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CLUSTER ANALYSIS
OUTLINE
1. WHAT IS CLUSTER ANALYSIS?
2. CLUSTER ANALYSIS IN CONTEXT
3. CLUSTER ANALYSIS IN MARKETING
4. PSYCHOGRAPHIC SEGMENTATION
2
CLUSTER ANALYSIS
• Cluster analysis or clustering is the task of
grouping a set of objects in such a way that
objects in the same group are more similar to
each other than to those in other groups.
3
Wikipedia
Cluster in context
• Group of friends sitting at the same
table in a restaurant
• In grocery stores, goods of a similar
nature are grouped
• Primates, mammals, amniotes,
vertebrates, and animals
4
5
• Group similar objects into respective
categories
• Segmentation analysis, taxonomy
analysis, or clustering.
• Objects that are similar and dissimilar
to each other
• Classify objects into relatively
homogeneous groups
• Powerful Data-mining Tool
• Market Segments In Marketing.
• Goal Of Performing A Cluster Analysis
• Cluster Analysis Differs From Many
Other Statistical Methods
• Research Tool Used To Help You
Segment
• Insight Into The Market Segmentation
6
Example to Understand
• Optimising Google AdWords for business
• Maharashtra
• homogeneous clusters; the more and the
less profitable one
Variables: Number of paid clicks
Number of conversions per click (CPC)
7
In Marketing
• Specific groups can be identified
within a population
• Market segmentation
• Insurance
• New Market Segments and/or
Modify Old Ones
• Input into marketing strategy
8
The Benefits of Cluster Analysis
• Identify and define patterns between data
elements.
• Helps to distinguish and outline structures
• Informed decision-making
9
Psychographic Segmentation
• Divides potential consumers based on their
interests, personalities, lifestyles, activities,
• Psychographic segmentation examples
• Lifestyle based segmentation-walmart
• Personality based segmentation-harley davidson
bikes
• Social class based segmentation-gucci
• Attitude based segmentation
• Marital status based segmentation
10
You Tube Video
11
https://youtu.be/lxSKHBsRNNQ

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Cluster analysis

  • 2. OUTLINE 1. WHAT IS CLUSTER ANALYSIS? 2. CLUSTER ANALYSIS IN CONTEXT 3. CLUSTER ANALYSIS IN MARKETING 4. PSYCHOGRAPHIC SEGMENTATION 2
  • 3. CLUSTER ANALYSIS • Cluster analysis or clustering is the task of grouping a set of objects in such a way that objects in the same group are more similar to each other than to those in other groups. 3 Wikipedia
  • 4. Cluster in context • Group of friends sitting at the same table in a restaurant • In grocery stores, goods of a similar nature are grouped • Primates, mammals, amniotes, vertebrates, and animals 4
  • 5. 5 • Group similar objects into respective categories • Segmentation analysis, taxonomy analysis, or clustering. • Objects that are similar and dissimilar to each other • Classify objects into relatively homogeneous groups
  • 6. • Powerful Data-mining Tool • Market Segments In Marketing. • Goal Of Performing A Cluster Analysis • Cluster Analysis Differs From Many Other Statistical Methods • Research Tool Used To Help You Segment • Insight Into The Market Segmentation 6
  • 7. Example to Understand • Optimising Google AdWords for business • Maharashtra • homogeneous clusters; the more and the less profitable one Variables: Number of paid clicks Number of conversions per click (CPC) 7
  • 8. In Marketing • Specific groups can be identified within a population • Market segmentation • Insurance • New Market Segments and/or Modify Old Ones • Input into marketing strategy 8
  • 9. The Benefits of Cluster Analysis • Identify and define patterns between data elements. • Helps to distinguish and outline structures • Informed decision-making 9
  • 10. Psychographic Segmentation • Divides potential consumers based on their interests, personalities, lifestyles, activities, • Psychographic segmentation examples • Lifestyle based segmentation-walmart • Personality based segmentation-harley davidson bikes • Social class based segmentation-gucci • Attitude based segmentation • Marital status based segmentation 10