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Designing Experiments
Section 5.2
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Experimental Units Individuals on which the experiment is done
If the individuals are human then we call them subjects
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Treatment A specific experimental condition applied to the units (subjects)
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Factors Explanatory variables in an experiment
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Note: Experiments can give good evidence for causation
They allow specific factors to be studied They study the combined effects of several factors
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Placebo Effect Response to a dummy treatment
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Control Group Group that receives the placebo
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Principles of Experimental Design
Control Randomize Replicate
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Statistically Significant
An observed effect so large it would rarely occur by chance
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Completely Randomized
When all experimental units are allocated at random among all treatments
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Cautions About Experimentation
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Lack of Realism Subjects, treatments, or setting of an experiment may not realistically duplicate the conditions
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Double-blind Experiment
Neither the subjects nor the people who have contact with them know which treatment a subject received
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Randomized Comparative Experiment
One of the most important ideas in statistics Able to give convincing evidence for causation
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Matched Pairs Design Compares 2 treatments
Blocks of 2 units that are as closely matched as possible Randomize the order for each subject Example of block designs
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Block A group of experimental units or subjects that are known before the experiment to be similar in some way that is expected to affect the response to the treatments A form of control
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Block Design Random assignment of units to treatments is carried out separately within each block Matched pairs is a form of block design
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Practice Problems pg. 306 #
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