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Question 18
In a particular year, the height of a male athlete at the Summer Olympics has a mean 1.78 metres and standard deviation 0.23 metres. The heights of 95% of male athl... show full transcript
Step 1
Answer
A normal distribution may be suitable to model the height of male athletes at the Summer Olympics as heights are continuous data and about 95% of heights fall within two standard deviations of the mean. Specifically, the mean height is 1.78 metres and the standard deviation is 0.23 metres. Thus, most heights should lie within the range of approximately 1.32 metres to 2.24 metres, which is consistent with a normal distribution.
Step 2
Answer
To find this probability, we first convert the height to a z-score using the formula:
where , , and .
Calculating the z-score:
Using standard normal distribution tables, we find that the probability corresponding to this z-score is approximately 0.4320. Thus, the probability that the height is exactly 1.82 metres is the density function value, which can be calculated with:
.
Step 3
Answer
To calculate this probability, we find the z-scores for both heights.
For :
For :
Using the standard normal distribution table, we find:
Thus, the probability that the height is between 1.70 and 1.90 metres is:
.
Step 4
Answer
Using the results from part (b)(ii), we found the probability that a randomly selected athlete's height is between 1.70 and 1.90 metres is approximately 0.3312. For two independent events (the heights of two athletes), we multiply the probabilities:
.
Step 5
Step 6
Answer
From part (c), we determined that the mean height for male athletes at the Winter Olympics is 1.73 metres, compared to the mean height of 1.78 metres at the Summer Olympics. Hence, on average, male athletes at the Summer Olympics are taller than those at the Winter Olympics. Additionally, the standard deviation at the Summer Olympics is 0.23, suggesting that the heights there are more consistent compared to the Winter Olympics, which have a standard deviation of approximately 0.265.
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