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Chatbot messenger
that can empathize
The marriage of Big Data & psychological research
Liraz Margalit (PhD)
Web Psychologist, Head of Behavioral Research
2 | Confidential
Conversational ecommerce - the bot sees what I’m
doing on the site and responds according to a script
Guidance Suggestions Information
3 | Confidential
4 | Confidential
“Efforts by chatbot vendors to
humanize interactions fall flat
because they have failed to capture,
analyze and harness the most
meaningful and powerful aspect
of human communication:
the unspoken.”
Pretty Soon, Chatbots Will Be Able to Understand How You're Feeling - https://www.entrepreneur.com/article/284414
4 | Confidential
Why is the unspoken
so important?
6 | Confidential
“70% of our day-to-day interactions
are based almost entirely on
non-verbal signals.”
Barnum, C., and N. Wolniansky. "Taking cues from body language."
Management Review, June 1989, p. 59+. Academic OneFile, 28 Sept. 2017.
6 | Confidential
7 | Confidential
As the interaction moves online,
you can’t see your customers face-to-face.
7 | Confidential
Your interactions
& movements online
reflect your state of mind.
Hibbeln, M. T., Jenkins, J. L., Schneider, C., Valacich, J., & Weinmann, M. (2016). Inferring negative emotion from
mouse cursor movements.
Yamauchi, T. (2013, September). In Affective Computing and Intelligent Interaction (ACII), 2013 Humaine
Association Conference. IEEE.
9 | Confidential
CLICKTALE PSYCHOLOGICAL ANALYTICS
The five mindsets that reflect visitors’ key
behavioral patterns
No interest/
insufficient motivation
to keep exploring
page/content
Lost sense of
direction, position,
or relationship
with page
Zero-in on options
by investigating
options page has
to offer
Pay attention to
content on page;
deeply engaged
Focused, know
what they want;
pay less attention
to the page
DISORIENTED LACK OF INTEREST EXPLORING MINDFUL FOCUSED
10 | Confidential
This customer’s mindset changed by different touch
points along her journey
11 | Confidential
Retarget your strategy for dominant mindset
Disorientation
Lack of Interest
Mindful
Focused
Exploratory
No point in retargeting
Create interest and deeper involvement – “We have some new and
exciting products for you, can I give you a few suggestions?”
Damage control – “I’m getting the sense that you aren’t finding what
you’re looking for – is there anything I can do to help?”
Create incentive to purchase – discount, sense of urgency i.e. “This sale
ends in 3 hours and 24 minutes” or “You have a great taste, follow this
link to find more products we think you’ll like.”
“You left something in your cart, but we can only hold it for you
for the next hour…”
11 | Confidential
CUSTOMER 1 CUSTOMER 2CASE STUDY: LEADING E-COMMERCE SITES
How is our brand
experience
performing?
26%
36%
25%
12%
10%
46% 23%
17%
3.4%
DisorientedLack of Interest Exploring Mindful Focused
CASE STUDY: LEADING E-COMMERCE SITE
Changing the brand
experience: results
BEFORE: AVG. CONVERSION
1.8%
67%
INCREASE IN
CONVERSIONS
STRONGER
EMOTIONAL
CONNECTION
KEY BENEFITS
REDUCTION IN NEGATIVE
EXPERIENCE
46%
25%
19%
3.4%
58%
15%
18%
8%
58%
MINDFUL: 3.4% → 15%
LACK OF INTEREST 19% → 8%
CONVERSION 1.8% → 3%
DisorientedLack of Interest Exploring Mindful Focused
AFTER: AVG. CONVERSION
3%
WHAT OUR CUSTOMERS ARE SAYING
“The results were very clear: significant shifts in favorable
behaviors such as more mindful interactions, as well as sizable
decreases in visitors who displayed a lack of interest.
These amazing results are a great validation of why it’s important
to combine psychological research and data science for an
optimum customer experience.”
15 | Confidential
Bot conversation
14 | Confidential
Summary
To develop a successful and humanized
chatbot, instead of relying solely on verbal
communication, consider HOW the visitors
are interacting and interpret their
nonverbal signals.
Thank you for listening
Liraz Margalit (PhD)
Web Psychologist & Director of Behavioral Analytics
clicktale.com
facebook.com/Clicktale
@Clicktale
Liraz.Margalit@clicktale.com
@LirazMargalit

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Conversionday. Chatbot messenger that can empathize: The marriage of Big Data & psychological research

  • 1. Chatbot messenger that can empathize The marriage of Big Data & psychological research Liraz Margalit (PhD) Web Psychologist, Head of Behavioral Research
  • 2. 2 | Confidential Conversational ecommerce - the bot sees what I’m doing on the site and responds according to a script Guidance Suggestions Information
  • 4. 4 | Confidential “Efforts by chatbot vendors to humanize interactions fall flat because they have failed to capture, analyze and harness the most meaningful and powerful aspect of human communication: the unspoken.” Pretty Soon, Chatbots Will Be Able to Understand How You're Feeling - https://www.entrepreneur.com/article/284414 4 | Confidential
  • 5. Why is the unspoken so important?
  • 6. 6 | Confidential “70% of our day-to-day interactions are based almost entirely on non-verbal signals.” Barnum, C., and N. Wolniansky. "Taking cues from body language." Management Review, June 1989, p. 59+. Academic OneFile, 28 Sept. 2017. 6 | Confidential
  • 7. 7 | Confidential As the interaction moves online, you can’t see your customers face-to-face. 7 | Confidential
  • 8. Your interactions & movements online reflect your state of mind. Hibbeln, M. T., Jenkins, J. L., Schneider, C., Valacich, J., & Weinmann, M. (2016). Inferring negative emotion from mouse cursor movements. Yamauchi, T. (2013, September). In Affective Computing and Intelligent Interaction (ACII), 2013 Humaine Association Conference. IEEE.
  • 9. 9 | Confidential CLICKTALE PSYCHOLOGICAL ANALYTICS The five mindsets that reflect visitors’ key behavioral patterns No interest/ insufficient motivation to keep exploring page/content Lost sense of direction, position, or relationship with page Zero-in on options by investigating options page has to offer Pay attention to content on page; deeply engaged Focused, know what they want; pay less attention to the page DISORIENTED LACK OF INTEREST EXPLORING MINDFUL FOCUSED
  • 10. 10 | Confidential This customer’s mindset changed by different touch points along her journey
  • 11. 11 | Confidential Retarget your strategy for dominant mindset Disorientation Lack of Interest Mindful Focused Exploratory No point in retargeting Create interest and deeper involvement – “We have some new and exciting products for you, can I give you a few suggestions?” Damage control – “I’m getting the sense that you aren’t finding what you’re looking for – is there anything I can do to help?” Create incentive to purchase – discount, sense of urgency i.e. “This sale ends in 3 hours and 24 minutes” or “You have a great taste, follow this link to find more products we think you’ll like.” “You left something in your cart, but we can only hold it for you for the next hour…” 11 | Confidential
  • 12. CUSTOMER 1 CUSTOMER 2CASE STUDY: LEADING E-COMMERCE SITES How is our brand experience performing? 26% 36% 25% 12% 10% 46% 23% 17% 3.4% DisorientedLack of Interest Exploring Mindful Focused
  • 13. CASE STUDY: LEADING E-COMMERCE SITE Changing the brand experience: results BEFORE: AVG. CONVERSION 1.8% 67% INCREASE IN CONVERSIONS STRONGER EMOTIONAL CONNECTION KEY BENEFITS REDUCTION IN NEGATIVE EXPERIENCE 46% 25% 19% 3.4% 58% 15% 18% 8% 58% MINDFUL: 3.4% → 15% LACK OF INTEREST 19% → 8% CONVERSION 1.8% → 3% DisorientedLack of Interest Exploring Mindful Focused AFTER: AVG. CONVERSION 3%
  • 14. WHAT OUR CUSTOMERS ARE SAYING “The results were very clear: significant shifts in favorable behaviors such as more mindful interactions, as well as sizable decreases in visitors who displayed a lack of interest. These amazing results are a great validation of why it’s important to combine psychological research and data science for an optimum customer experience.”
  • 15. 15 | Confidential Bot conversation 14 | Confidential
  • 16. Summary To develop a successful and humanized chatbot, instead of relying solely on verbal communication, consider HOW the visitors are interacting and interpret their nonverbal signals.
  • 17. Thank you for listening Liraz Margalit (PhD) Web Psychologist & Director of Behavioral Analytics clicktale.com facebook.com/Clicktale @Clicktale Liraz.Margalit@clicktale.com @LirazMargalit