Notes on Studies Comparing Two Means
Introduction Theory
- Eating behavior in anorexic individuals is linked to personal control.
- Anorexics often exert control over eating when they feel a lack of control in their lives.
Sample
- 12 female participants with high anorexic tendencies assigned to two groups:
- High control group
- Low control group
Hypothesis
- High control participants will consume more sweetened breakfast cereals compared to low control participants.
- Expected: Mean number of cereal pieces eaten will be higher in the High control group.
Design
- Randomized two-group, between-subjects design:
- IV: Level of personal control (High vs. Low)
- DV: Number of cereal pieces eaten
Experimental Hypothesis
- Non-zero difference between population means (effect size).
- High control group expected to have a larger population mean of cereal consumption.
Sampling Error Effects
- Overestimate: Sample mean may inaccurately reflect a larger difference than population means.
- Underestimate: Sample mean may reflect a smaller difference than actual population means.
- Wrong Direction: Sample means can differ opposite to the true population difference.
Null Hypothesis
- Assumes no difference between population means (i.e., High control mean = Low control mean).
- A significant difference (p < .05) leads to rejection of the null hypothesis.
t-tests
- Independent-samples t-test: Compare means of two independent samples.
- Paired-samples t-test: Compare means of two related samples.
- One-sample t-test: Compare sample mean to a known mean.