In: Statistics and Probability
To investigate the fluid mechanics of swimming, twenty swimmers each swam a specified distance in a water-filled pool and in a pool where the water was thickened with food grade guar gum to create a syrup-like consistency. Velocity, in meters per second, was recorded and the results are given in a table below. The researchers concluded that swimming in guar syrup does not change swimming speed. (Use a statistical computer package to calculate the P-value. Use μd = μwater − μguar syrup. Round your test statistic to two decimal places and the P-value to three decimal places.)
Swimmer | Velocity (m/s) | |
Water | Guar Syrup | |
1 | 1.05 | 1.00 |
2 | 1.86 | 1.01 |
3 | 1.20 | 1.00 |
4 | 1.98 | 1.66 |
5 | 1.38 | 1.72 |
6 | 1.83 | 1.19 |
7 | 1.08 | 1.64 |
8 | 1.28 | 1.82 |
9 | 1.11 | 1.10 |
10 | 1.04 | 0.90 |
11 | 1.47 | 1.61 |
12 | 1.50 | 1.98 |
13 | 0.94 | 1.52 |
14 | 1.50 | 1.35 |
15 | 1.25 | 1.80 |
16 | 1.47 | 1.48 |
17 | 1.07 | 1.85 |
18 | 1.47 | 1.07 |
19 | 1.76 | 1.32 |
20 | 1.72 | 0.95 |
t | = |
df | = |
P | = |
Is there sufficient evidence to suggest that there is any
difference in swimming time between swimming in guar syrup and
swimming in water? Carry out a hypothesis test using α =
0.01 significance level.
YesNo
(a)
From the given data, the following Table is calculated:
Swimmer | Velocity (m/s) | |
Water | Guar Syrup d = Water - Guar Syrup | |
1 | 1.05 | 1.00 0.05 |
2 | 1.86 | 1.01 0.85 |
3 | 1.20 | 1.00 0.20 |
4 | 1.98 | 1.66 0.32 |
5 | 1.38 | 1.72 - 0.34 |
6 | 1.83 | 1.19 0.64 |
7 | 1.08 | 1.64 - 0.56 |
8 | 1.28 | 1.82 - 0.54 |
9 | 1.11 | 1.10 0.01 |
10 | 1.04 | 0.90 0.14 |
11 | 1.47 | 1.61 - 0.14 |
12 | 1.50 | 1.98 - 0.48 |
13 | 0.94 | 1.52 - 0.58 |
14 | 1.50 | 1.35 0.15 |
15 | 1.25 | 1.80 - 0.55 |
16 | 1.47 | 1.48 - 0.01 |
17 | 1.07 | 1.85 - 0.78 |
18 | 1.47 | 1.07 0.40 |
19 | 1.76 | 1.32 0.44 |
20 | 1.72 | 0.95 0.77 |
From the d values, the following statistics are calculated: |
|
n = 20
= - 0.0005
sd = 0.4858
SE = sd/
= 0.4858/
= 0.1086
Test Statistic is given by:
t = - 0.0005/0.1086
= - 0.0046
df = 20 - 1 = 19
By Technology, p value = 0.9964
So,
Answer is:
t | = | 0.0046 |
df | = | 19 |
p | = | 0.9964 |
(b)
Correct option:
No
Explanation:
Since p - value = 0.9964 is greater than
= 0.01, the difference is not significant. Fail to reject null
hypothesis.
Conclusion:
There is no sufficient evidence to suggest that there is any difference in swimming time between swimming in guar syrup and swimming in water.