Variance, Standard Deviation, Coefficient of Variation

  Рет қаралды 304,661

365 Data Science

365 Data Science

Күн бұрын

👉Sign up for Our Complete Data Science Training with 57% OFF: bit.ly/3sJATc9
👉 Download Our Free Data Science Career Guide: bit.ly/47Eh6d5
The coefficient of variation, variance, and standard deviation are the most widely used measures of variability. We'll discuss each of these in turn, finishing off with the coefficient of variation.
Download the working files used in the tutorial: www.dropbox.co...
Variance measures the dispersion of a set of data points around their mean value. Population variance, denoted by sigma squared, is equal to the sum of squared differences between the observed values and the population mean, divided by the total number of observations.
Sample variance, on the other hand, is denoted by s squared and is equal to the sum of squared differences between observed sample values and the sample mean, divided by the number of sample observations minus 1.
While variance is a common measure of data dispersion, in most cases the figure you will obtain is pretty large and hard to compare as the unit of measurement is squared. The easy fix is to calculate its square root and obtain a statistic known as standard deviation. In most analyses you perform, standard deviation will be much more meaningful than variance.
Alright. The other measure we still have to introduce is the coefficient of variation. It is equal to the standard deviation, divided by the mean. Another name for the term is relative standard deviation. This is an easy way to remember its formula - it is simply the standard deviation relative to the mean. As you probably guessed, there is a population and sample formula once again.
► Consider hitting the SUBSCRIBE button if you LIKE the content: www.youtube.co...
► VISIT our website: bit.ly/365ds
🤝 Connect with us LinkedIn: / 365datascience
365 Data Science is an online educational career website that offers the incredible opportunity to find your way into the data science world no matter your previous knowledge and experience. We have prepared numerous courses that suit the needs of aspiring BI analysts, Data analysts and Data scientists.
We at 365 Data Science are committed educators who believe that curiosity should not be hindered by inability to access good learning resources. This is why we focus all our efforts on creating high-quality educational content which anyone can access online.
Check out our Data Science Career guides: • How to Become a... (Da...
#Coefficient #Variation #Statistics

Пікірлер: 160
Population vs Sample
3:54
365 Data Science
Рет қаралды 494 М.
Measures of Variability (Range, Standard Deviation, Variance)
9:30
Daniel Storage
Рет қаралды 368 М.
New Colour Match Puzzle Challenge With Squid Game 2 - Incredibox Sprunki
00:30
Bungee Jumping With Rope In Beautiful Place:Asmr Bungee Jumping
00:14
Bungee Jumping Park Official
Рет қаралды 17 МЛН
Minecraft: Who made MINGLE the best? 🤔 #Shorts
00:34
Twi Shorts
Рет қаралды 46 МЛН
Variance and Standard Deviation: Why divide by n-1?
13:47
zedstatistics
Рет қаралды 283 М.
Statistics Tutorials: Mean, median and mode
4:24
365 Data Science
Рет қаралды 13 М.
What is the Coefficient Of Variation?? (+ examples!)
7:04
zedstatistics
Рет қаралды 163 М.
Standard Deviation and Coefficient of Variation
11:27
The Organic Chemistry Tutor
Рет қаралды 160 М.
In Statistics, Probability is not Likelihood.
5:01
StatQuest with Josh Starmer
Рет қаралды 1,3 МЛН
Standard Deviation and Variance
5:50
DATAtab
Рет қаралды 108 М.
But what is the Central Limit Theorem?
31:15
3Blue1Brown
Рет қаралды 3,7 МЛН
Standard deviation (simply explained)
7:49
DATAtab
Рет қаралды 1 МЛН
New Colour Match Puzzle Challenge With Squid Game 2 - Incredibox Sprunki
00:30