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1Prof. Barak Libai
A moment of history
2Prof. Barak Libai
Marketing Era : The product
3Prof. Barak Libai
In the beginning, it was the age of the product
• Or, actually a brand
• And we created a marketing mix for it
– The 4 P’s: Price, Place, Product, Promotion
• And calculated “Brand Equity”
4Prof. Barak Libai
• And when the data came , we began to better see how it
works
Prof. Barak Libai 5
Marketing Era : The customer
6Prof. Barak Libai
And then came the “age of addressability”
• “Customer Relationship Management”, “Customer Centric
Marketing”
• Better technology and available databases enabled us to
follow individual customers on a large-scale base
– For the first time we could understand the consequences of
phenomena such as customer retention
• And we could see that that “consumers are not created equal”
7Prof. Barak Libai
8Prof. Barak Libai
Prof. Barak Libai 9
A “customer pyramid” for a firm that supplies cleaning systems and
materials to organizations
So the individual customer increasingly became the unit
of analysis
• We began to calculate Customer Lifetime Value
– The Net Present Value (NPV) of the future cash streams associated
with a single customer
– Increasingly used for fundamental marketing activities: which
customers to acquire, which service to give to which customers, which
advertisement to give to whom
10Prof. Barak Libai
Marketing Era : The network
11Prof. Barak Libai
And then came the Age of Connectivity
We begin to realize that customers are a part of (smaller and larger)
“communities” or social networks that largely affect their behavior
12Prof. Barak Libai
Why today?
• We know more
– We have better access to customer connectivity data
• Customer are more connected
– Cellular
– Email
– Social media
Prof. Barak Libai 13
Increasingly the business environment is looking at the
“social value of customers”
• The value a customer creates by affecting the consumption of
others
Prof. Barak Libai 14
1. One has to take into account a “ripple effect” in the social system
– The value of A should take into account both B and C
2. Unlike lifetime value, it is not additive
– Social value of A=B+C, Social value of B=C, C should not be counted twice !
• Customers may buy later on anyhow
Prof. Barak Libai
A
CB
Social value is more problematic to assess than purchase-
based lifetime value
You cannot really understand customer social value until you “kill
the customer”
• And see the effect on the lifetime value of other customers
• Agent based model simulations based on real network data
can help in that.
Prof. Barak Libai 16
Social value fundamental issues:
Prof. Barak Libai 17
1) The aim of marketers in the context of word of
mouth is to create higher customer social value
Not only conversations, impressions, “likes”, engagement, buzz,
etc. !
Prof. Barak Libai 18
Yet, in order to calculate social value we need to
understand conversations
Who talks to who about what and when
Prof. Barak Libai 19
2) Expansion, acceleration and social value
• In a competitive environment two fundamental processes
integrate to create social value:
– “expansion” (getting new customers that would not buy otherwise)
– “acceleration” (making would-be customers purchase early)
• In the context of “seeding” the market for a new product the profit from
expansion is stronger compared to that of acceleration (~70% vs. 30%).
– However, the stronger the brand is, the higher is the role of acceleration.
Prof. Barak Libai 20
3) Social value is still largely created offline
Yet much of recent academic and business knowledge on social
interactions comes from online data
This is a fundamental issue towards better understanding of the
creation of social value
Prof. Barak Libai 21
4) “Influencers” will create higher than average social
value
• The extent will vary, yet targeting influencers (opinion leaders,
influentials, hubs) for a new product can bring considerably
more profit than targeting random customers
Prof. Barak Libai 22
However, in the absence of data on connectivity,
targeting “revenue leaders” may be a good idea
• Revenue leaders- our best (potential) life time value
customers.
– The “heavy users”.
• People tend to be in a social network with people like then,
which will be reflected in consumption
– Thus, revenue leaders will tend to be with other potential revenue
leaders
– Will create social value not because of the number of people affected,
but because WHO is affected.
Prof. Barak Libai 23
In a more general sense – think of lifetime value of the
people who receive the word of mouth
One piece of good news: Customers acquired via word of
mouth tend to have a larger lifetime value than customers
acquired via advertising/promotions
Prof. Barak Libai 24
5) The power of “when” for social value
• For new products, the social value of an individual customer is
much higher early-on in the product life cycle.
• Not necessarily because they talk more or are more influential
then.
25Prof. Barak Libai
Prof. Barak Libai 26
0
100
200
300
400
500
600
700
800
900
1000
0 2 4 6 8 10 12
Year since introduction
Loss($) Indirect effect
direct effect
total effect
The social value of customers at different
stages of the new product life (online banking
example)
Hogan, Lemon and Libai (2003)
Direct effect-
Lifetime value
Indirect effect-
social value
Prof. Barak Libai 27
Innovators and early adopters may bring more value via
talking than via buying
Innovators
Early adopters
Early Majority
Late Majority Laggards
0
100
200
300
400
500
600
700
800
900
Adopter Category
AvergaeValue($)
Direct effect (lifetime value)- $208
The total value of customers (lifetime + social value)
for different adopter categories- online banking
Interesting questions that rise
• How do we want to invest in customer acquisition vs.
retention over the product life cycle?
• What is the implication of a competitor giving bad value to
their customers?
Prof. Barak Libai 28
6) The “negative social value” of a defection can be
substantial
Prof. Barak Libai 29
• Social effects have been known for a while to occur in the adoption of new
products
• Recent research has showed their strength also in the case of defection of
mature products
– And the patterns in terms of social network effect are similar to that of adoption
– For cellular products the increase of the hazard of a defection given a defection in one’s
close social network can come up to 80%
7) Products can also have a “social value”
30Prof. Barak Libai
Especially in online environments
Consider the online interface which consumers face in
eCommerce sites
Prof. Barak Libai
This book “recommends” the purchase of other books
Prof. Barak Libai
Prof. Barak Libai
And other books recommend this book
Actually this can be seen as a “product network”,
for books
Prof. Barak Libai
Oestreicher-Singer &
Sundararajan 2012
But not only books
Prof. Barak Libai
DVD Recommendations – B&N.com
Prof. Barak Libai
Prof. Barak Libai
• The value of a product in a recommendation system
38Prof. Barak Libai
Product A
Intrinsic value
Incoming value
Outgoing Value
Network Value (u) = Intrinsic Value (u) + Outgoing Value (u)
Prof. Barak Libai 39
• Findings from the product network of 1M books in Amazon:
– Bestsellers have a lower “network value” than Revenue
– Low sellers (“Long Tail”) have a lower network value than Revenue
40Prof. Barak Libai
We should still always remember:
If we do not give value to our customers, we will not get
lifetime or social value.
Prof. Barak Libai 41

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השווי החברתי של לקוחות

  • 2. A moment of history 2Prof. Barak Libai
  • 3. Marketing Era : The product 3Prof. Barak Libai
  • 4. In the beginning, it was the age of the product • Or, actually a brand • And we created a marketing mix for it – The 4 P’s: Price, Place, Product, Promotion • And calculated “Brand Equity” 4Prof. Barak Libai
  • 5. • And when the data came , we began to better see how it works Prof. Barak Libai 5
  • 6. Marketing Era : The customer 6Prof. Barak Libai
  • 7. And then came the “age of addressability” • “Customer Relationship Management”, “Customer Centric Marketing” • Better technology and available databases enabled us to follow individual customers on a large-scale base – For the first time we could understand the consequences of phenomena such as customer retention • And we could see that that “consumers are not created equal” 7Prof. Barak Libai
  • 9. Prof. Barak Libai 9 A “customer pyramid” for a firm that supplies cleaning systems and materials to organizations
  • 10. So the individual customer increasingly became the unit of analysis • We began to calculate Customer Lifetime Value – The Net Present Value (NPV) of the future cash streams associated with a single customer – Increasingly used for fundamental marketing activities: which customers to acquire, which service to give to which customers, which advertisement to give to whom 10Prof. Barak Libai
  • 11. Marketing Era : The network 11Prof. Barak Libai
  • 12. And then came the Age of Connectivity We begin to realize that customers are a part of (smaller and larger) “communities” or social networks that largely affect their behavior 12Prof. Barak Libai
  • 13. Why today? • We know more – We have better access to customer connectivity data • Customer are more connected – Cellular – Email – Social media Prof. Barak Libai 13
  • 14. Increasingly the business environment is looking at the “social value of customers” • The value a customer creates by affecting the consumption of others Prof. Barak Libai 14
  • 15. 1. One has to take into account a “ripple effect” in the social system – The value of A should take into account both B and C 2. Unlike lifetime value, it is not additive – Social value of A=B+C, Social value of B=C, C should not be counted twice ! • Customers may buy later on anyhow Prof. Barak Libai A CB Social value is more problematic to assess than purchase- based lifetime value
  • 16. You cannot really understand customer social value until you “kill the customer” • And see the effect on the lifetime value of other customers • Agent based model simulations based on real network data can help in that. Prof. Barak Libai 16
  • 17. Social value fundamental issues: Prof. Barak Libai 17
  • 18. 1) The aim of marketers in the context of word of mouth is to create higher customer social value Not only conversations, impressions, “likes”, engagement, buzz, etc. ! Prof. Barak Libai 18
  • 19. Yet, in order to calculate social value we need to understand conversations Who talks to who about what and when Prof. Barak Libai 19
  • 20. 2) Expansion, acceleration and social value • In a competitive environment two fundamental processes integrate to create social value: – “expansion” (getting new customers that would not buy otherwise) – “acceleration” (making would-be customers purchase early) • In the context of “seeding” the market for a new product the profit from expansion is stronger compared to that of acceleration (~70% vs. 30%). – However, the stronger the brand is, the higher is the role of acceleration. Prof. Barak Libai 20
  • 21. 3) Social value is still largely created offline Yet much of recent academic and business knowledge on social interactions comes from online data This is a fundamental issue towards better understanding of the creation of social value Prof. Barak Libai 21
  • 22. 4) “Influencers” will create higher than average social value • The extent will vary, yet targeting influencers (opinion leaders, influentials, hubs) for a new product can bring considerably more profit than targeting random customers Prof. Barak Libai 22
  • 23. However, in the absence of data on connectivity, targeting “revenue leaders” may be a good idea • Revenue leaders- our best (potential) life time value customers. – The “heavy users”. • People tend to be in a social network with people like then, which will be reflected in consumption – Thus, revenue leaders will tend to be with other potential revenue leaders – Will create social value not because of the number of people affected, but because WHO is affected. Prof. Barak Libai 23
  • 24. In a more general sense – think of lifetime value of the people who receive the word of mouth One piece of good news: Customers acquired via word of mouth tend to have a larger lifetime value than customers acquired via advertising/promotions Prof. Barak Libai 24
  • 25. 5) The power of “when” for social value • For new products, the social value of an individual customer is much higher early-on in the product life cycle. • Not necessarily because they talk more or are more influential then. 25Prof. Barak Libai
  • 26. Prof. Barak Libai 26 0 100 200 300 400 500 600 700 800 900 1000 0 2 4 6 8 10 12 Year since introduction Loss($) Indirect effect direct effect total effect The social value of customers at different stages of the new product life (online banking example) Hogan, Lemon and Libai (2003) Direct effect- Lifetime value Indirect effect- social value
  • 27. Prof. Barak Libai 27 Innovators and early adopters may bring more value via talking than via buying Innovators Early adopters Early Majority Late Majority Laggards 0 100 200 300 400 500 600 700 800 900 Adopter Category AvergaeValue($) Direct effect (lifetime value)- $208 The total value of customers (lifetime + social value) for different adopter categories- online banking
  • 28. Interesting questions that rise • How do we want to invest in customer acquisition vs. retention over the product life cycle? • What is the implication of a competitor giving bad value to their customers? Prof. Barak Libai 28
  • 29. 6) The “negative social value” of a defection can be substantial Prof. Barak Libai 29 • Social effects have been known for a while to occur in the adoption of new products • Recent research has showed their strength also in the case of defection of mature products – And the patterns in terms of social network effect are similar to that of adoption – For cellular products the increase of the hazard of a defection given a defection in one’s close social network can come up to 80%
  • 30. 7) Products can also have a “social value” 30Prof. Barak Libai Especially in online environments
  • 31. Consider the online interface which consumers face in eCommerce sites Prof. Barak Libai
  • 32. This book “recommends” the purchase of other books Prof. Barak Libai
  • 33. Prof. Barak Libai And other books recommend this book
  • 34. Actually this can be seen as a “product network”, for books Prof. Barak Libai Oestreicher-Singer & Sundararajan 2012
  • 35. But not only books Prof. Barak Libai DVD Recommendations – B&N.com
  • 38. • The value of a product in a recommendation system 38Prof. Barak Libai Product A Intrinsic value Incoming value Outgoing Value Network Value (u) = Intrinsic Value (u) + Outgoing Value (u)
  • 39. Prof. Barak Libai 39 • Findings from the product network of 1M books in Amazon: – Bestsellers have a lower “network value” than Revenue – Low sellers (“Long Tail”) have a lower network value than Revenue
  • 40. 40Prof. Barak Libai We should still always remember: If we do not give value to our customers, we will not get lifetime or social value.