Question:

The mean and standard deviation of a group of 100 observations were found to be 20 and 3, respectively. Later on it was found that three observations were incorrect, which were recorded as 21, 21 and 18. Find the mean and standard deviation if the incorrect observations are omitted.

Updated On: Oct 24, 2023
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Solution and Explanation

Number of observations (n) = 100

Incorrect mean \((\bar{x})=20\)

Incorrect standard deviation \((σ)=3\)

\(⇒ 20=\frac{1}{100}\sum_{i=1}^{100}=x_i\)

\(⇒\sum_{i=1}^{100}x_i=20×100=2000\)

∴ Incorrect sum of observations = 2000

⇒ Correct sum of observations = 2000-21-21-18 = 2000-60 = 1940

∴ \(Correct\,mean=\frac{Correct\,sum}{100-3}=\frac{1940}{97}=20\)

\(Standard\,\, deviation\,σ=√\frac{1}{n}\sum_{i=1}^nx_i^2-\frac{1}{n^2}(\sum_{i=1}^nx_i)^2=√\frac{1}{n}\sum_{i=1}^2-(\bar{x})^2\)

\(⇒3=√\frac{1}{100}incorrect\,\sum_{i=1}^{n}x_i^2-(20)^2\)

⇒ \(incorrect\,\sum x_i^2=100(9+400)=40900\)

∴  \(Correct\,\sum_{i=1}^{n}x_i^2=incorrect\,\sum_{i=1}^{n}x_i^2-(21)^2-(21)^2-(18)^2\)

\(=40900-441-441-324\)

\(=39694\)

∴  \(Correct \,standard \,deviation=\,√\frac{Correct\,\sum{x_i^2}}{n}-(Correct\,mean)^2\)

\(=√\frac{39694}{97}-(20)^2\)

\(=√409.216-400\)

\(=√9.216\)

\(=3.036\)

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Concepts Used:

Statistics

Statistics is a field of mathematics concerned with the study of data collection, data analysis, data interpretation, data presentation, and data organization. Statistics is mainly used to acquire a better understanding of data and to focus on specific applications. Also, Statistics is the process of gathering, assessing, and summarising data in a mathematical form.

Mathematically there are two approaches for analyzing data in statistics that are widely used:

Descriptive Statistics -

Using measures of central tendency and measures of dispersion, the descriptive technique of statistics is utilized to describe the data collected and summarise the data and its attributes.

Inferential Statistics -

This statistical strategy is utilized to produce conclusions from data. Inferential statistics rely on statistical tests on samples to make inferences, and it does so by discovering variations between the two groups. The p-value is calculated and differentiated to the probability of chance() = 0.05. If the p-value is less than or equivalent to, the p-value is considered statistically significant.