A recent study1 investigates the effectiveness of different types of face coverings in restricting the distance of respiratory droplets caused by coughing. Using a series of simulated coughs through a mannequin, the researchers gathered the following data:
means of droplet distance (inches) |
sample variances of droplet distance (inches) |
sample size |
|
Uncovered |
96 |
900 |
5 |
Bandana |
43 |
400 |
5 |
Folded Hankerchief |
15 |
100 |
5 |
Stitched Mask |
2.5 |
5 |
5 |
Overall |
39.125 |
Using ANOVA, setup and evaluate a hypothesis test where the null hypothesis is that the population mean of droplet distance is the same regardless of face covering at ? = 0.01. (24 points)
The hypothesis being tested is:
H0: µ1 = µ2 = µ3 = µ4
Ha: At least one means is not equal
x | s² | n | n*(x - xgrand)² | (n - 1)*s² | |
Uncovered | 96 | 900 | 5 | 16173.83 | 3600 |
Bandana | 43 | 400 | 5 | 75.07813 | 1600 |
Folded Hankerchief | 15 | 100 | 5 | 2910.078 | 400 |
Stitched Mask | 2.5 | 5 | 5 | 6706.953 | 20 |
xgrand | 39.125 | SSB | SSE | ||
25865.94 | 5620 | ||||
Source | SS | df | MS | F | p-value |
Between | 25865.94 | 3 | 8621.979 | 24.54656 | 0.0000 |
Error | 5620 | 16 | 351.25 | ||
Total | 31485.94 | 19 |
The p-value is 0.0000.
Since the p-value (0.0000) is less than the significance level (0.01), we can reject the null hypothesis.
Therefore, we cannot conclude that the population mean of droplet distance is the same regardless of face covering.
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