Effect Size Calculator (Cohen's d and Hedges' g)
Cohen's d and Hedges' g from two means and SDs or from a t statistic, with a 95% CI and interpretation.
Cohen's d = (M₁ − M₂) ÷ pooled SD. With means 24.5 and 21.2, SDs 5.1 and 4.8 and 30 per group, pooled SD = 4.95 and d = 3.3 ÷ 4.95 = 0.67, a medium effect; Hedges' g = 0.66.
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How to use it
- Enter each group's mean, SD and n, or a t statistic with the two sample sizes.
- Read Cohen's d, Hedges' g and the 95% confidence interval.
- Report the effect size alongside the p-value.
What you enter
- Means, SDs and sample sizes
- or t and sample sizes
What you get
- Cohen's d
- Hedges' g
- 95% CI for d
- Equivalent r
Formula
d = (M₁ − M₂)/s_p | s_p = √[((n₁−1)s₁² + (n₂−1)s₂²)/(n₁+n₂−2)] | g = d × [1 − 3/(4(n₁+n₂) − 9)]
Worked example
Input: 24.5 ± 5.1 (n = 30) vs 21.2 ± 4.8 (n = 30)
Result: d = 0.67, g = 0.66
A medium effect: the average in group 1 sits at about the 75th percentile of group 2.
Questions
How do you calculate Cohen's d?
Subtract one group mean from the other and divide by the pooled standard deviation, √[((n₁−1)s₁² + (n₂−1)s₂²) ÷ (n₁ + n₂ − 2)].
What is a large effect size?
By Cohen's convention d = 0.2 is small, 0.5 medium and 0.8 large, but what matters in practice depends on the field.
When should I use Hedges' g?
With small samples (under about 20 per group), because d slightly overestimates the population effect. Hedges' g applies a correction and is standard in meta-analysis.
Can I get Cohen's d from a t value?
Yes, for independent groups d = t × √(1/n₁ + 1/n₂).
References
Related reading
- How to Calculate Cohen's d (Formula and Example)
- Effect Size in Statistics: Why It Matters and How to Interpret It
- How to Read Effect Size in Research Papers
- Cohen's d vs hedges' g
- How to Choose Effect Size for Sample Size Calculation
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All free tools · By Dr. Zubair Khalid, DVM, MS, PhD.