Statistics · real student question

Three groups of seven participants gave sum X = 36, 17 and 13 with sum X^2 = 200, 59 and 35 (Exercise, Comedy, Control). Find Cohen's d comparing the Comedy group with the Control group.

Question

In a study of creative thinking, three groups of n=7n=7 participants produced the summary statistics

ExerciseComedyControl
X\sum X361713
X2\sum X^{2}2005935

Find Cohen's dd comparing the Comedy group with the Control group.

Step-by-step solution

  1. Note which groups are involved. Cohen's dd compares two groups, so the Exercise column plays no part here — its numbers are distractors for this particular question (they matter only for the overall ANOVA).

  2. Compute the two means.

    MComedy=177=2.4286,MControl=137=1.8571M_{\text{Comedy}}=\frac{17}{7}=2.4286,\qquad M_{\text{Control}}=\frac{13}{7}=1.8571

    so the mean difference is 2.42861.8571=0.57142.4286-1.8571=0.5714 (exactly 47\tfrac47).

  3. Compute each group's sum of squares. Using the computational formula SS=X2(X)2nSS=\sum X^{2}-\dfrac{(\sum X)^{2}}{n}:

    SSComedy=592897=5941.2857=17.7143SS_{\text{Comedy}}=59-\frac{289}{7}=59-41.2857=17.7143

    SSControl=351697=3524.1429=10.8571SS_{\text{Control}}=35-\frac{169}{7}=35-24.1429=10.8571

  4. Pool the two variances. With equal group sizes, add the sums of squares and divide by the combined degrees of freedom df=(71)+(71)=12df=(7-1)+(7-1)=12:

    sp2=17.7143+10.857112=28.571412=2.3810s_{p}^{2}=\frac{17.7143+10.8571}{12}=\frac{28.5714}{12}=2.3810

    sp=2.3810=1.5430s_{p}=\sqrt{2.3810}=1.5430

    Note the pooled standard deviation, not the standard error, goes in the denominator — dd measures a difference in raw score units, so it must not shrink as nn grows.

  5. Form Cohen's d.

    d=M1M2sp=0.57141.5430=0.370d=\frac{M_{1}-M_{2}}{s_{p}}=\frac{0.5714}{1.5430}=0.370

    d0.37\boxed{d\approx 0.37}

  6. Interpret against the conventional benchmarks. Cohen's rough guides are 0.200.20 small, 0.500.50 medium and 0.800.80 large, so 0.370.37 is between small and medium: the comedy group scored higher than the control group by about a third of a standard deviation. For comparison, the overall ANOVA on all three groups gives SSbetween=43.14SS_{\text{between}}=43.14 out of SStotal=86.57SS_{\text{total}}=86.57, i.e. η2=0.498\eta^{2}=0.498 — a large overall effect driven mainly by the Exercise group, which is why the Comedy-versus-Control contrast alone is much smaller.

Answer

d=2.42861.85711.54300.37d=\dfrac{2.4286-1.8571}{1.5430}\approx 0.37

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