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Effect Size Calculator

The journal wants effect sizes, but the paper only reports means and SDs, or a t or F value? Choose what you have and get Cohen's d, Hedges' g, r and η² with size labels.

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Group 1
Group 2
Cohen's d
0.333
small
Hedges' g
0.329
small
r
0.164
small
η²
0.027
small
Cohen's f
0.167

Conversions follow Cohen (1988) and Borenstein et al. (2009): r = d / √(d² + 4) assumes equal group sizes; odds ratio to d uses ln(OR)·√3/π. Size labels are Cohen’s rough benchmarks (d 0.2/0.5/0.8, r 0.1/0.3/0.5, η² 0.01/0.06/0.14) — judge importance in context.

How to use

  1. Under Calculate from, choose what you know — means and SDs, t, F, r or an odds ratio.
  2. Enter the values.
  3. Read the effect sizes and size labels.

Options explained

Cohen's d and Hedges' g
d = mean difference ÷ pooled SD; g corrects d for small samples and is common in meta-analysis.
Conversions
r = d / √(d² + 4) for equal groups; η² = F·df₁ / (F·df₁ + df₂); odds ratio to d uses ln(OR)·√3/π.

Worked example

Two groups of 30, with means 24 and 20 and both SDs equal to 5. The pooled SD is 5, so:

Measure Value Label
Cohen’s d 0.80 Large
Hedges’ g 0.79 Large
r 0.37 Medium
η² 0.138 Medium
pooled SD = √(((n₁−1)s₁² + (n₂−1)s₂²) ÷ (n₁+n₂−2))
g = d × (1 − 3 ÷ (4(n₁+n₂) − 9))      = 0.8 × (1 − 3/231)

The same result can get a different label under d, r and η² because each has its own benchmark scale, so they are not interchangeable. The labels use Cohen’s (1988) cut-offs:

Label d r η²
Small 0.2 0.1 0.01
Medium 0.5 0.3 0.06
Large 0.8 0.5 0.14

An F value converts to d only when it compares two groups (df₁ = 1).

Frequently asked questions

What is a large effect?

Cohen's rough benchmarks are d 0.2 small, 0.5 medium, 0.8 large; r 0.1/0.3/0.5; η² 0.01/0.06/0.14. Context matters.

How is d calculated for paired samples?

As dz = t / √n, the mean difference divided by the SD of the differences. It isn't directly comparable with an independent-samples d.

Is my data uploaded?

No. Calculations run in your browser.

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