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Dr. Catherine Havasi, MIT Media Lab
Technical co-founder, Sendesis
BEYOND PERSONALIZATION:
EVERYONE NEEDS SCALABLE AND
ACCESSIBLE UNDERSTANDING
Photo: Michael Vesia, CC-By
MEANWHILE, AT THE
MIT MEDIA LAB
Photo: MIT Media Lab
COLLECTING COMMON-SENSE KNOWLEDGE
We have built models of how people think about the world in 73
languages – called ConceptNet.
Emotion has always been
central to the data we
collected.
Photo by: Petar Milošević CC BY-SA 3.0.
Photo: Steve Hopson, CC-By
But then things moved on without us –
users changed how they interacted with search engines
We found a new use of this data:
integrating into machine learning to
facilitate adaptability
Photo by: Chris Rodley
Data is important…
but don’t let that stop you
Photo by: Gene Kogan
The relationship between humans and
machines is inherently emotional.
Photo by: Rene Passet CC-by-SANC
Photo by: Anna Dziubinska, CC-by-SA
Emotion is a critical part of
communication
Gartner infamously predicted last year that
soon your phone “know more about your
emotional state than your own family.”
Source: Gartner
Emotional AI allows humans to
have time to develop emotional
relationships.
51% of consumers expect that
companies will anticipate their needs and
make relevant suggestions – even if
they’ve never bought from the brand
before.
Source: Salesforce
Marketing has been talking
about personalization for years.
80% of shoppers are more likely to frequent and
buy from stores with more personalized
experiences.
Source: Epsilon
mass production personalization
What is generative content?
Are we there yet? What gets us there?
• Design Principles
Photo by: User: Takeaway CC BY-SA 3.0.
Design principles for
hyperpersonalization
Image Credit: D J Shin CC-by-SA
Robots are not your brand voice.
One Size Does Not Fit All:
Language
Domain
Expertise
Customer Journey Stage
Engagement Goal
It’s the whole customer journey that matters – not
just the feedback touch points
It’s happening again: today’s agents don’t
communicate like us.
Image Credit: Amazon
Image Credit: Netflix Promotional
What about hyper-personalized media?
We need to ask new
questions
We need a
framework that
knows how to
grow up.
Let’s make a promise to our
users about their data.
Focus on
Experience versus
Agent
Transparency Matters
Values Matter
Data Matters
Let’s find a way to communicate
with machines like we always
dreamed of.
Thank you!
Dr. Catherine Havasi
havasi@media.mit.edu
@catherinehavasi

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