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PSY 307 – Statistics for the Behavioral Sciences Chapter 16 – One-Way ANOVA (Cont.)
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Sleep Deprivation Example Research Problem: On average, are subjects’ aggression scores in a controlled social situation affected by sleep deprivation periods of 0, 24, or 48 hours? State the hypotheses: H 0 : 0 = 24 = 48 H 1 : H 0 is false
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Format for Data Entry 1 0.00.0 2 0.04.0 3 0.02.0 4 24.03.0 5 24.06.0 6 24.06.0 7 48.06.0 8 48.08.0 9 48.010.0
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Example (Cont.) Decision Rule: Reject H 0 at.05 level of significance if F ≥ 5.14 (from F table), given df between = 2 and df within = 6. Calculations: Use formulas to calculate F(2,6) = 7.36 Decision: Reject H 0 at the.05 level of significance because 7.36 exceeds 5.14
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SPSS Results (Example)
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Example (Cont.) Interpretation of Results: Hours of sleep deprivation do affect the subjects’ mean aggression scores in a controlled social situation. Calculate Effect Size: Divide SS between by SS total to get 2 Graph the data to see where the significant group differences are.
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Graph of Data (Example)
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Example (Cont.) Perform post-hoc t-tests or planned comparisons to find differences between pairs of means. Hypotheses for Post-Hoc test: H 0 : 0 – 48 = 0 H 1 : 0 – 48 ≠ 0 Decision Rule: Reject H 0 at the.05 level of significance if t ≥ 2.78 (from t-table).
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SPSS Output for t-Test This is the relevant result.
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Example (Cont.) Calculations: Use formula for independent samples t- test to calculation t(6) = -3.67. Decision: Reject H 0 at the.05 level of significance because -3.67 exceeds -2.78. Interpretation: Sleep deprivation for 48 hrs results in greater aggression.
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Multiple Comparisons The regular t-test assumes that a single comparison is being made. Use of multiple comparisons increases the likelihood of a Type I error. To prevent this, the cumulative probability of all tests is used when determining the critical value for multiple t-tests.
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