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Memi Beltrame
Memi Beltrame
I make things fun
and easy to use.
http://protostrap.ch
Show me something nice!
3 studies on making buying suggestions
Based on my behaviour and that
of users watching similar things
Not all sites have 

that kind of data
Let’s look at suggestions 

on starting pages
Are these meaningful &
relevant suggestions?
New Seasonal
SeasonalNew
Are these meaningful &
relevant suggestions?
Deals Random
Deals
Brands
Random
New Seasonal
SeasonalNew
Maybe in terms of how their
business is structured
Deals Random
Deals
Brands
Random
Can we make 

meaningful & relevant
suggestions?

If so: How?
figuring out Taste
Test 1: 

Endless Stream of
Random Stuff
Focus on
Discovery
User feedback:

Why are you
showing me this?

It’s great to
browse but what
has this to 

with me?
Favorites
Bought Sold
last items
similar
Other
suggestions
Irrelevance
UX trivia #1

Users don’t care about
things they don’t care about
Test 2: 

User Groups
For All
Mamas & Papas
Geeks
Gourmets
Collectors
Fashionistas
Gardeners
Hunters
Home Improvers
Runners & Hikers
✕ close
User Groups
Users often can’t see 

themselves in a group 

"Where are the normal people?"

User Groups
Users don’t want to be reduced 

to a group.

"What happens if I choose one?
Will I miss out on the others?"

Test 3: 

Configuration
Configuration
Users welcome it 

but will not use it.

"It’s interesting but
I can’t be bothered."

How people make
major purchases
How do people buy
a car or a house?
Phase I Phase II Phase III
Discovering Learning Hunting
Questions
• What do I need?
• What is the offer?
• What matches my needs?
• What is a good offer?
• What do I have to expect?
• Is this a good offer?
Activities
• Research
• First Search
• Discovery
• Comparing
• Collecting
• Test Driving (Does this model
match?)
• Playing Around
• Observing
• Test Driving (Does this
car match?)
• Deciding
Knowledge
Basic Needs • Exclusion Criteria
• Range Spektrum
• Awareness of Criteria
• Knowing exact needs
• Clarity
• Ability to make a
decision to buy
3 Buying Phases
Entry points for different phases
What’s your type of car?
Don’t know what car you
should be looking for?

Answer a few questions and
get suggestions to get you
started .
Start wizard
1
2
New entries for your saved searches
Family Car 5 Seats, Station Wagon, Max Price 15’000, Max Milage 20’000km 3
Help users to discover
their basic needs
SuggestionsUsagePurposeBudgetStowageSeats
How much stowage space do you need?
Just for groceries For a trip for two We’re a large family I often move stuff
Make suggestions to
get the users going
Our suggestions to get you going
Seats Stowage Budget Purpose Usage Suggestions
Switching to
conversational ui
Mobile
The "chatbots are

better steppers"

assumption
Stepper vs Chatbot

• Users engaged with the chatbot

• were quicker in going through
the steps

• Found the interaction natural

• but preferred the stepper over
the chatbot
The Power of Decision Trees
Just translating the stepper to a
chatbot leaves out all the
possibilities conversational
interfaces offer.
Human vs Bot
Using Photos is

misleading.

Users want to know who
they’re talking to
Making the conversation
feel natural


Adding hesitation markers

("fake writing") makes the
conversation more realistic.
Making the conversation
feel natural
Following the pattern of 

Turn-taking: 

- Pick up the thread (response)

- Move along (follow-up)
Hesitation marker Response &

Hesitation marker
Follow-up
Response structure
Finding out how users tick
Cambridge Analytica
Article in the Tages-Anzeiger Magazine:

https://www.dasmagazin.ch/2016/12/03/ich-habe-nur-gezeigt-dass-es-die-bombe-gibt/
Article on Nieman Lab:

http://www.niemanlab.org/2017/05/cambridge-analytica-trump-and-the-new-old-fear-of-manipulating-the-masses/
Ocean Model

The Big Five
Five broad dimensions
used to describe the human
personality and psyche.
Ocean Model

The Big Five
Openness
Conscientiousness
Extraversion
Agreableness
Neuroticism

Ocean Model

The Big Five
Personality Trait High Scorers Low Scorers
Openness Imaginative Conventional
Conscientiousness Organized Spontaneous
Extraversion Outgoing Solitary
Agreableness Trusting Competitive
Neuroticism
 Prone to 

stress & worry
Emotionally stable
Ocean Model

What’s the point of it?
If you can describe a
personality you can
respond to their impulses,
fears, sense of duty etc.
Be responsible and
don’t misuse it.
Don’t be like
this Asshole
Last Christmas
How to find
the perfect present.
Of course there
is a button
labelled
Weirder!
Personality Trait High Scorers Even Low Scorers
Openness Imaginative Conventional
Conscientiousness Organized Spontaneous
Extraversion Outgoing Solitary
Agreableness Trusting Competitive
Neuroticism
 Prone to 

stress & worry
Emotionally 

stable
What personality does
this product reflect?
Feedback:

Users liked how well the gift
matched most of the time.

And the weirder button.
Overwhelming
Thank you!
I’m @bratwurstkomet on Twitter
Prototypes made with Protostrap

http://protostrap.ch

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