Question
QUESTION 13
An online stock trading company makes part of their revenue from clients when the clients trade stocks therefore, it is important
to the company to have an good idea of how many trades its clients are making in a given year. In a sample of 120 clients of an
online stock trading company, the average number of trades per year was 82 with a standard deviation of 16 . If you were to test
the hypothesis that the average number of trades per year is different than the previous year when the average number of trades
was 85 (using the
level of significance), what is p-value for this test? (please round your answer to 4 decimal places)
An online stock trading company makes part of their revenue from clients when the clients trade stocks therefore, it is important
to the company to have an good idea of how many trades its clients are making in a given year. In a sample of 120 clients of an
online stock trading company, the average number of trades per year was 82 with a standard deviation of 16 . If you were to test
the hypothesis that the average number of trades per year is different than the previous year when the average number of trades
was 85 (using the
Ask by Coles Wheeler. in the United States
Jan 24,2025
Upstudy AI Solution
Tutor-Verified Answer
Answer
The p-value for the test is 0.0400.
Solution
To determine the p-value for testing whether the average number of trades per year has changed from the previous year, follow these steps:
Given:
- Sample size (n): 120
- Sample mean (
): 82 - Population mean under null hypothesis (
): 85 - Sample standard deviation (s): 16
- Significance level: 5% (two-tailed test)
Steps:
-
Formulate Hypotheses:
- Null Hypothesis (
): - Alternative Hypothesis (
):
- Null Hypothesis (
-
Calculate the Test Statistic (z):
-
Determine the p-value:
- Since this is a two-tailed test, the p-value is
. - Using standard normal distribution tables or a calculator:
- Therefore, the p-value is:
- Since this is a two-tailed test, the p-value is
Conclusion:
The p-value for this test is 0.0400. Since the p-value (0.0400) is less than the significance level (0.05), you would reject the null hypothesis, indicating that there is a statistically significant difference in the average number of trades per year compared to the previous year.
Answer: 0.0400
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Bonus Knowledge
To calculate the p-value for the hypothesis test, you can follow these steps:
-
Hypotheses formulation:
- Null hypothesis (
): (the average number of trades is the same as the previous year) - Alternative hypothesis (
): (the average number of trades is different from the previous year)
- Null hypothesis (
-
Calculate the test statistic using the formula for a t-test:Where:
-
(sample mean) -
(population mean under the null hypothesis) -
(sample standard deviation) -
(sample size)
-
-
Plug in the values:
-
Find the degrees of freedom (df):
-
Calculate the p-value for a two-tailed test using a t-distribution:
You can look up the t value of approximately -2.051 in the t-table for, or you can use a calculator/statistical software. The approximate p-value for for is about 0.0420.
Thus, the p-value for this test is 0.0420 (rounded to four decimal places).