Question:

The mean and standard deviation of 20 observations are found to be 10 and 2, respectively. On rechecking, it was found that an observation 8 was incorrect. Calculate the correct mean and standard deviation in each of the following cases:

(i) If wrong item is omitted.

(ii) If it is replaced by 12.

Updated On: Oct 24, 2023
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Solution and Explanation

(i) Number of observations (n) = 20 

Incorrect mean = 10

Incorrect standard deviation = 2

\(\bar{x}=\frac{1}{n}\sum_{i=1}^{20}x_i\)

\(10=\frac{1}{20}\sum_{i=1}^{20}x_i\)

⇒ \(\sum_{i=1}^{20}x_i=200\)

That is, incorrect sum of observations = 200

Correct sum of observations = 200-8 = 192

∴ \(Correct\,mean=\frac{Correct\,sum}{19}=\frac{192}{19}=10.1\)

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

\(⇒2=√\frac{1}{20}incorrect\,\sum_{i=1}^{n}x_i^2-(10)^2\)

\(⇒4=\frac{1}{20}\,incorrect\,\sum_{i=1}^{n}x_i^2-100\)

⇒ \(incorrect\,\sum_{i=1}^{n}x_i^2=2080\)

∴ \(Correct\,\sum_{i=1}^{n}x_i^2=incorrect\,\sum_{i=1}^{n}x_i^2-(8)^2\)

\(=2080-64\)

\(=2016\)

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

\(=√\frac{2016}{19}-(10.1)^2\)

\(=√106.1-102.01\)

\(=√4.09\)

=2.02

(ii) When 8 is replaced by 12, 

incorrect sum of observations = 2

∴ Correct sum of observations = 200-8+12 = 204

∴ \(Correct\,mean=\frac{Correct\,sum}{20}=\frac{204}{20}=10.2\)

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

\(⇒2=√\frac{1}{20}incorrect\,\sum_{i=1}^{n}x_i^2-(10)^2\)

\(⇒4=\frac{1}{20}\,incorrect\,\sum_{i=1}^{n}x_i^2-100\)

⇒ \(incorrect\,\sum_{i=1}^{n}x_i^2=2080\)

∴ \(Correct\,\sum_{i=1}^{n}x_i^2=incorrect\,\sum_{i=1}^{n}x_i^2-(8)^2+(12)^2\)

\(2080-64+144\)

\(=2160\)

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

\(=√\frac{2016}{20}-(10.2)^2\)

\(=√108-104.04\)

\(=√3.96\)

\(1.98\)

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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.