Math Problem Statement
The following data represent the results from an independent-measures study comparing two treatment conditions.
Treatment One Treatment Two 4.5 5.7 3.5 4 4.2 5.1 4.8 4.4 4.2 2.6 4.3 3
Conduct ANOVA with for this data and calculate the -ratio and -value. Round your answer to three decimal places. Assume all population and ANOVA requirements are met.
F-ratio: 0.051 Correct
Solution
To conduct an ANOVA and calculate the F-ratio for the given data from an independent-measures study comparing two treatment conditions, we need to follow these steps:
Data
- Treatment One: 4.5, 3.5, 4.2, 4.8, 4.2, 4.3
- Treatment Two: 5.7, 4, 5.1, 4.4, 2.6, 3
Step 1: Calculate the Means
Calculate the mean of each treatment group.
Step 2: Calculate the Variance within Treatments (SSW)
Calculate the sum of squares within each treatment group.
Step 3: Calculate the Variance between Treatments (SSB)
Calculate the sum of squares between treatments.
where is the grand mean.
Step 4: Calculate the Mean Squares (MS)
Step 5: Calculate the F-ratio
Step 6: Calculate the p-value
The p-value is determined by the F-distribution with degrees of freedom and .
Let's perform these calculations now.The calculated F-ratio for the given data is approximately 0.051, and the p-value is approximately 0.826.
These results suggest that there is no statistically significant difference between the two treatment conditions, given the high p-value (which is well above the common significance level of 0.05).
If you need further details or have any questions, feel free to ask!
Here are 5 related questions you might consider:
- What is the interpretation of a high p-value in the context of ANOVA?
- How does the F-ratio relate to the variation within and between groups?
- What assumptions must be met to perform a valid ANOVA?
- How would you interpret the results if the p-value were below 0.05?
- What are post-hoc tests, and when are they used after ANOVA?
Tip: Always check the assumptions of normality and homogeneity of variances before conducting an ANOVA to ensure the validity of your results.
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Math Problem Analysis
Mathematical Concepts
Analysis of Variance (ANOVA)
F-ratio
P-value
Sum of Squares
Mean Squares
Formulas
F-ratio formula: F = MSB / MSW
P-value calculation using F-distribution
Theorems
-
Suitable Grade Level
Advanced Undergraduate
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