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Multidimensional Scaling
Submitted to: Dr. Vivek
Kumar
Submitted by:
Khushboo
Roll no: 23
AGENDA
• What is MDS
• Use of MDS to identify
• Statistics and Terms Associated with MDS
• Conducting MDS
Multidimensional Scaling (MDS)
 Multidimensional scaling (MDS) is a class of procedures
for representing perceptions and preferences of
respondents spatial by means of a visual display.
 Perceived or psychological relationships among stimuli
are represented as geometric relationships among points
in a multidimensional space.
 These geometric representations are often called spatial
maps. The axes of the spatial map are assumed to denote
the psychological bases or underlying dimensions
respondents use to form perceptions and preferences for
stimuli.
Use of MDS to identify:
 The number and nature of dimensions consumers
use to perceive different brands in the marketplace.
 Positioning of current brands on various dimensions.
 Image measurement.
 Market segmentation.
 New product development.
 Assessing advertising effectiveness.
 Pricing analysis.
 Channel decisions.
Statistics and Terms Associated with MDS
Similarity judgments
Preference rankings
Stress
Spatial map
Coordinates
Conducting MDS
Assess Reliability and Validity
Label the Dimensions and Interpret the Configuration
Decide on the number of Dimension
Select an MDS Procedure
Obtain Input Data
Formulate the Problem
Formulate the
Obtain Input Data
MDS Input Data
Perception
Direct (Similarity
Judgment)
Derived
(Attribute Rating)
Preferences
Obtain Input Data
Perception Data: Direct
Approaches
The number of pairs to be evaluated is n(n-1)/2,where n is the number of stimuli.
Similarity Rating Of Toothpaste Brands
Preference data
Preference data is data that focuses on user perceptions.
Preferences refer to certain characteristics that any consumer
wants in order to improve a good or service for himself.
Select an MDS Procedure
Non-metric
MDS Metric MDS
Label the Dimension and Interpret the
configuration
Label the Dimension and Interpret the
configuration
-2.0 -1.5 -1.0 - 0.5 0.0 0.5 1.0 1.5 2.0
Assess Reliability and Validity
 The index of fit, or R-square is a squared correlation
index that indicates the proportion of variance of the
optimally scaled data that can be accounted for by
the MDS procedure. Values of 0.60 or better are
considered acceptable.
Reference
 Book : Marketing Research Naresh K. Malhotra
 https://www.slideshare.net
 https://youtube.com/@marketingresearchandanalys
9866?feature=shared
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multi dimebwbahahajajajajajajhansional.pptx

  • 1. Multidimensional Scaling Submitted to: Dr. Vivek Kumar Submitted by: Khushboo Roll no: 23
  • 2. AGENDA • What is MDS • Use of MDS to identify • Statistics and Terms Associated with MDS • Conducting MDS
  • 3. Multidimensional Scaling (MDS)  Multidimensional scaling (MDS) is a class of procedures for representing perceptions and preferences of respondents spatial by means of a visual display.  Perceived or psychological relationships among stimuli are represented as geometric relationships among points in a multidimensional space.  These geometric representations are often called spatial maps. The axes of the spatial map are assumed to denote the psychological bases or underlying dimensions respondents use to form perceptions and preferences for stimuli.
  • 4. Use of MDS to identify:  The number and nature of dimensions consumers use to perceive different brands in the marketplace.  Positioning of current brands on various dimensions.  Image measurement.  Market segmentation.  New product development.  Assessing advertising effectiveness.  Pricing analysis.  Channel decisions.
  • 5. Statistics and Terms Associated with MDS Similarity judgments Preference rankings Stress Spatial map Coordinates
  • 6. Conducting MDS Assess Reliability and Validity Label the Dimensions and Interpret the Configuration Decide on the number of Dimension Select an MDS Procedure Obtain Input Data Formulate the Problem
  • 8. Obtain Input Data MDS Input Data Perception Direct (Similarity Judgment) Derived (Attribute Rating) Preferences
  • 9. Obtain Input Data Perception Data: Direct Approaches The number of pairs to be evaluated is n(n-1)/2,where n is the number of stimuli.
  • 10. Similarity Rating Of Toothpaste Brands
  • 11.
  • 12. Preference data Preference data is data that focuses on user perceptions. Preferences refer to certain characteristics that any consumer wants in order to improve a good or service for himself.
  • 13. Select an MDS Procedure Non-metric MDS Metric MDS
  • 14.
  • 15.
  • 16. Label the Dimension and Interpret the configuration
  • 17. Label the Dimension and Interpret the configuration -2.0 -1.5 -1.0 - 0.5 0.0 0.5 1.0 1.5 2.0
  • 18. Assess Reliability and Validity  The index of fit, or R-square is a squared correlation index that indicates the proportion of variance of the optimally scaled data that can be accounted for by the MDS procedure. Values of 0.60 or better are considered acceptable.
  • 19. Reference  Book : Marketing Research Naresh K. Malhotra  https://www.slideshare.net  https://youtube.com/@marketingresearchandanalys 9866?feature=shared