Do rats take more time on average than hamsters to travel through a maze? The table below shows the times in seconds that the rats and hamsters took. Rats: 12, 30, 34, 42, 28, 20, 47, 33, 24, 53 Hamsters: 33, 29, 23, 15, 19, 20, 42, 25 Assume that both populations follow a normal distribution. What can be concluded at the a = 0.01 level of significance level of significance?
Do rats take more time on average than hamsters to travel through a maze? The table below shows the times in seconds that the rats and hamsters took. Rats: 12, 30, 34, 42, 28, 20, 47, 33, 24, 53 Hamsters: 33, 29, 23, 15, 19, 20, 42, 25 Assume that both populations follow a normal distribution. What can be concluded at the a = 0.01 level of significance level of significance?
MATLAB: An Introduction with Applications
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ISBN:9781119256830
Author:Amos Gilat
Publisher:Amos Gilat
Chapter1: Starting With Matlab
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Transcribed Image Text:### Analyzing Maze Completion Times for Rats and Hamsters
**Objective:**
To determine if rats take more time on average than hamsters to travel through a maze.
**Data Set:**
- **Rats' Times (in seconds):** 12, 30, 34, 42, 28, 20, 47, 33, 24, 53
- **Hamsters' Times (in seconds):** 33, 29, 23, 15, 19, 20, 42, 25
Assume both populations follow a normal distribution. Analyze the data using a significance level, \(\alpha = 0.01\).
**Steps for Analysis:**
1. **Select the Test**
Choose the appropriate statistical test to compare the means of two independent samples.
2. **Formulate Hypotheses:**
- **Null Hypothesis (\(H_0\)):** No difference in the mean times between rats and hamsters.
- **Alternative Hypothesis (\(H_1\)):** Rats take more time on average than hamsters.
3. **Calculate the Test Statistic (\(t\)):**
Compute the test statistic with precision up to three decimal places.
4. **Determine the P-value**
Calculate the p-value, providing the result up to four decimal places.
5. **Compare P-value to \(\alpha\):**
- Determine whether the p-value is less than or equal to \(\alpha\).
6. **Draw Conclusions:**
- If the test results are statistically significant (\(p \leq \alpha\)), conclude there is sufficient evidence that rats take more time.
- If not, conclude there is insufficient evidence.
**Final Conclusion Options:**
- The results indicate a significant difference at \(\alpha = 0.01\), allowing us to infer that rats take more time than hamsters.
- The results are statistically insignificant, providing evidence that the times are equal.
- The results are insignificant, indicating insufficient evidence for a difference in time.
Complete the calculations and select the correct options based on your analysis results.
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