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Factor Analysis


By Rama Krishna Kompella
Factor Analysis
• Factor analysis is a multivariate statistical technique that
  is used to summarize the information contained in a
  large number of variables into a smaller number of
  subsets or factors.
• The purpose of factor analysis is to simplify the data.
• With factor analysis there is no distinction between
  dependent and independent variables; rather, all
  variables under investigation are analyzed together to
  identify underlying factors
Applications of Factor Analysis
• Advertising. Factor analysis can be used to better understand
  media habits of various customers.
• Pricing. Factor analysis can help identify the characteristics of
  price-sensitive and prestige-sensitive customers.
• Product. Factor analysis can be used to identify brand
  attributes that influence consumer choice.
• Distribution. Factor analysis can be employed to better
  understand channel selection criteria among distribution
  channel members.
• For example, suppose that a bank asked a
  large number of questions about a given
  branch. Consider how the following
  characteristics might be more parsimoniously
  represented by just a few constructs (factors).
Advantages of Factor Analysis
- Benefits include: (1) a more concise representation of
the marketing situation and hence communication may
be enhanced; (2) fewer questions may be required on
future surveys; and, (3) perceptual maps become
feasible.

- Ideally, interval data (e.g., a rating on a 7 point scale),
regarding the perceptions of consumers are required
regarding a number of features, such as those noted
above for the bank are gathered.
Questions?

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T19 factor analysis

  • 1. Factor Analysis By Rama Krishna Kompella
  • 2. Factor Analysis • Factor analysis is a multivariate statistical technique that is used to summarize the information contained in a large number of variables into a smaller number of subsets or factors. • The purpose of factor analysis is to simplify the data. • With factor analysis there is no distinction between dependent and independent variables; rather, all variables under investigation are analyzed together to identify underlying factors
  • 3.
  • 4.
  • 5.
  • 6. Applications of Factor Analysis • Advertising. Factor analysis can be used to better understand media habits of various customers. • Pricing. Factor analysis can help identify the characteristics of price-sensitive and prestige-sensitive customers. • Product. Factor analysis can be used to identify brand attributes that influence consumer choice. • Distribution. Factor analysis can be employed to better understand channel selection criteria among distribution channel members.
  • 7. • For example, suppose that a bank asked a large number of questions about a given branch. Consider how the following characteristics might be more parsimoniously represented by just a few constructs (factors).
  • 8.
  • 9.
  • 10. Advantages of Factor Analysis - Benefits include: (1) a more concise representation of the marketing situation and hence communication may be enhanced; (2) fewer questions may be required on future surveys; and, (3) perceptual maps become feasible. - Ideally, interval data (e.g., a rating on a 7 point scale), regarding the perceptions of consumers are required regarding a number of features, such as those noted above for the bank are gathered.