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Dr. Michael R. Hyman Conjoint Analysis
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2 What is Conjoint Analysis? Answer: Family of techniques that model choice by decomposing overall preference or evaluation in terms of the relative values of the components or attributes to respondents
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3 Applications New product design Fine-tune marketing mix Find segments of consumers with homogeneous preferences Simulate markets: Which brand configuration performs best against current and likely competitor brands?
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4 Examples and Basic Issues Associated with Attribute-based Conjoint Analysis
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5 Example #1 Packaged Soup Attributes
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6 Full Profile Stimulus Card
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8 Utility Coefficients
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10 Example #2 Utility Values for Three PC Attributes
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11 Preferences for Different Combinations of Brewing Time, Capacity, and Cost in a Coffee Maker Example #3 10 Respondent’s Ordering of Various Product Descriptions
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12 Resultant Derived Utilities Compute/Estimate these Values Some Arbitrary Attribute Utility Values and the Resulting Utilities for Various Alternatives Under an Additive Combination Rule
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13 Attributes Should Be… Determinant Easily measured and communicated Controllable by the company Realistic Such that there will be preferences for some levels over others Compensatory As a set, sufficient to define the choice situation Without built-in redundancies
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14 How Many Levels per Attribute? Must consider: Levels and their range should be meaningful, informative, and realistic to consumers and producers Avoiding absurd configurations Marginal increases in levels can greatly increase respondent’s task
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15 Which Data Collection Method? Full profile: Show complete list of attributes –Limited to 6-7 attributes (Example #1) Pair-wise: Show pairs of attributes in matrix; each cell rated from most to least preferred (Example #3) –Lacks realism –Inconsistent responses likely Hybrid (ACA): Indicate –Attribute desirability at each level –Attribute importance –Full profile evaluation of a limited subset of product concepts
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16 Conjoint Exercises from Dr. Tom Novak, Vanderbilt University Airline Travel Preferences Movie Theatre Preferences
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