In: Statistics and Probability
A scientist is interested in whether the color of rice (white vs. brown) makes birds explode with greater force. Six pigeons were captured in Liberty Park. Each was then force-fed five pounds of rice, and the power of the ensuing explosion was then measured: Explosion Strength Rice in Megatons
White 2 White 2 White 3 Brown 8 Brown 9 Brown 10
Perform the one way ANOVA. What’s the between sum of squares (BSS)?
Let's perform the one-way ANOVA test to check whether there is a difference in the power between the two groups.
Ho: B1 = B2 = 0
Ha: There is a significant difference between the two groups
Let's find the SSbet:
Here, i are the groups, i = 1 and 2
x-bar = Grand mean = 5.67
Group 1 mean = 2.33
Group 2 mean = 9
SSb = 3*(5.67 - 2.33)2 + 3*(5.67 - 9)2
= 66.67
Let's find SSE:
Si is the standard deviation of group i
S1 = 0.577, S2 = 1
SSE = 2*0.5772 + 2*12 = 2.67
The table can be formed as below:
Source | DF | Sum of Square | Mean Square | F Statistic | P-value |
---|---|---|---|---|---|
Groups (between groups) | p - 1 = 2 - 1 = 1 | 66.666673 | 66.666673 | 100.000033 | 0.000562003 |
Error (within groups) | n - p = 6 - 2 = 4 | 2.666666 | 0.666667 | ||
Total | 5 | 69.333339 | 13.866668 |
The F-statistic = 100.00
The p-value at df = 1 and 4 is 0.00056
As the p-value < 0.05, we can reject the null hypothesis. Hence, we conclude that we have enough evidence to say that there is a significant difference in the power of the ensuing explosion between the two groups.