expectation of the squared deviation of a random variable from its mean

In probability theory and statistics, variance is the expected value of the squared deviation from the mean of a random variable. The standard deviation is obtained as the square root of the … Wikipedia
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Wikipedia
en.wikipedia.org › wiki › Variance
Variance - Wikipedia
5 days ago - In probability theory and statistics, variance is the expected value of the squared deviation from the mean of a random variable. The standard deviation is obtained as the square root of the variance. Variance is a measure of dispersion, meaning it is a measure of how far a set of numbers are ...
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Scribbr
scribbr.com › home › how to calculate variance | calculator, analysis & examples
How to Calculate Variance | Calculator, Analysis & Examples
June 21, 2023 - When you collect data from a sample, the sample variance is used to make estimates or inferences about the population variance. ... With samples, we use n – 1 in the formula because using n would give us a biased estimate that consistently underestimates variability.
Discussions

Why is the notation "E" in a formula for Variance, instead of just the Expected value E(X)?
It's the same E. That's just how variance is defined. You can apply the expected value operator, E, to other things besides besides just a single variable. More on reddit.com
🌐 r/askmath
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4
July 8, 2025
Sample variance formula
Typically, when trying to prove things, it's helpful to state what you're trying to prove. For example, I don't know how to help you because you haven't written what statement, theorem, fact, formula, identity, etc, ... that you're trying to prove. Also, you need to define your symbols, which, without context, are meaningless. More on reddit.com
🌐 r/learnmath
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September 5, 2022
[Statistics] variance formula for binomial distribution
I have to ask though, what is "/(1-n)" That should be (N-1), according to Wikipedia , assuming that p = K/N. More on reddit.com
🌐 r/MathHelp
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January 14, 2016
Find price variance for items from different suppliers
I'm embarrassed to present such a simple solution. The solution by u/CartesianJoin seems complete and was quick to come up with while I was preparing this one. Since I don't usually throw away work, here it goes. It was based on two theoretical items and an observation of practice. The most common is that prices in a non-controlled competitive market have a normal distribution, the majority of suppliers within an average range, and two minorities of similar sizes: the first below the average minus the standard deviation (Low price) and the second above the average plus the standard deviation (High price). When companies conduct price surveys among suppliers, they consult prices for at least five, depending on the product or service between 3 and 7 suppliers. They rarely use statistical data on market prices because there are contextual price fluctuations that statistics cannot track. Frequently updated, the Supplier/Cost Database is a small sample, often not representative, to obtain a snapshot of the market in terms of mean and standard deviation, thus hiding discrepancies. To compensate for the sample size, a common method among economists is used when there is no updated data, or the data is unknown, of market prices for specific products and services, the sample mean with a fixed standard deviation of 10% of the mean. The range of price variation between suppliers is 'normally' narrow because production is much more concentrated than distribution. Unit Cost (Col. C): random values ​​​​created by NORMINV, mean = 1, stdev = 1. Five suppliers (A through E), 8 products (#1 through #8), where not all suppliers supply all 8 products. The average market price of each item is based on the number (#n) of items, Item #1 has a $100 average price, Item #2 has a $200 average price, Item #3 has a $300 average price, and so on. StDev/Item (Col. E, standard deviation per Item): 10% of the average price, so Item #1 has a $10 standard deviation, Item #2 has a $20 standard deviation, Item #3 has a $30 standard deviation, and so on. If the average market price is unknown, this column can be calculated as: = 10% * [Ave./Item] (see below) Ave./Item (Col. D): Formula in INT format (semicolon separator) = ROUND( AVERAGE( IF(B2 = B$2:B$36; C$2:C$36; "") ); 0 ) Formula in US format (comma separator) = ROUND( AVERAGE( IF(B2 = B$2:B$36, C$2:C$36, "") ), 0 ) Price distribution (Col. F): Formula in INT format (semicolon separator) = IFS(C2<=D2-2*E2; "Very Low price"; C2<=D2-E2; "Low price"; AND(C2>D2-E2; C2=D2+E2; C2=D2+2*E2; "Very high price") Formula in US format (comma separator) = IFS(C2<=D2-2*E2, "Very Low price", C2<=D2-E2, "Low price", AND(C2>D2-E2, C2=D2+E2, C2=D2+2*E2, "Very High price") I hope this helps. More on reddit.com
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September 21, 2024
People also ask

What is variance used for in statistics?
Statistical tests such as variance tests or the analysis of variance (ANOVA) use sample variance to assess group differences of populations. They use the variances of the samples to assess whether the populations they come from significantly differ from each other.
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scribbr.com
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How to Calculate Variance | Calculator, Analysis & Examples
What’s the difference between standard deviation and variance?
Variance is the average squared deviations from the mean, while standard deviation is the square root of this number. Both measures reflect variability in a distribution, but their units differ: · Standard deviation is expressed in the same units as the original values (e.g., minutes or meters). · Variance is expressed in much larger units (e.g., meters squared). · Although the units of variance are harder to intuitively understand, variance is important in statistical tests.
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scribbr.com
scribbr.com › home › how to calculate variance | calculator, analysis & examples
How to Calculate Variance | Calculator, Analysis & Examples
What are the 4 main measures of variability?
Variability is most commonly measured with the following descriptive statistics: · Range: the difference between the highest and lowest values · Interquartile range: the range of the middle half of a distribution · Standard deviation: average distance from the mean · Variance: average of squared distances from the mean
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scribbr.com
scribbr.com › home › how to calculate variance | calculator, analysis & examples
How to Calculate Variance | Calculator, Analysis & Examples
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CalculatorSoup
calculatorsoup.com › calculators › statistics › variance-calculator.php
Variance Calculator
November 4, 2025 - Calculate the variance. Variance is the sum of squares divided by the number of data points. ... The formula for variance of a is the sum of the squared differences between each data point and the mean, divided by the number of data values.
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Investopedia
investopedia.com › terms › v › variance.asp
What Is Variance in Statistics? Definition, Formula, and Example
June 18, 2025 - For instance, when calculating a sample variance to estimate a population variance, the denominator of the variance equation becomes N − 1 so that the estimation is unbiased and does not underestimate the population variance.
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Probability Course
probabilitycourse.com › chapter3 › 3_2_4_variance.php
Variance | Standard Deviation
By definition, the variance of $X$ is the average value of $(X-\mu_X)^2$. Since $(X-\mu_X)^2 \geq 0$, the variance is always larger than or equal to zero. A large value of the variance means that $(X-\mu_X)^2$ is often large, so $X$ often takes values far from its mean.
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Corporate Finance Institute
corporatefinanceinstitute.com › home › resources › variance formula
Variance Formula - Calculate, Free Templates, Types
June 10, 2025 - This is an example of outperformance, a positive variance, or a favorable variance. The formula for dollar variance is even simpler. It’s equal to the actual result subtracted from the forecast number. If the units are dollars, this gives us the dollar variance.
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Loughborough University
lboro.ac.uk › media › media › schoolanddepartments › mlsc › downloads › var_stand_deviat_group.pdf pdf
Variance and standard deviation (grouped data) Introduction
The variance of a set of values, which we denote by σ2, is defined as · σ2 =  f(x −¯x)2 · n · where ¯x is the mean, x stands for each data value in turn, and f is the frequency with which data · value, x, occurs. Note that ·  f = n. An alternative, yet equivalent formula, which ...
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Statistics How To
statisticshowto.com › home › probability and statistics topics index › descriptive statistics: definition & charts and graphs › sample variance: simple definition, how to find it in easy steps
Sample Variance: Simple Definition, How to Find it in Easy Steps - Statistics How To
September 30, 2024 - Divide the number in Step 4 by the number in Step 5. This gives you the variance: 31,099.5 / 5 = 6,219.9. Take the square root of your answer from Step 8. This gives you the standard deviation: ... That’s it! Important note: The standard deviation formula is slightly different for populations and samples (a portion of the population).
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DLsun
dlsun.github.io › probability › variance.html
Lesson 28 Variance | Introduction to Probability
Now, if we know that a random variable \(X\) has a binomial distribution, we can use the formula \[ \text{Var}[X] = n\frac{N_1}{N} \frac{N_0}{N} \] instead of calculating it from scratch. We can derive formulas for the variances of all of the named distributions in a similar way.
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University of Southampton Library
library.soton.ac.uk › variance-standard-deviation-and-standard-error
Maths and Stats - Variance, Standard Deviation and Standard Error - LibGuides@Southampton at University of Southampton Library
November 10, 2025 - Variance is a measure of how far the observed values in a dataset fall from the arithmetic mean, and is therefore a measure of spread - more specifically, it is a measure of variability. It is denoted by the Greek letter sigma squared, and its formula is given by:
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Vintti
vintti.com › blog › variance-analysis-formula-accounting-explained
Variance Analysis Formula: Accounting Explained — Vintti
Expense Variance = Budgeted Expense - Actual Expense · These formulas allow you to analyze the difference between your actual financial results and what was budgeted.
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Statistics Canada
www150.statcan.gc.ca › n1 › edu › power-pouvoir › ch12 › 5214891-eng.htm
4.5.3 Calculating the variance and standard deviation
Unlike range and interquartile range, variance is a measure of dispersion that takes into account the spread of all data points in a data set. It’s the measure of dispersion the most often used, along with the standard deviation, which is simply the square root of the variance.
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Statlect
statlect.com › fundamentals-of-probability › variance
Variance | Definition based on the expected value
Definition Let be a random variable. Denote the expected value operator by . The variance of is provided the expected values in the formula exist.
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Penn State Statistics
online.stat.psu.edu › stat504 › lesson › variance
Variance | STAT 504
That is, V (X) is the average squared distance between X and its mean. Variance is a measure of dispersion, telling us how “spread out” a distribution is.
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Statistics By Jim
statisticsbyjim.com › home › blog › variance: definition, formulas & calculations
Variance: Definition, Formulas & Calculations - Statistics By Jim
June 9, 2025 - The sample formula below corrects for that bias. ... Xi is the ith data point. ... The calculation process for samples is very similar to the population method. However, you’re working with a sample instead of a population, and you’re dividing by n–1. This denominator counteracts a bias where samples tend to underestimate the population value. Let’s work through an example calculation! Here’s an example of how to calculate the variance using the sample formula.
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Outlier
articles.outlier.org › how-to-calculate-variance
How To Calculate Variance In 4 Simple Steps | Outlier
March 23, 2022 - Your data should be included inside the parentheses, so if you have ten data points in cells A1 through A10; the formula would be =VAR(A1:A10). In Desmos and R, the command for variance is also VAR(). You can type your data right between the parentheses, so if your data consists of the set of numbers {5, 7, 10, 15, 20} you would type VAR(5, 7, 10, 15, 20).
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Ablebits
ablebits.com › ablebits blog › excel › excel formulas › how to calculate variance in excel – sample & population variance formula
How to calculate variance in Excel – sample & population variance formula
May 10, 2023 - The only reason I can deduce that I got 16 manually vice 20, as I did at first, is because I divided by 5 (population variance = n) instead of 4 (sample variance = n-1). So, I assume that this is a key difference to consider when selecting which Excel formula to use with a set.