance

Further, the annualized volatility formula is calculated by multiplying the daily volatility by a square root of 252.

Annualized Volatility Formula is represented as,

Annualized Volatility Formula = √252 * √Variance

Table of contents
  • What is Volatility Formula?
    • Explanation of the Volatility Formula
    • Example of Volatility Formula (with Excel Template)
    • Relevance and Use
    • Recommended Articles
Volatility Formula | How to Calculate Daily & Annualized Volatility in Excel? (1)

Explanation of the Volatility Formula

The formula for the volatility of a particular stock can be derived by using the following steps:

  1. Firstly, gather daily stock price and then determine the mean of the stock price. Let us assume the daily stock price on an ith day as Pi and the mean price as Pav.
  2. Next, compute the difference between each day’s stock price and the mean price, i.e., Pi – P.
  3. Next, compute the square of all the deviations, i.e. (Pav – Pi)2.
  4. Next, find the summation of all the squared deviations, i.e. ∑ (Pav – Pi)2.
  5. Next, divide the summation of all the squared deviations by the number of daily stock prices, say n. It is called the variance of the stock price.


    Variance = ∑ (Pav – Pi)2 / n

  6. Next, compute the daily volatility or standard deviation by calculating the square root of the variance of the stock.

    Daily volatility = √(∑ (Pav – Pi)2 / n)

  7. Next, the annualized volatility formula is calculated by multiplying the daily volatility by the square root of 252. Here, 252 is the number of trading days in a year.

    Annualized volatility = = √252 * √(∑ (Pav – Pi)2 / n)

Example of Volatility Formula (with Excel Template)


Let us take the example of Apple Inc.’s stock price movement during the last one month, i.e., January 14, 2019, to February 13, 2019. Calculate the daily volatility and annual volatility of Apple Inc. during the period.

Below is data for calculation ofdaily volatility and annualized volatility of Apple Inc

Volatility Formula | How to Calculate Daily & Annualized Volatility in Excel? (2)

Based on the given stock prices, the median stock price during the period is calculated as $162.23.

The deviation of each day’s stock price with the mean stock price is calculated in the third column, while the square of the deviation is calculated in the fourth column. The summation of the squared deviation is computed to be 1454.7040.

Variance

Now, the variance is calculated by dividing the sum of squared deviation by the number of daily stock prices, i.e., 24,

Variance = 1454.7040 / 24

Volatility Formula | How to Calculate Daily & Annualized Volatility in Excel? (3)

Variance= 66.1229

Daily Volatility

Now, the daily volatility is calculated by finding out the square root of the variance,

Volatility Formula | How to Calculate Daily & Annualized Volatility in Excel? (4)

Therefore, the calculation of Daily Volatility will be,

Daily volatility = √66.1229

Volatility Formula | How to Calculate Daily & Annualized Volatility in Excel? (5)

Daily volatility = 8.1316

Annualized Volatility

Now, the annualized volatility is calculated by multiplying the square root of 252 to the daily volatility,

Volatility Formula | How to Calculate Daily & Annualized Volatility in Excel? (6)

Therefore, the calculation of Annualized Volatility will be,

Annualized volatility = √252 * 8.1316

Volatility Formula | How to Calculate Daily & Annualized Volatility in Excel? (7)

Annualized Volatility = 129.0851

Therefore, the daily volatility and annualized volatility of Apple Inc.’s stock price is calculated to be 8.1316 and 129.0851, respectively.

Relevance and Use

From the point of view of an investor, it is essential to understand the concept of volatility because it refers to the measure of risk or uncertainty pertaining to the quantum of changes in the value of a security or stock. Higher volatility indicates that the value of the stock can be spread out over a larger range of values, which eventually means that the value of the stock can potentially move in either direction significantly over a short period. On the other hand, lower volatility indicates that the value of the stock would not fluctuate much and will continue to remain stable over the period.

One of the major applications of volatility is the Volatility Index or VIX, which was created by the Chicago Board of Options Exchange. VIX is a measure of the 30-day expected volatility of the U.S. stock market computed based on real-time quote prices of S&P 500 call and put options.

Recommended Articles

This article has been a guide to Volatility Formula. Here we discuss how to calculate the Daily and Annualized Volatility and the practical example and downloadable excel sheet.You can learn more about accounting from the following articles –

  • Adjusted R Squared
  • Realized Volatility
  • Implied Volatility Explanation
  • Formula of Population Variance
  • Gross Interest
Volatility Formula | How to Calculate Daily & Annualized Volatility in Excel? (2024)

FAQs

Volatility Formula | How to Calculate Daily & Annualized Volatility in Excel? ›

Type "=STDEV. S(D4 : D12)" in cell D13 to find the daily volatility of the S&P 500 within the sample data. Find the annualized standard deviation — annual volatility — of the the S&P 500 by multiplying the daily volatility by square root of the number of trading days in a year, which is 252.

How to calculate annualised volatility in Excel? ›

The example above used daily closing prices, and there are 250-252 trading days per year. Therefore, in cell C14, enter the formula "=SQRT(252)*C13" to convert the standard deviation for this 10-day period to annualized historical volatility.

How to calculate annualized volatility from daily volatility? ›

Annualized volatility formula

Since there are roughly 252 trading days in the year, you multiply the square root of 252 (15.9) by the daily volatility to get the annualized volatility. (We'll use monthly returns in the case below, so the time period will be 12 times a year.)

What is the formula for daily price volatility? ›

The formula for daily volatility is computed by finding out the square root of the variance of a daily stock price. Further, the annualized volatility formula is calculated by multiplying the daily volatility by a square root of 252.

How do you measure daily volatility? ›

Stockopedia explains Daily Volatility

The daily return is calculated as today's price, minus yesterday's price, all divided by yesterday's price. Once this is done, the standard deviation of the time series of daily returns is the daily volatility of the security.

What is the formula for calculating volatility? ›

Volatility is a statistical measure of the dispersion of data around its mean over a certain period of time. It is calculated as the standard deviation multiplied by the square root of the number of time periods, T. In finance, it represents this dispersion of market prices, on an annualized basis.

How to do an annualized formula in Excel? ›

To annualize data from a single month in Excel, use the formula: =[Value for 1 month] * 12. This multiplies the monthly value by 12 to project the annualized figure.

How to annualize daily variance? ›

To compute the annualized variance from the daily variance, we assume that each day has the same variance, and we multiply the daily variance by 365 with weekends included.

How do you calculate VIX per day? ›

The sum of all previous calculations is then multiplied by the result of the number of minutes in a 365-day year (525,600) divided by the number of minutes in 30 days (43,200). The square root of that number multiplied by 100 equals the VIX.

How to calculate variance in Excel? ›

Calculating variance is very similar to calculating standard deviation. Ensure your data is in a single range of cells in Excel. If your data represents the entire population, enter the formula "=VAR. P(A1:A20)." Alternatively, if your data is a sample from some larger population, enter the formula "=VAR.

How do you calculate actual volatility? ›

Calculating Volatility
  1. Gather the security's past prices.
  2. Calculate the average price (mean) of the security's past prices.
  3. Determine the difference between each price in the set and the average price.
  4. Square the differences from the previous step.
  5. Sum the squared differences.

How do you calculate daily price variation? ›

Calculation Methods

Subtract the previous day's value from the current day's value. Divide the result by the previous day's value. Multiply the quotient by 100 to get the percentage change.

How to calculate daily volatility in Excel? ›

Find the daily standard deviation — daily volatility — of the sample by using the STDEV. S function. Type "=STDEV. S(D4 : D12)" in cell D13 to find the daily volatility of the S&P 500 within the sample data.

How to calculate daily volatility from annual volatility? ›

Likewise to convert the annual volatility to daily volatility, divide the annual volatility by square root of time.

What is annualized volatility? ›

Annualized volatility is a statistical measure of the dispersion of returns of a financial instrument over a given period, expressed in terms of an annualized standard deviation.

How to forecast volatility in Excel? ›

Calculating Volatility on Excel
  1. Compute the average.
  2. Compute the deviation by subtracting the mean from the actual observation.
  3. Square each deviation and sum them up – this is referred to as variance.
  4. Calculate the square root of the variance – known as the standard deviation.

What is the formula for annualized growth rate in Excel? ›

You can type the CAGR Excel formula in two ways. The first method involves using manual numbers, and the formula is: =(650/100)^(⅕)-1. 650 is the present value, 100 is the initial value, and 5 is the number of years between the two data points.

How do you calculate Annualised ROI in Excel? ›

To do this in Excel, use the AVERAGE function to calculate the average return and then the POWER function to annualize it. For example, if your data is in cells A1:A10, you would use the following formula: =POWER(AVERAGE(A1:A10),1/10)-1.

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