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Tag: t-test

Alternative to the t-test When Data Are Not Normally Distributed

By Kanda Data / Date Feb 09.2026 / Category Statistics

The t-test is one of the most popular methods for comparing the means of two sample groups. In practice, the t-test can be used for two paired sample groups or two independent sample groups. We can perform this difference test using a paired-samples t-test or an independent-samples t-test, depending on the characteristics of the data being analyzed.

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If the Data Is Not Normally Distributed, Can We Still Use the Paired Sample t-Test?

By Kanda Data / Date Jul 23.2025 / Category Comparison Test

In parametric statistical analysis, there are generally several assumptions that must be met to ensure the estimation results are unbiased. One of the key assumptions is that the data must be normally distributed. Now, if my aim is to determine the mean difference between two paired sample groups but the data is not normally distributed, can the paired sample t-test still be used? In this article, I will discuss this further.

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Comparison Test

Differences in the use of paired sample t-test and independent sample t-test

By Kanda Data / Date Jul 18.2023

The t-test is commonly used to test the mean difference between two samples. The t-test can be performed on paired samples as well as independent samples. When should we use the paired sample t-test and when should we use the independent sample t-test?

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Comparison Test

Paired Sample T-test: Definition, Analysis Stage, and Interpreting the Results

By Kanda Data / Date Jan 14.2023

Researchers often use the t-test to analyze differences in two sample groups. The t-test that researchers often use consists of the paired sample t-test and the independent sample t-test.

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Comparison Test

Comparison of Two Sample Dependent (Paired t-test)

By Kanda Data / Date Jan 28.2022

The comparison of two paired samples becomes interesting to discuss this time. This two-sample comparison test is often analyzed using a paired t-test. Many researchers or students who are conducting research choose to use this test.

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Statistics

Difference Among Regression, Correlation, and Comparative Test

By Kanda Data / Date Dec 27.2021

The ability to understand statistical analysis is increasingly important for us. Researchers, practitioners, and students often use statistical analysis to process research results. In economics, agribusiness, and social sciences, we often observe the relationship of variables associated with each other.

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