In: Math
In the Northern Hemisphere, dolphins routinely swim in
counterclockwise patterns while sleeping. The table below is the
number of minutes spent swimming in a counterclockwise pattern for
8 Northern dolphins over a period of two hours.
77.7 84.8 79.4 84.0 99.6 93.6 89.4 97.2
a. Calculate the true 95% confidence interval for the average
amount of time that a Northern dolphins spends swimming in a
counterclockwise pattern in a two hour period.
Researchers wanted to see if Southern hemisphere dolphins spent the
same or a different amount of time swimming in a clockwise pattern
while sleeping. The number of minutes spent swimming in a
counterclockwise pattern in a two hour time period for 11 Southern
dolphins is below.
63.4 58.6 73.9 68.8 83.2 71.5 96.4 68.3 76.4 81.4 75
Determine if the two populations are the same or different from
each other using the two sample t-test.
b. Clearly state your null and alternate hypothesis.
c. Show your calculations to calculate the t-statistic
d. Do you reject, or fail to reject, your null hypothesis? Why?
a. Calculate the true 95% confidence interval for the average amount of time that a Northern dolphins spends swimming in a counterclockwise pattern in a two hour period.
The population Std deviation is unknown hence we will use t-distribution
(1 - ) confidence interval for population mean when population Std deviation is unknown is calculated as follows
Where
n = 8
Critical value = 2.3646 using t-dist tables or excel function 'tinv(0.05,7)' or also online
The stats are calculated as follows
Sr. | North | ||
1 | 77.7 | -10.5125 | 110.5127 |
2 | 84.8 | -3.4125 | 11.64516 |
3 | 79.4 | -8.8125 | 77.66016 |
4 | 84 | -4.2125 | 17.74516 |
5 | 99.6 | 11.3875 | 129.6752 |
6 | 93.6 | 5.3875 | 29.02516 |
7 | 89.4 | 1.1875 | 1.410156 |
8 | 97.2 | 8.9875 | 80.77516 |
Total | 705.7 | 0 | 458.4488 |
Substituting in our interval equation
=
Determine if the two populations are the same or different
from each other using the two sample t-test.
To check for difference of means we have to conduct a hypothesis
test for difference of population means. Since we don't have the
population standard deviation we will again use the t-dist. Also
since there are tow separate sets of samples, we can say that it
independent t-test. We are checking for the difference
(irrespective if one is greater than the other) hence it is a
2-tailed test.
b. Clearly state your null and alternate
hypothesis.
( Northern and Southern hemisphere dolphins spent the same amount
of time swimming in a clockwise pattern while
sleeping.)
VS
( Northern and Southern hemisphere dolphins spent different amount of time swimming in a clockwise pattern while sleeping.)
c. Show your calculations to calculate the
t-statistic
Test Statistic :
Sr. | South | ||
1 | 63.4 | -10.8636 | 118.0186 |
2 | 58.6 | -15.6636 | 245.3495 |
3 | 73.9 | -0.36364 | 0.132231 |
4 | 68.8 | -5.46364 | 29.85132 |
5 | 83.2 | 8.936364 | 79.8586 |
6 | 71.5 | -2.76364 | 7.637686 |
7 | 96.4 | 22.13636 | 490.0186 |
8 | 68.3 | -5.96364 | 35.56496 |
9 | 76.4 | 2.136364 | 4.56405 |
10 | 81.4 | 7.136364 | 50.92769 |
11 | 75 | 0.736364 | 0.542231 |
Total | 816.9 | 0 | 1062.465 |
The statistics
Statistics | North (n) | South (s) |
n | 8 | 11 |
88.2125 | 74.263 | |
8.09276 | 10.3076 |
Pooled variance=
=
= 89.4655
=
=
d. Do you reject, or fail to reject, your null hypothesis?
Why?
The critical value at
= 2.1098
Since test stat > Critical value (3.1738 > 2.1098)
Decision: We reject the null hypothesis at 5% level of significance and conclude that Northern and Southern hemisphere dolphins spent significantly different amount of time swimming in a clockwise pattern while sleeping.