Data Analysis: Simple Statistical Tests - North Carolina Institute for 2025

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Here are five of the most common statistical analyses used in modern research, what they are, and when they are used: Descriptives. T-test. ANOVA. Repeated measures. Regression.
Descriptive statistics is the simplest form of statistical analysis, using numbers to describe the qualities of a data set. It helps reduce large data sets into simple and more compact forms for easy interpretation.
The easiest example is the one sample t-test: it allows us to test a dataset (more specifically, its mean value) versus a specified value.
You can calculate the mean, or average, by finding the sum of a list of numbers and then dividing the answer by the number of items in the list. It is the simplest form of statistical analysis, allowing the user to determine the central point of a data set.
1. Standard ttest The most basic type of statistical test, for use when you are comparing the means from exactly TWO Groups, such as the Control Group versus the Experimental Group.
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Table of contents Step 1: Write your hypotheses and plan your research design. Step 2: Collect data from a sample. Step 3: Summarize your data with descriptive statistics. Step 4: Test hypotheses or make estimates with inferential statistics. Step 5: Interpret your results. Other interesting articles.

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