The mean and standard deviation (s.d.) of runs scored by three batsmen A, B and C in 9 consecutive matches are given below,Batsman Mean s.d. A 40 4 B 64 8 C 72 12
Considering coefficient of variations as the measure of consistency, which of the following is correct:
A is the most consistent
When we want to compare the consistency of different batsmen, especially when their average scores are different, using just the standard deviation can be misleading. A batsman with a higher average might naturally have a higher standard deviation of scores just because the numbers are larger. The coefficient of variation (CV) is a better measure for comparison in such cases because it is a relative measure of variability. It expresses the standard deviation as a percentage of the mean.
The formula for the coefficient of variation is:
\( \text{CV} = \left( \frac{\text{Standard Deviation}}{\text{Mean}} \right) \times 100\% \)
A lower coefficient of variation indicates less variability relative to the mean, meaning the performance is more consistent. A higher coefficient of variation indicates greater variability, meaning the performance is less consistent.
Let's calculate the coefficient of variation for each batsman A, B, and C using the given mean and standard deviation of their runs scored over 9 consecutive matches.
CV for Batsman A:
\( \text{CV}_A = \left( \frac{s_A}{\bar{x}_A} \right) \times 100\% = \left( \frac{4}{40} \right) \times 100\% \)
\( \text{CV}_A = (0.1) \times 100\% = 10\% \)
CV for Batsman B:
\( \text{CV}_B = \left( \frac{s_B}{\bar{x}_B} \right) \times 100\% = \left( \frac{8}{64} \right) \times 100\% \)
\( \text{CV}_B = (0.125) \times 100\% = 12.5\% \)
CV for Batsman C:
\( \text{CV}_C = \left( \frac{s_C}{\bar{x}_C} \right) \times 100\% = \left( \frac{12}{72} \right) \times 100\% \)
\( \text{CV}_C = \left( \frac{1}{6} \right) \times 100\% \approx 0.1667 \times 100\% \approx 16.67\% \)
Let's put the calculated CV values in a table:
| Batsman | Mean | Standard Deviation | Coefficient of Variation (CV) |
|---|---|---|---|
| A | 40 | 4 | 10% |
| B | 64 | 8 | 12.5% |
| C | 72 | 12 | \(\approx\) 16.67% |
To determine the most consistent batsman using the coefficient of variation, we look for the lowest CV value.
Comparing these values, we see that 10% is the lowest value among 10%, 12.5%, and 16.67%. This means Batsman A has the lowest coefficient of variation.
Since the coefficient of variation is a measure of relative variability, and a lower value indicates higher consistency, Batsman A is the most consistent among the three.
Let's examine each given option based on our calculations:
Based on the analysis, the correct statement is that A is the most consistent.
| Batsman | Mean Runs | Standard Deviation (s.d.) | Coefficient of Variation (CV) | Consistency Ranking (Lower CV = More Consistent) |
|---|---|---|---|---|
| A | 40 | 4 | 10% | 1st (Most Consistent) |
| B | 64 | 8 | 12.5% | 2nd |
| C | 72 | 12 | \(\approx\) 16.67% | 3rd (Least Consistent) |
Standard deviation and coefficient of variation are both measures of variability or dispersion, but they provide different types of information.
In the context of comparing batsmen's consistency, where their average scores (means) are different, the coefficient of variation is the appropriate tool as specified in the question, providing a standardized way to assess which batsman's performance is less variable relative to their average score.
Which one is parameter from population?
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