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MG5705 AI Leadership & Business Models
1
© Ana Isabel Canhoto
AI in Marketing
Image by @halacious via Unsplash
About me
• Dr. Ana Isabel Canhoto
– https://www.brunel.ac.uk/people/ana-canhoto
• Managerial and Academic work in:
• Media and entertainment
• Management consulting
• Telecommunications
• Financial services
• Hospitality
• Role of technology in service delivery
2
© Ana Isabel Canhoto
This session
1. Applications of AI in Marketing
2. Potential vs. limitations of AI in
marketing
3. Anthropomorphism in
customer facing AI
4. Managing customer
expectations and attribution of
blame
[Break]
5. Class activity: In-store AI system 3
© Ana Isabel Canhoto
Image source:
https://sloanreview.mit.edu/article/five-ai-
solutions-transforming-b2b-marketing/
But, first…
What is marketing?
4
© Ana Isabel Canhoto
5
© Ana Isabel Canhoto
“If you were the marketing manager for a brand of
deodorant, what would your job entail?”
Marketing - definition
6
© Ana Isabel Canhoto
American Marketing Association: "Marketing is the
activity, set of institutions, and processes for
creating, communicating, delivering, and
exchanging offerings that have value for
customers, clients, partners, and society at large.”
Source: https://www.ama.org/the-definition-of-marketing-what-is-marketing/
Marketing - process
7
© Ana Isabel Canhoto
Source: https://marketing-insider.eu/marketing-process/
Applications of AI in Marketing
8
© Ana Isabel Canhoto
Applications of AI in Marketing
9
© Ana Isabel Canhoto
Applications of AI in Marketing
10
© Ana Isabel Canhoto
Applications of AI in Marketing
11
© Ana Isabel Canhoto
Applications of AI in Marketing
12
© Ana Isabel Canhoto
e.g., sentiment
analysis
- Also known as opinion mining
- Use of natural language processing, text analysis
and other techniques to identify, extract,
quantify, and study affective states
- Used to analyse customer voice materials such
as reviews, survey responses, social media
comments, etc…
- E.g.,
Application: Sentiment Analysis
13
© Ana Isabel Canhoto
Application: Sentiment Analysis
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© Ana Isabel Canhoto
- Identify sentiment
- And, most importantly, changes in sentiment
- Understand drivers of sentiment
Application: Sentiment Analysis
15
© Ana Isabel Canhoto
Advantages of AI for sentiment analysis?
Potential of AI in marketing
16
© Ana Isabel Canhoto
- Connectivity
- Between AI components – e.g., Collect and analyse
data, and post autonomously
- With external elements – e.g., external databases
- Cognitive ability
- Detect patterns in the input data, learn from
mistakes, and self-correct.
- Imperceptibility
- Applications may go unnoticed by users (improves
tech acceptance).
Source: Canhoto and Clear (2020)
Application: Sentiment Analysis
17
© Ana Isabel Canhoto
- But, often, makes mistakes in classification:
Application: Sentiment Analysis
18
© Ana Isabel Canhoto
- But, often, makes mistakes in classification:
Source: Canhoto & Padmanabhan (2015)
Application: Sentiment Analysis
19
© Ana Isabel Canhoto
Source: Canhoto & Padmanabhan (2015)
“The early shift sucks. Oh well at least my latte is
yummy :) “
Application: Sentiment Analysis
20
© Ana Isabel Canhoto
Source: Canhoto & Padmanabhan (2015)
“The early shift sucks. Oh well at least my latte is
yummy :) “
Multiple
objects
Application: Sentiment Analysis
21
© Ana Isabel Canhoto
Source: Canhoto & Padmanabhan (2015)
“The early shift sucks. Oh well at least my latte is
yummy :) “
Multiple
objects
Multiple
emotions
Application: Sentiment Analysis
22
© Ana Isabel Canhoto
Source: Canhoto & Padmanabhan (2015)
“100 copies of Ghosts sold overnight means a
definite Starbucks run this morning. Possibly
coffee out twice this week! Maybe even sushi!!”
Application: Sentiment Analysis
23
© Ana Isabel Canhoto
Source: Canhoto & Padmanabhan (2015)
“100 copies of Ghosts sold overnight means a
definite Starbucks run this morning. Possibly
coffee out twice this week! Maybe even sushi!!”
Lack of emotionally charged words
Application: Sentiment Analysis
24
© Ana Isabel Canhoto
Source: Canhoto & Padmanabhan (2015)
“How the heck am I supposed to be able to sleep
well without coffee in my system? fucking snow”
Application: Sentiment Analysis
25
© Ana Isabel Canhoto
Source: Canhoto & Padmanabhan (2015)
“How the heck am I supposed to be able to sleep
well without coffee in my system? fucking snow”
Subtlety - Negative sentiment due to absence of
product
Application: Sentiment Analysis
26
© Ana Isabel Canhoto
Source: Canhoto & Padmanabhan (2015)
“Having coffee with my grandma before work
right now. QT”
Application: Sentiment Analysis
27
© Ana Isabel Canhoto
Source: Canhoto & Padmanabhan (2015)
“Having coffee with my grandma before work
right now. QT”
Syntax and style, specially abbreviations and
slang
Application: Sentiment Analysis
28
© Ana Isabel Canhoto
Source: Canhoto & Padmanabhan (2015)
“This coffee shop needs to change there music
up every once and a while. Or maybe I should go
home”
Application: Sentiment Analysis
29
© Ana Isabel Canhoto
Source: Canhoto & Padmanabhan (2015)
“This coffee shop needs to change there music
up every once and a while. Or maybe I should go
home”
Target of emotion is not coffee!
Limitations of AI in marketing
30
© Ana Isabel Canhoto
Source: Canhoto and Clear (2020)
Limitations of AI in marketing
31
© Ana Isabel Canhoto
It can result in value destruction:
Source: Canhoto and Clear (2020)
Applications of AI in marketing
32
© Ana Isabel Canhoto
Context
Skills required
Huang and Rust (2018):
- Mechanical - Perform routine, repeated tasks
- Suitable for: simple, repetitive tasks – e.g., self-service
kiosks
- Analytical - Process information for problem-solving
and learn from it
- Suitable for: complex but rule based tasks – e.g., tax
reporting
- Intuitive – Think creatively and adjust to novel
situations
- Suitable for: complex, idiosyncratic tasks – e.g., news
reporting
- Empathetic – Recognise and understand emotions
- Suitable for: highly interactive tasks – e.g., customer
Types of intelligence
33
© Ana Isabel Canhoto
Applications of AI in marketing
34
© Ana Isabel Canhoto
Empathetic
Intuitive
Analytical
Mechanical
Context
Skills required
Specific Generic
Huang and Rust (2018):
• A job typically consists of numerous tasks, each
requiring a specific type of intelligence
• Best performed by a combination of AI and human
Applications of AI in marketing
35
© Ana Isabel Canhoto
Applications of AI in marketing
36
© Ana Isabel Canhoto
Role of AI
Role of Human
Dominant Supportive
Dominant
Supportive
Applications of AI in marketing
37
© Ana Isabel Canhoto
Empathetic
Intuitive
Analytical
Mechanical
Context
Role of AI
Role of Human
Specific Generic
Dominant Supportive
Dominant
Supportive
Skills required
Applications of AI in marketing
38
© Ana Isabel Canhoto
Empathetic
Intuitive
Analytical
Mechanical
Context
Role of AI
Role of Human
Skills required
Specific Generic
Dominant Supportive
Dominant
Supportive
Source: https://anacanhoto.com/2019/10/11/the-potential-of-ai-for-customer-facing-applications/
Applications of AI in marketing
39
© Ana Isabel Canhoto
Source: Davenport et al. (2020)
AI acceptance and use
40
© Ana Isabel Canhoto
Customers resist AI when the task is (Davenport et
al, 2020):
- Perceived as being subjective – When consumers
perceive that intuition, affect and empathy are needed
to perform the task well.
AI acceptance and use
41
© Ana Isabel Canhoto
Customers resist AI when the task is (Davenport et
al, 2020):
- Perceived as being unique – If the task is perceived as
having unique, unrepeatable features.
AI acceptance and use
42
© Ana Isabel Canhoto
Customers resist AI when the task is (Davenport et
al, 2020):
- Very consequential for customers – A task that is very
consequential for customers makes risks more salient
to them.
AI acceptance and use
43
© Ana Isabel Canhoto
Customers resist AI when the task is (Davenport et
al, 2020):
- Related to autonomous goals – Enabling the AI to
decide how best to achieve a goal.
AI acceptance and use
44
© Ana Isabel Canhoto
Customers resist AI when the task is (Davenport et
al, 2020):
- Salient to the customers’ identity - Customers resist
using AI in tasks that are seen as central to those
identities, because they perceive it as ‘cheating’.
Anthropomorphism in customer facing AI
45
© Ana Isabel Canhoto
• Appearance – e.g., Gendered
name
• Presentation – e.g., Female vs
male voice
• Behaviour – e.g., telling jokes
Making AI humanlike?
Conflicting evidence:
(Uncanny valley)
Anthropomorphism in customer facing AI
46
© Ana Isabel Canhoto
Source: Blut et al. (2021)
AI deemed as human-
like if it has a face or a
body, AND it displays
emotions
AI presented as female
Customers are
predisposed towards
the technology, and to
rate it as trustworthy.
Intention to use,
particularly for
information processing
services
e.g., financial services
Managing customer expectations
47
© Ana Isabel Canhoto
Ms Daniela Castillo
Guest Speaker
Castillo, D., Canhoto, A. I & Said, E., (2020). The Dark Side of AI-powered Service
Interactions: exploring the process of co-destruction from the customer perspective. The
Service Industries Journal DOI: https://doi.org/10.1080/02642069.2020.1787993
48
© Ana Isabel Canhoto
Activity
49
© Ana Isabel Canhoto
Major supermarket chains testing automated age-
verification system, when buying alcohol at self-
checkouts:
- Camera guesses age, using algorithms trained on database
of anonymous faces. If it deems customer is under 25,
they need to show ID to staff.
- Vs. compulsory ID check for all customers.
Activity
50
© Ana Isabel Canhoto
Major supermarket chains testing automated age-
verification system, when buying alcohol at self-
checkouts:
- Camera guesses age, using algorithms trained on database
of anonymous faces. If it deems customer is under 25,
they need to show ID to staff.
- Vs. compulsory ID check for all customers.
Based on what we discussed:
- How are customers likely to react to this
system?
- What would you recommend in terms of
the system’s functionality and
appearance, to improve customer
51
© Ana Isabel Canhoto
Key messages from this session
MG5705 AI Leadership & Business Models
52
© Ana Isabel Canhoto
AI in Marketing
Image by @halacious via Unsplash

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MG5705 AI in Marketing to share.pptx

  • 1. MG5705 AI Leadership & Business Models 1 © Ana Isabel Canhoto AI in Marketing Image by @halacious via Unsplash
  • 2. About me • Dr. Ana Isabel Canhoto – https://www.brunel.ac.uk/people/ana-canhoto • Managerial and Academic work in: • Media and entertainment • Management consulting • Telecommunications • Financial services • Hospitality • Role of technology in service delivery 2 © Ana Isabel Canhoto
  • 3. This session 1. Applications of AI in Marketing 2. Potential vs. limitations of AI in marketing 3. Anthropomorphism in customer facing AI 4. Managing customer expectations and attribution of blame [Break] 5. Class activity: In-store AI system 3 © Ana Isabel Canhoto Image source: https://sloanreview.mit.edu/article/five-ai- solutions-transforming-b2b-marketing/
  • 4. But, first… What is marketing? 4 © Ana Isabel Canhoto
  • 5. 5 © Ana Isabel Canhoto “If you were the marketing manager for a brand of deodorant, what would your job entail?”
  • 6. Marketing - definition 6 © Ana Isabel Canhoto American Marketing Association: "Marketing is the activity, set of institutions, and processes for creating, communicating, delivering, and exchanging offerings that have value for customers, clients, partners, and society at large.” Source: https://www.ama.org/the-definition-of-marketing-what-is-marketing/
  • 7. Marketing - process 7 © Ana Isabel Canhoto Source: https://marketing-insider.eu/marketing-process/
  • 8. Applications of AI in Marketing 8 © Ana Isabel Canhoto
  • 9. Applications of AI in Marketing 9 © Ana Isabel Canhoto
  • 10. Applications of AI in Marketing 10 © Ana Isabel Canhoto
  • 11. Applications of AI in Marketing 11 © Ana Isabel Canhoto
  • 12. Applications of AI in Marketing 12 © Ana Isabel Canhoto e.g., sentiment analysis
  • 13. - Also known as opinion mining - Use of natural language processing, text analysis and other techniques to identify, extract, quantify, and study affective states - Used to analyse customer voice materials such as reviews, survey responses, social media comments, etc… - E.g., Application: Sentiment Analysis 13 © Ana Isabel Canhoto
  • 14. Application: Sentiment Analysis 14 © Ana Isabel Canhoto - Identify sentiment - And, most importantly, changes in sentiment - Understand drivers of sentiment
  • 15. Application: Sentiment Analysis 15 © Ana Isabel Canhoto Advantages of AI for sentiment analysis?
  • 16. Potential of AI in marketing 16 © Ana Isabel Canhoto - Connectivity - Between AI components – e.g., Collect and analyse data, and post autonomously - With external elements – e.g., external databases - Cognitive ability - Detect patterns in the input data, learn from mistakes, and self-correct. - Imperceptibility - Applications may go unnoticed by users (improves tech acceptance). Source: Canhoto and Clear (2020)
  • 17. Application: Sentiment Analysis 17 © Ana Isabel Canhoto - But, often, makes mistakes in classification:
  • 18. Application: Sentiment Analysis 18 © Ana Isabel Canhoto - But, often, makes mistakes in classification: Source: Canhoto & Padmanabhan (2015)
  • 19. Application: Sentiment Analysis 19 © Ana Isabel Canhoto Source: Canhoto & Padmanabhan (2015) “The early shift sucks. Oh well at least my latte is yummy :) “
  • 20. Application: Sentiment Analysis 20 © Ana Isabel Canhoto Source: Canhoto & Padmanabhan (2015) “The early shift sucks. Oh well at least my latte is yummy :) “ Multiple objects
  • 21. Application: Sentiment Analysis 21 © Ana Isabel Canhoto Source: Canhoto & Padmanabhan (2015) “The early shift sucks. Oh well at least my latte is yummy :) “ Multiple objects Multiple emotions
  • 22. Application: Sentiment Analysis 22 © Ana Isabel Canhoto Source: Canhoto & Padmanabhan (2015) “100 copies of Ghosts sold overnight means a definite Starbucks run this morning. Possibly coffee out twice this week! Maybe even sushi!!”
  • 23. Application: Sentiment Analysis 23 © Ana Isabel Canhoto Source: Canhoto & Padmanabhan (2015) “100 copies of Ghosts sold overnight means a definite Starbucks run this morning. Possibly coffee out twice this week! Maybe even sushi!!” Lack of emotionally charged words
  • 24. Application: Sentiment Analysis 24 © Ana Isabel Canhoto Source: Canhoto & Padmanabhan (2015) “How the heck am I supposed to be able to sleep well without coffee in my system? fucking snow”
  • 25. Application: Sentiment Analysis 25 © Ana Isabel Canhoto Source: Canhoto & Padmanabhan (2015) “How the heck am I supposed to be able to sleep well without coffee in my system? fucking snow” Subtlety - Negative sentiment due to absence of product
  • 26. Application: Sentiment Analysis 26 © Ana Isabel Canhoto Source: Canhoto & Padmanabhan (2015) “Having coffee with my grandma before work right now. QT”
  • 27. Application: Sentiment Analysis 27 © Ana Isabel Canhoto Source: Canhoto & Padmanabhan (2015) “Having coffee with my grandma before work right now. QT” Syntax and style, specially abbreviations and slang
  • 28. Application: Sentiment Analysis 28 © Ana Isabel Canhoto Source: Canhoto & Padmanabhan (2015) “This coffee shop needs to change there music up every once and a while. Or maybe I should go home”
  • 29. Application: Sentiment Analysis 29 © Ana Isabel Canhoto Source: Canhoto & Padmanabhan (2015) “This coffee shop needs to change there music up every once and a while. Or maybe I should go home” Target of emotion is not coffee!
  • 30. Limitations of AI in marketing 30 © Ana Isabel Canhoto Source: Canhoto and Clear (2020)
  • 31. Limitations of AI in marketing 31 © Ana Isabel Canhoto It can result in value destruction: Source: Canhoto and Clear (2020)
  • 32. Applications of AI in marketing 32 © Ana Isabel Canhoto Context Skills required
  • 33. Huang and Rust (2018): - Mechanical - Perform routine, repeated tasks - Suitable for: simple, repetitive tasks – e.g., self-service kiosks - Analytical - Process information for problem-solving and learn from it - Suitable for: complex but rule based tasks – e.g., tax reporting - Intuitive – Think creatively and adjust to novel situations - Suitable for: complex, idiosyncratic tasks – e.g., news reporting - Empathetic – Recognise and understand emotions - Suitable for: highly interactive tasks – e.g., customer Types of intelligence 33 © Ana Isabel Canhoto
  • 34. Applications of AI in marketing 34 © Ana Isabel Canhoto Empathetic Intuitive Analytical Mechanical Context Skills required Specific Generic
  • 35. Huang and Rust (2018): • A job typically consists of numerous tasks, each requiring a specific type of intelligence • Best performed by a combination of AI and human Applications of AI in marketing 35 © Ana Isabel Canhoto
  • 36. Applications of AI in marketing 36 © Ana Isabel Canhoto Role of AI Role of Human Dominant Supportive Dominant Supportive
  • 37. Applications of AI in marketing 37 © Ana Isabel Canhoto Empathetic Intuitive Analytical Mechanical Context Role of AI Role of Human Specific Generic Dominant Supportive Dominant Supportive Skills required
  • 38. Applications of AI in marketing 38 © Ana Isabel Canhoto Empathetic Intuitive Analytical Mechanical Context Role of AI Role of Human Skills required Specific Generic Dominant Supportive Dominant Supportive Source: https://anacanhoto.com/2019/10/11/the-potential-of-ai-for-customer-facing-applications/
  • 39. Applications of AI in marketing 39 © Ana Isabel Canhoto Source: Davenport et al. (2020)
  • 40. AI acceptance and use 40 © Ana Isabel Canhoto Customers resist AI when the task is (Davenport et al, 2020): - Perceived as being subjective – When consumers perceive that intuition, affect and empathy are needed to perform the task well.
  • 41. AI acceptance and use 41 © Ana Isabel Canhoto Customers resist AI when the task is (Davenport et al, 2020): - Perceived as being unique – If the task is perceived as having unique, unrepeatable features.
  • 42. AI acceptance and use 42 © Ana Isabel Canhoto Customers resist AI when the task is (Davenport et al, 2020): - Very consequential for customers – A task that is very consequential for customers makes risks more salient to them.
  • 43. AI acceptance and use 43 © Ana Isabel Canhoto Customers resist AI when the task is (Davenport et al, 2020): - Related to autonomous goals – Enabling the AI to decide how best to achieve a goal.
  • 44. AI acceptance and use 44 © Ana Isabel Canhoto Customers resist AI when the task is (Davenport et al, 2020): - Salient to the customers’ identity - Customers resist using AI in tasks that are seen as central to those identities, because they perceive it as ‘cheating’.
  • 45. Anthropomorphism in customer facing AI 45 © Ana Isabel Canhoto • Appearance – e.g., Gendered name • Presentation – e.g., Female vs male voice • Behaviour – e.g., telling jokes Making AI humanlike? Conflicting evidence: (Uncanny valley)
  • 46. Anthropomorphism in customer facing AI 46 © Ana Isabel Canhoto Source: Blut et al. (2021) AI deemed as human- like if it has a face or a body, AND it displays emotions AI presented as female Customers are predisposed towards the technology, and to rate it as trustworthy. Intention to use, particularly for information processing services e.g., financial services
  • 47. Managing customer expectations 47 © Ana Isabel Canhoto Ms Daniela Castillo Guest Speaker Castillo, D., Canhoto, A. I & Said, E., (2020). The Dark Side of AI-powered Service Interactions: exploring the process of co-destruction from the customer perspective. The Service Industries Journal DOI: https://doi.org/10.1080/02642069.2020.1787993
  • 48. 48 © Ana Isabel Canhoto
  • 49. Activity 49 © Ana Isabel Canhoto Major supermarket chains testing automated age- verification system, when buying alcohol at self- checkouts: - Camera guesses age, using algorithms trained on database of anonymous faces. If it deems customer is under 25, they need to show ID to staff. - Vs. compulsory ID check for all customers.
  • 50. Activity 50 © Ana Isabel Canhoto Major supermarket chains testing automated age- verification system, when buying alcohol at self- checkouts: - Camera guesses age, using algorithms trained on database of anonymous faces. If it deems customer is under 25, they need to show ID to staff. - Vs. compulsory ID check for all customers. Based on what we discussed: - How are customers likely to react to this system? - What would you recommend in terms of the system’s functionality and appearance, to improve customer
  • 51. 51 © Ana Isabel Canhoto Key messages from this session
  • 52. MG5705 AI Leadership & Business Models 52 © Ana Isabel Canhoto AI in Marketing Image by @halacious via Unsplash