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Updated: Feb 7, 2026

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Perspectives on Neuroscience
Published on: July 31, 2007
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The New Statistics for Neuroscience Majors: Thinking in Effect Sizes
1Psychology Department, Dominican University, River Forest, IL 60305.
Summary
This tutorial explains effect sizes, which quantify research questions and should include confidence intervals. Understanding effect sizes improves data analysis, research planning, and meta-analytic thinking for practical significance.
Area of Science:
- Statistics
- Research Methodology
Background:
- Statistical reform emphasizes reporting and interpreting effect sizes.
- Effect sizes provide a quantitative answer to research questions.
Purpose of the Study:
- To provide a tutorial on effect sizes and guide educators in teaching students to use them.
- To explain the benefits of reporting and interpreting effect sizes in research.
Main Methods:
- Explanation of effect sizes as quantitative answers.
- Discussion of accompanying confidence intervals for uncertainty.
- Comparison of raw score and standardized effect size measures.
Main Results:
- Effect sizes enhance focus on practical significance and remaining uncertainty.
- Use of effect sizes aids in planning future experiments and meta-analytic thinking.
Conclusions:
- Effect sizes are crucial for clear interpretation of research findings.
- Educators can foster effect size thinking through visualization and library-building exercises.
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