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Answer :
Final answer:
The p-value is calculated by focusing on the area to the left of the observed proportion (80%) in the distribution of simulated proportions, counting all the percentages of people who lose balance that are less than 80% and dividing by the total number of simulations. If the p-value is less than a chosen significance level, we reject the null hypothesis and support the alternative hypothesis.
Explanation:
In this problem, the gymnast is using hypothesis testing with a null hypothesis (H0) that the true proportion (p) of people who will lose their balance while standing on one foot and closing their eyes equals 75%, and an alternative hypothesis (Ha) that p is less than 75%.
Based on her sample of 100 people, 80% of people lose their balance. This becomes her observed or experimental proportion (p'), which is higher than the hypothesized 75%. However, in the simulation that she conducted, she gathered data on how varied the outcomes could be if the null hypothesis were true.
The p-value of the test represents the probability of obtaining results as extreme as the observed data given that the null hypothesis is true. To calculate the p-value, we focus on the area to the left of the observed proportion (80%) in the distribution of simulated proportions, counting all the percentages of people who lose balance that are less than 80%. Summing the proportions associated with these percentages and dividing by the total number of simulations (150) gives us the estimate of the p-value.
Note that if the p-value is less than a chosen significance level (usually 0.05), we will reject the null hypothesis (p = 75% in this case) and conclude that the data provides convincing evidence to support the alternative hypothesis (p < 75%).
Learn more about Hypothesis Testing here:
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