In: Statistics and Probability
Researchers have looked for a possible relationship between marijuana smoking and a deficit in performance on a task that measures short-term memory. The memory test utilized in the research was the digit-span task from the Wechsler Adult Intelligence Scale (WAIS). Two groups of ten subjects were tested on the memory task. One group claimed to have never smoked marijuana and the other group claimed to smoke marijuana regularly. The following data is the participant’s scores on the memory task:
Non-Smokers
Smokers
18
16
22
20
21
14
17
21
20
20
17
18
23
13
20
15
22
17
21
21
Let us assume that the observations are independent and are drawn from a Normal population. Let us denote by subscript 1 as Non smokers and 2 by smokers. Since it is claimed that marijuana smoking result in deficit performance in short term memory, we shall use a one sided hypothesis.
The null hypothesis:
(Marijuana smoking reduces short term memory)
Level of significance :
First let us calculate the mean and Sd of the data by constructing a table of squares:
Non smokers | Smokers | x1^2 | x2^2 | |
18 | 16 | 324 | 256 | |
22 | 20 | 484 | 400 | |
21 | 14 | 441 | 196 | |
17 | 21 | 289 | 441 | |
20 | 20 | 400 | 400 | |
17 | 18 | 289 | 324 | |
23 | 13 | 529 | 169 | |
20 | 15 | 400 | 225 | |
22 | 17 | 484 | 289 | |
21 | 21 | 441 | 441 | |
Total | 201 | 175 | 4081 | 3141 |
The test statistic: We shall be applying a two sample independent t-test for the data.
will follow a t-distribution with 10+10-2=18 df.
where is the pooled variance of the data.
The critical region of the test is
Since, the calculated value of t falls in the region of rejection, we reject the null hypothesis.The p-value is p=0.0183.
Hence, we conclude that there is enough evidence to claim that Marijuana smoking results in deficit of short term memory loss.
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t-Test: Two-Sample Assuming Equal Variances | ||
Non smokers | Smokers | |
Mean | 20.1 | 17.5 |
Variance | 4.544444444 | 8.722222 |
Observations | 10 | 10 |
Pooled Variance | 6.633333333 | |
Hypothesized Mean Difference | 0 | |
df | 18 | |
t Stat | 2.257316413 | |
P(T<=t) one-tail | 0.018326128 | |
t Critical one-tail | 1.734063607 | |
P(T<=t) two-tail | 0.036652256 | |
t Critical two-tail | 2.10092204 |