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Bart.Schutz@onlinedialogue.com
 #
Marshmallows, "
& the Psychology"
behind Evidence-Based Growth
Bart.Schutz@onlinedialogue.com
 #
Bart.Schutz@onlinedialogue.com
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The Marshmallow Test
Bart.Schutz@onlinedialogue.com
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The Marshmallow Test
Self-control: 
health, wealth & even happiness
Bart.Schutz@onlinedialogue.com
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Homo Sapiens often is better off when
excerting self-control
Bart.Schutz@onlinedialogue.com
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Part 1) "
Psychology
Bart.Schutz@onlinedialogue.com
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We are a Dual-Processing Brain
Fast & automated
Intuitive & associative 
Effortless
Large capacity
Reasons & rules
Requires attention
Effortful
Small capacity
Subconscious,
emotional
processes
Conscious, 

rational
processes
(always on)
 (lazy controller)
System 1


System 2

Bart.Schutz@onlinedialogue.com
 #
Feel your own 2 systems
Bart.Schutz@onlinedialogue.com
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A user = "
2 processing systems
Bart.Schutz@onlinedialogue.com
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The inconvenient truth:
The systems create ‘illusions of control’
Bart.Schutz@onlinedialogue.com
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Do we have Conscious Control?
A couple has 2 kids. "
One of them is a boy. 

How big is the chance that
the other kid is a boy too? 
33%
?
Bart.Schutz@onlinedialogue.com
 #
Do we have Conscious Control?
A couple has 2 kids. "
One of them is a boy. 

How big is the chance that
the other kid is a boy too? 
33%
?
The inconvenient truth:
‘Conscious control is often an illusion‘
Bart.Schutz@onlinedialogue.com
 #
Do we have Reasons?
Bart.Schutz@onlinedialogue.com
 #
Do we have Reasons?
The inconvenient truth:
‘Reasons are often post-decision alibi’s‘
Bart.Schutz@onlinedialogue.com
 #
Do we have Free Will?
I Know! Calculations are hard work.
But it’s nearly over.

Come on, one more…
123 + 5
QUICK! 
THINK ABOUT A 
COLOR AND A 
TOOL!
At the end of this test, 
I ask a question.
Don’t stop and think about it
Answer is immediately!
How much is:
15 + 6
3 + 56
89 + 2
12 + 53
75 + 26
25 + 52
63 + 32
Bart.Schutz@onlinedialogue.com
 #
Do we have Free Will?
Bart.Schutz@onlinedialogue.com
 #
Do we have Free Will?
The inconvenient truth:
‘Free-will is often an illusion‘
Bart.Schutz@onlinedialogue.com
 #
Do we have a reliable Memory?
Bart.Schutz@onlinedialogue.com
 #
Do we have a reliable Memory?
The inconvenient truth:
‘Experience & memory are quite distinct’
Bart.Schutz@onlinedialogue.com
 #
We are a Dual-Processing Brain
Fast & automated
Intuitive & associative 
Effortless
Large capacity
Reasons & rules
Requires attention
Effortful
Small capacity
Subconscious,
emotional
processes
Conscious, 

rational
processes
(always on)
 (lazy controller)
System 1


System 2

Bart.Schutz@onlinedialogue.com
 #
You and your users usually "
CANNOT help you with optimizing!
Bart.Schutz@onlinedialogue.com
 #
Usability Test insights?
B
A
Winner
Bart.Schutz@onlinedialogue.com
 #
Usability Test insights?
B
A
Winner
User Testing is often 
Useless Testing
Bart.Schutz@onlinedialogue.com
 #
What if users had designed Booking.com?
Bart.Schutz@onlinedialogue.com
 #
CRO = User-centric
Psychology
Bart.Schutz@onlinedialogue.com
 #
Part 2) "
Data & Statistics
Bart.Schutz@onlinedialogue.com
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Behavior has become data
Bart.Schutz@onlinedialogue.com
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Behavioral data analysis
Bart.Schutz@onlinedialogue.com
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Behavioral data analysis
The convenient truth:
1st party data!
Bart.Schutz@onlinedialogue.com
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Behavior has become testable
Bart.Schutz@onlinedialogue.com
 #
Behavior has become testable
The convenient truth:
!!! 1st party evidence !!!
Bart.Schutz@onlinedialogue.com
 #
Evidence has become FREE
Free A/B-testing: GTMtesting.com
Bart.Schutz@onlinedialogue.com
 #
Tools easy: lie!
Evidence has become Easy
Bart.Schutz@onlinedialogue.com
 #
You must have the basics of "
Statistics & Data Quality right!
Bart.Schutz@onlinedialogue.com
 #
The inconvenient truth:
CRO = ‘The illusion of Growth‘
Bart.Schutz@onlinedialogue.com
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POWERRRR!!!! (over significance)
Sample Size & Uplift calculator: abtestguide.com/abtestsize/
Bart.Schutz@onlinedialogue.com
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POWERRRR!!!! (over significance)
Sample Size & Uplift calculator: abtestguide.com/abtestsize/
Lack of power: 
Big issue in CRO!
Bart.Schutz@onlinedialogue.com
 #
POWERRRR!!!! (over significance)
Sample Size & Uplift calculator: abtestguide.com/abtestsize/
Calculate 
Minimum Required Uplift
Bart.Schutz@onlinedialogue.com
 #
Frequentistic (t-test): abtestguide.com/calc/
Which statistics for analyzing?
Bayesian: abtestguide.com/bayesian
Bart.Schutz@onlinedialogue.com
 #
Frequentistic (t-test): abtestguide.com/calc/
Which statistics for analyzing?
Bayesian: abtestguide.com/bayesian
Use Bayesian to grow
Use Frequentist to learn
Bart.Schutz@onlinedialogue.com
 #
But: Do you meet the assumptions of the statistics?
effect
Bart.Schutz@onlinedialogue.com
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But: Do you meet the assumptions of the statistics?
effect
Track users 100%, OR "
incorporate the pollution
Bart.Schutz@onlinedialogue.com
 #
But: Do you meet the assumptions of the statistics?
‘Ceteris Paribus’
Bart.Schutz@onlinedialogue.com
 #
But: Do you meet the assumptions of the statistics?
Check for 
Skewed Samples
‘Ceteris Paribus’
Bart.Schutz@onlinedialogue.com
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OMG, 

All my A/B-tests 

were useless

!?
Bart.Schutz@onlinedialogue.com
 #
Tools easy: lie!
Evidence has become Easy
Bart.Schutz@onlinedialogue.com
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Part 3) "
Evidence-Based Growth
Bart.Schutz@onlinedialogue.com
 #
&
Evidence Based Growth
√ Data√ Psychology
Bart.Schutz@onlinedialogue.com
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CRO => "
Evidence-Based Growth (EBG)
Bart.Schutz@onlinedialogue.com
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3 levels of EBG!
Bart.Schutz@onlinedialogue.com
 #
EARN
adding direct value
LEARN
user behavior
TURN
Innovate
3 levels of CRO EBG
Bart.Schutz@onlinedialogue.com
 #
Level 1: Transactional"
Bart.Schutz@onlinedialogue.com
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Level 1: Transactional"
Earn – Earn - Earn
Bart.Schutz@onlinedialogue.com
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1st Bandwidth: How many experiments can you run?
Bart.Schutz@onlinedialogue.com
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Type	3:	Loss	
preven.on
Type	2:	Earn Type	1:	Learn
Prob	of	upli+	>	0%	=	75% Prob	of	upli+	>	3%	=	75%		
(CO1/2/3	>	2%)
Frequen>st	
(1-sided,	95%)	
Bandwidth 20	per	week 8	per	week 5	per	week
1st Bandwidth: How many experiments can you run?
Bart.Schutz@onlinedialogue.com
 #
“Done,

absolutely everything 
Is tested
REALLY
Booking.com
Evidence Everything
Bart.Schutz@onlinedialogue.com
 #
Evidence Everything
Bart.Schutz@onlinedialogue.com
 #
“Our success at Amazon
is a function of
how many experiments
we do per year, per month, per
week, per day…”

Jeff Bezos, CEO Amazon
Focus on Regret & Velocity
Bart.Schutz@onlinedialogue.com
 #
“Move fast and break things.
Unless you are breaking stuff, you
are not moving fast enough.
…”

Mark Zuckerberg, FaceBook
Done is better than Perfect
Bart.Schutz@onlinedialogue.com
 #
Earn = Transactional
Bart.Schutz@onlinedialogue.com
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Quantity over Quality
Bart.Schutz@onlinedialogue.com
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Quantity over Quality
The BIG fish will not eat the SMALL, "
The FAST fish will eat the SLOW
Bart.Schutz@onlinedialogue.com
 #
Earn = Transactional
Bart.Schutz@onlinedialogue.com
 #
Data Driven
 
 
 
 
 
 
 
 
 
Transactional
C!
CREATE
A!
ANALYZE
T!
TEST
Bart.Schutz@onlinedialogue.com
 #
EARN => CTA–CTA –CTA!
Bart.Schutz@onlinedialogue.com
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Level 2: Intellectual"
Bart.Schutz@onlinedialogue.com
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Level 2: Intellectual"
Learn – Learn – Learn
Bart.Schutz@onlinedialogue.com
 #
Evidence Everything
 
 
 
 
Customer Intelligence
A!
ANALYZE
C!
CONCLUDE
C!
CREATE
A!
ANALYZE
T!
TEST
Bart.Schutz@onlinedialogue.com
 #
Heatmaps
Recordings
Web Analytics
Contextual Data
Previous tests
Algorithm outcomes
Mission
Vision
Strategy
Positioning
Goals
Scientific research
Competitors
View
(1st party)
Value
Customer Service
Surveys
Feedback tools
User & Market research
Social Media
Behavior & Experience Determinant Study
VoiceVerified
(1st party)
Verified
Bart.Schutz@onlinedialogue.com
 #
Behavior & Experience Determinant Study
get more insights from science:
Bart.Schutz@onlinedialogue.com
 #
Behavior & Experience Determinant Study
Bart.Schutz@onlinedialogue.com
 #
Behavior & Experience Insights Grid
Bart.Schutz@onlinedialogue.com
 #
Behavior & Experience Insights Grid
Bart.Schutz@onlinedialogue.com
 #
Behavior & Experience Insights Grid
Bart.Schutz@onlinedialogue.com
 #
Case: Hostelworld
Bart.Schutz@onlinedialogue.com
 #
A
 B
 A
 B
Winner
Loser
Different brain systems per device
Bart.Schutz@onlinedialogue.com
 #
System 2
||
/
controling 

System 1
System 1
/
||
Little control of 

System 2
Learn = Customer Intelligence
Bart.Schutz@onlinedialogue.com
 #
1st order learning: Local maximum
Bart.Schutz@onlinedialogue.com
 #
LEARN => FACT – FACT – FACT!
Bart.Schutz@onlinedialogue.com
 #
Level 3: Transformational"
Innovate & Disrupt
Bart.Schutz@onlinedialogue.com
 #
Evidence Everything
 
 
 
 
Customer Intelligence
A!
ANALYZE
C!
CONCLUDE
C!
CREATE
A!
ANALYZE
T!
TEST
Bart.Schutz@onlinedialogue.com
 #
F!
FIND
T!
TELL
A!
ANALYZE
C!
COMBINE
C!
CREATE
A!
ANALYZE
T!
TEST
F!
FIND
T!
TRANSFORM
A!
ANALYZE
C!
CONCLUDE
C!
CREATE
A!
ANALYZE
T!
TEST
Evidence Everything
 
 
 
 
 Transformational
Bart.Schutz@onlinedialogue.com
 #
B
A
Winner
Implicit safety
Bart.Schutz@onlinedialogue.com
 #
Case: Hostelworld On–The–Go?
Bart.Schutz@onlinedialogue.com
 #
The future of CRO = EBG"
A transformational understanding "
of what drives homo sapiens
Bart.Schutz@onlinedialogue.com
 #
Let’s rewind
Bart.Schutz@onlinedialogue.com
 #
The future of CRO = EBG"
A transformational understanding "
of what drives homo sapiens
Bart.Schutz@onlinedialogue.com
 #
LEARN => FACT – FACT – FACT!
Bart.Schutz@onlinedialogue.com
 #
EARN => ACT – ACT – ACT!
Bart.Schutz@onlinedialogue.com
 #
CRO => "
Evidence-Based Growth (EBG)
Bart.Schutz@onlinedialogue.com
 #
You got to have your 
Data & Statistics right
Bart.Schutz@onlinedialogue.com
 #
CRO = User-centric
Psychology
Bart.Schutz@onlinedialogue.com
 #
You and your users usually "
CANNOT help you with optimizing!
Bart.Schutz@onlinedialogue.com
 #
A user = "
2 processing systems
Bart.Schutz@onlinedialogue.com
 #
Homo Sapiens often is better off when
excerting self-control
Bart.Schutz@onlinedialogue.com
 #
Internet = The 
Biggest Psychological experiment ever
Bart.Schutz@onlinedialogue.com
 #
Internet = Data & Experiments
>100 billion ‘people’ are
in a test every month
Bart.Schutz@onlinedialogue.com
 #
An abundance of data is tracked
Bart.Schutz@onlinedialogue.com
 #
Knowledge
 Knowledge
a/b-test	a/b-test	a/b-test	a/b-test	
a/b-test	a/b-test	a/b-test	a/b-test	
a/b-test	a/b-test	a/b-test	a/b-test	
a/b-test	a/b-test	a/b-test	a/b-test	
a/b-test	a/b-test	a/b-test	a/b-test	
a/b-test	a/b-test	a/b-test	a/b-test	
I am in control
No, you’re not, "
I know you better than
you know yourself
Internet = Data & Experiments
Bart.Schutz@onlinedialogue.com
Bart.Schutz@onlinedialogue.com
 #
Knowledge
Knowledge
a/b-test	a/b-test	a/b-test	a/b-test	
a/b-test	a/b-test	a/b-test	a/b-test	
a/b-test	a/b-test	a/b-test	a/b-test	
a/b-test	a/b-test	a/b-test	a/b-test	
a/b-test	a/b-test	a/b-test	a/b-test	
a/b-test	a/b-test	a/b-test	a/b-test	
a/b-test	a/b-test	a/b-test	a/b-test	
a/b-test	a/b-test	a/b-test	a/b-test	
a/b-test	a/b-test	a/b-test	a/b-test	
a/b-test	a/b-test	a/b-test	a/b-test	
a/b-test	a/b-test	a/b-test	a/b-test	
a/b-test	a/b-test	a/b-test	a/b-test	
a/b-test	a/b-test	a/b-test	a/b-test	
	
Internet = Data & Experiments
I know how to inject my
goal into your mind,
separating you from your
Money & Time & Free-will
Bart.Schutz@onlinedialogue.com
Bart.Schutz@onlinedialogue.com
 #
With great intelligence and influence,
comes great responsibility
•  Bart@OnlineDialogue.com


•  nl.linkedin.com/in/bartschutz/


•  @BartS
STATISTICS

Use =>
Abtestguide.com/calc
CONSUMER PSYCHOLOGY

Learn =>
wheelofpersuasion.com/course
Download these slides => http://ondi.me/cboostdk
EVIDENCE BASED GROWTH

Incorporate =>
info@OnlineDialogue.com
Co-founder


Advisory Board Dutch 

Institute for Psychologists

EU Federation of Psychology Associations

Chair Task Force ‘Internet & Psychology’
Tak!
Bart Schutz

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