Question:

The mean and variance of 10 observation were calculated as 15 and 15 respectively by a student who took by mistake 25 instead of 15 for one observation. Then, the correct standard deviation is ________.

Updated On: Sep 24, 2024
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Correct Answer: 2

Solution and Explanation

The correct answer is 2
Given,
\(\frac{\sum_{i=1}^{10}x_i}{10}= 15\ \ .....(1)\)
\(⇒\) \(\sum_{i=1}^{10} x_i = 150\)
and \(\frac{\sum_{i=1}^{10} x_{i}^{2}}{10} - 15^2 = 15\)
\(⇒\) \(\sum_{i=1}^{10} x_{2i} = 2400\)
Replacing 25 by 15 we get
\(⇒\) \(\sum_{i=1}^{9} (x_i + 25) = 150\)
\(⇒\)\(\sum_{i=1}^{9} x_i = 125\)
∴ Correct mean
\(\frac{\sum_{i=1}^{9}{x_i + 15}}{10} = \frac{125 + 15}{10}\)
= 14
Similarly,
\(\sum_{i=1}^{2} x_{i}^{2} = 2400 - 25^2\)
= 1775
∴ Correct variance = \(\frac{\sum_{i=1}^{9} x_{i}^{2} + 15^2}{10} - 14^2\)
\(= \frac{1775+225}{10}-14^2\)
= 4
∴ Correct S.D. \(= \sqrt4\)
= 2

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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.