Understanding Experimental Design: Key Concepts and Variables
Learn about observational and experimental studies, treatment effects, response and explanatory variables, lurking and confounding variables, factors, levels, placebo effect, and control groups in research.
Understanding Experimental Design: Key Concepts and Variables
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Presentation Transcript
Experiments Observational Study – observes individuals and measures variables of interest but does not attempt to influence the responses. Experiment – deliberately imposes some treatment on individuals in order to observe their response. Treatment – an experimental condition applied to the units.
Experiments Experimental Units – individuals on which the experiment is done. Subjects – what human experimental units are called.
Experiments Response Variable – measures an outcome of a study. Also referred to as the “y” variable. Explanatory Variable – attempts to explain the observed outcomes. Also referred to as the “x” variable.
Experiments Lurking Variable – a variable that is not among the explanatory or response variables in a study and yet may influence the interpretation of relationships among these variables. Confounding – variables are confounded when their effects on a response variable cannot be distinguished from each other. Confounded variables may be explanatory or lurking. Example p. 270.
Experiments Factors – the explanatory variables in an experiment. Levels (treatments) – different values of each factor. Example p. 290
Experiments Placebo – a dummy pill or treatment that looks and tastes like the treatment but has no active ingredients. Placebo Effect – Response to a dummy treatment. Control Group – the group of patients who receive the placebo. The control group allows us to control the effects of outside variables on the outcome.