This repository will explain about paired sample t-test, the test procedure and how to use it using Scipy library of Python.
Paired Sample T-test is s a hypothesis testing conducted to determine whether the mean of the same sample group has a significant difference. The test is commonly used for the following scenarios:
- Measurements of samples before and after treatment – e.g. the max vertical jump of basketball players is measured before and after enrolling in a training program.
- Measurement of samples against two different conditions - e.g. the response time of a patient is measured on two different drugs.
- Determine the hypothesis
Null Hypothesis (H0): μ1 = μ2
Alternate Hypothesis (H1): μ1 ≠ μ2 - Define the significance level α
α = 0.05
- Define the rejection criteria
'Reject H0 if p-value < α' - Perform test statistics
- Draw conclusion