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Experiments in Marketing Research: Part I
(Click icon for audio) Dr. Michael R. Hyman, NMSU
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Criteria for Establishing Causal Relationships
Concomitant variation Temporal ordering of variables Control over other possible causal factors
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Preliminary Definitions: Independent Variable
Experimenter controlled variable Value can be manipulated by experimenters to whatever they wish it to be
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Dependent Variable Value should depend on experimenter’s manipulation
Criterion or standard by which results are judged
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Test Units Subjects or entities whose response to the experimental treatment are measured or observed
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What is an Experiment? Research study under controlled conditions
At least one independent variable is manipulated Its effect on at least one dependent variable is measured Purpose: To test hypothesis
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Basic Experimental Design Issues
Manipulation of independent variable Selection of dependent variable Assignment of subjects (or other test units) to treatments/conditions Control over extraneous variables
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How Can Experimenters Control for Extraneous Variation?
Hold Conditions Constant Randomization Matching Subjects Blinding Presentation Order
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Control Groups Isolate extraneous variation
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Erroneous Inferences Caused by Lack of Control
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Field vs. Laboratory Experiment
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Types of Research Environments
Simulated test markets Video game or movie tests
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Artificiality of Laboratory vs. Field Experiments
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Laboratory Experiment
Field Experiment High Internal Validity High External Validity Demand Artifacts High Demand Artifacts Low Few Extraneous Variables Many Extraneous Variables High Control Low Control Low Cost High Cost Short Duration Long Duration Subjects Aware of Participation Subjects Unaware of Participation Few Participants Many Participants Easier to Do Harder to Do
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Demand Artifact Caused by experimental procedure that induces unnatural response by study participants Guinea pig effect Hawthorne effect
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Internal Validity Ability of experiment to determine if the experimental treatment was the sole cause of changes in a dependent variable Did the manipulation do what it was supposed to do?
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Threats to Internal Validity
History Maturation Testing Instrumentation Selection bias Mortality
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Type of Extraneous Variable
Example History - Specific events in the environment between the Before and After measurement that are beyond the experimenter’s control Maturation - Subjects change during the course of the experiment Testing - The Before measure alerts or sensitizes subject to nature of experiment or second measure. A major employer closes its plant in test market area Subjects become tired Questionnaire about the traditional role of women triggers enhanced awareness of women in an experiment.
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Type of Extraneous Variable Example
Instrument - Changes in instrument result in response bias Selection - Sample selection error because of differential selection comparison groups Mortality - Sample attrition; some subjects withdraw from experiment New questions about women are interpreted differently from earlier questions. Control group and experimental group is self-selected group based on preference for soft drinks Subjects in one group of a hair dying study marry rich widows and move to Florida
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Unit Pricing Experiment
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Types of Experimental Designs
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