Question

In: Statistics and Probability

We would like to test H_0: μ x ≥ μ y in a paired setting. The...

We would like to test H_0: μ x ≥ μ y in a paired setting. The sample data shows the sample mean of X is larger than the sample mean of Y. And the sample covariance satisfies s_xy >0. Comparing the unpaired two-sample test vs the paired two-sample test, which test shall yield a smaller p-value?

The paired test

Same p-value

Cannot be determined

The unpaired test

Solutions

Expert Solution

Sol:

took

X Y
12 5
20 6
24 7
35 8

use data >data analysis>regression

you will get

t-Test: Paired Two Sample for Means
X Y
Mean 22.75 6.5
Variance 91.58333 1.666666667
Observations 4 4
Pearson Correlation 0.98478
Hypothesized Mean Difference 0
df 3
t Stat 3.914905
P(T<=t) one-tail 0.014813
t Critical one-tail 2.353363
P(T<=t) two-tail 0.029625
t Critical two-tail 3.182446

p=0.014813(for paired)

t-Test: Two-Sample Assuming Unequal Variances
X Y
Mean 22.75 6.5
Variance 91.58333 1.666667
Observations 4 4
Hypothesized Mean Difference 0
df 3
t Stat 3.365572
P(T<=t) one-tail 0.021777
t Critical one-tail 2.353363
P(T<=t) two-tail 0.043553
t Critical two-tail 3.182446

p=0.021777(for independent t test)

From this example

The paired test yields less p value of 0.0148 compared to 0.021777 for The unpaired test (p value is 0.021777)

ANSWER:

The paired test


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