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Comparison of Experimental and Non-Experimental Factorial Designs
The classification of a factorial design as experimental or non-experimental depends entirely on the active manipulation of its independent variables. For example, a study that simply measures participants' pre-existing moods to predict sexual risk-taking is a non-experimental factorial design. In contrast, a similar study by MacDonald and Martineau (2002) is classified as a true experiment because the researchers actively manipulated the participants' moods, which allows for stronger causal inferences.
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Research Methods in Psychology - 4th American Edition @ KPU
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Comparison of Experimental and Non-Experimental Factorial Designs
Example of Causal Limitations in a Non-Experimental Factorial Design
In a 2 x 2 factorial study predicting behavior based on measured mood (positive vs. negative) and self-esteem (high vs. low), why can't the researchers establish a causal relationship?