In: Statistics and Probability
Does the lifespan of a shark depend on the species of shark? It
is known that the lifespan depends on whether the shark is begin
held in captivity or in the wild. For consistency, a researcher
used GPS to track several sharks in the wild from four different
species. Using the data provided , perform the appropriate test to
determine if there is evidence that the average lifespan is
different for at least one species of shark. Be sure to include all
the necessary steps.
* * the commas separate the numbers between each shark. if there
is a ,, that means to skip to the third shark.
Subject: Tiger Shark, Great White, Blue Shark, Hammerhead
1: 26, 31, 9, 23
2: 22,32, 12, 24
3: 31, 21, 20, 31
4: 24, 32, 21, 29
5: 36, 21, 16, 28
6: 29, 28, 19, 32
7: 30, 27, 11, 25
8: 26, 30, 21,
9: 27, , 16,
10: 23, ,22,
11: 29
12: 26
Would answer this using one way ANOVA
Here is the data:
Subject | Tiger Shark | Great White | Blue Shark | Hammerhead |
1 | 26 | 31 | 9 | 23 |
2 | 22 | 32 | 12 | 24 |
3 | 31 | 21 | 20 | 31 |
4 | 24 | 32 | 21 | 29 |
5 | 36 | 21 | 16 | 28 |
6 | 29 | 28 | 19 | 32 |
7 | 30 | 27 | 11 | 25 |
8 | 26 | 30 | 21 | |
9 | 27 | 16 | ||
10 | 23 | 22 | ||
11 | 29 | |||
12 | 26 |
The following table is obtained:
Group 1 | Group 2 | Group 3 | Group 4 | |
26 | 31 | 9 | 23 | |
22 | 32 | 12 | 24 | |
31 | 21 | 20 | 31 | |
24 | 32 | 21 | 29 | |
36 | 21 | 16 | 28 | |
29 | 28 | 19 | 32 | |
30 | 27 | 11 | 25 | |
26 | 30 | 21 | ||
27 | 16 | |||
23 | 22 | |||
29 | ||||
26 | ||||
Sum = | 329 | 222 | 167 | 192 |
Average = | 27.417 | 27.75 | 16.7 | 27.429 |
\sum_i X_{ij}^2 =∑iXij2= | 9185 | 6304 | 2985 | 5340 |
St. Dev. = | 3.872 | 4.528 | 4.668 | 3.505 |
SS = | 164.91666666667 | 143.5 | 196.1 | 73.714285714285 |
n = | 12 | 8 | 10 | 7 |
(1) Null and Alternative Hypotheses
The following null and alternative hypotheses need to be tested:
Ho: μ1 = μ2 = μ3 = μ4
Ha: Not all means are equal
The above hypotheses will be tested using an F-ratio for a One-Way ANOVA.
(2) Rejection Region
Based on the information provided, the significance level is α=0.05, and the degrees of freedom are df1=3 and df2=3, therefore, the rejection region for this F-test is R={F:F>Fc=2.892}.
(3) Test Statistics
(4) Decision about the null hypothesis
Since it is observed that F=16.259>Fc=2.892, it is then concluded that the null hypothesis is rejected.
Using the P-value approach: The p-value is p=0, and since p=0<0.05, it is concluded that the null hypothesis is rejected.
(5) Conclusion
It is concluded that the null hypothesis Ho is rejected. Therefore, there is enough evidence to claim that not all 4 population means are equal, at the α=0.05 significance level.
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