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1
Q4-2023
GAP Analyses.
Mark de Winter
Mark de Winter – Clickvalue - 29-1-2024
2
COMPANY’S
VELOCITY
TARGETS
CRO
RESOURCES
3
COMPANY’S
VELOCITY
TARGETS
CRO
RESOURCES
Problems when scaling
experimentation programs:
o Resources don’t grow at same pace as
(change) ambitions.
o Quality becomes an issue >10
experiments / month over multiple
teams.
o Cumbersome tasks are boring, and
demotivating.
4
About ClickValue.
5
Concepting & creation
Data & Analytics
Conversion
optimization
Online marketing
B2B market
Online marketing
B2C market
E-mail marketing &
marketing automation
24
CXO Experts (incl.
developers)
1000
AB tests / year
+15
Years of experience in
CXO
50
Countries
6
Our Mission:
“Growing our clients’ business by supporting them in
making better decisions on their customers’
experiences”
7
Our Clients:
8
Trends 2024.
9
CXO Trends in 2024*
(UX) Research
✓ Sustainability
✓ Digital accessibility
✓ Customer centricity
✓ Predictive analysis
✓ Centralized insights
Solution Design
✓ Immersive experiences
✓ Mobile first CX
✓ Optimizing voice
interactions
✓ VR / AR
Experimentation
✓ Automation
✓ Exp. data quality &
Dashboarding
✓ Hyper personalization
PM / Strategy
✓ Scaling of experimentation
in organizations
✓ Leveraging AI
✓ Data privacy & trust
✓ Omnichannel harmony
*Sources: Contentsquare / CMSWire / + Clickvalue benchmarks
10
11
Step 1: A structured process.
12
“If you don’t have a process, you don’t know what you’re doing”
E. Deming
13
Step 1: Start with a structured process
1) Ad-hoc experimentation 2) Dedicated experimentation 3) Advanced experimentation 4) Embedded experimentation
Maturity state
Single touchpoint Multiple touchpoints Full customer journey All (marketing & product related)
Experimentation scope
1 person Small team(s) Multiple organized teams Embedded (no CXO team)
Teams
Basic Structured process Advanced / automated Democratized
Process
1: Start structuring the
program
14
Step 1: Start with a structured process
Ensure a solid workflow
15
Step 1: Start with a structured process
Templates Subtasks Sprint management
16
Step 2: Start automizing standardized
tasks
1) Ad-hoc experimentation 2) Dedicated experimentation 3) Advanced experimentation 4) Embedded experimentation
Maturity state
Single touchpoint Multiple touchpoints Full customer journey All (marketing & product related)
Experimentation scope
1 person Small team(s) Multiple organized teams Embedded (no CXO team)
Teams
Basic Structured process Advanced / automated Democratized
Process
2: Take your first
automation steps
17
Automated Program Dashboarding:
Filter out all results
and experiment data
Quickly find all
your reports
based on
advanced
filters
View results from whole
program or specific team(s)
Succesdata
Compare
success ratios
to understand
what works
and what not
AI to increase efficiency
Generate quick ideas or substantiate
existing ideas with generative
content or create your own
database for trend & meta-analyses
1. AI Ideation
Generative AI can help create
assumptions on how to interpret
data and create hypotheses.
2. AI enriched
opportunities
AI can help with inspiration and quickly
generate multiple versions (viewports /
devices) of existing designs
3. Faster design
AI can help to create assumptions on
how the data can be interpreted in user
behavior and attitude to generate follow
up ideas.
4. Rich validation
19
19
Example:
Help with
creating
assumptions
in ChatGPT
https://chat.openai.com/g/g-9CEOma1P1-cx-cognitive-insight
Prompt with: “What
can explain the
effect…”
20
More
ChatGPT
examples:
20
21
Step 3: Automation by default
1) Ad-hoc experimentation 2) Dedicated experimentation 3) Advanced experimentation 4) Embedded experimentation
Maturity state
Single touchpoint Multiple touchpoints Full customer journey All (marketing & product related)
Experimentation scope
1 person Small team(s) Multiple organized teams Embedded (no CXO team)
Teams
Basic Structured process Advanced / automated Democratized
Process
3: Automation at the
core of the program
22
Experiment data management & monitoring:
Basic decision
support on
what to do.
Only show
the
experiments
you need
Splitwatch+ shows all
experiments and its relevant
data at one glance
See all
running
experiments
and select KPI
to call
23
Experiment database:
Summary of results +
option to download
full report
Build custom filtering
& dashboarding for
specific research topics
Multiple variables available
to easily search through it
A database
with all
experiments
24
Experiment database:
Job
Completion
Surveys Funnel
analysis
Return
rate
analysis
Customer
Journey
Mapping
A/B test
analysis
Landing
page traffic
analysis
Refined
opportunity
Moderated
usability
study
Expert
review
Competitor
scan
Prototype
test results
Funnel
analysis
Exit
survey
results
Preference
test results
1: One place for the
entire organisation to
log insights
2. A uniform way to
add new insights using
a clearly defined data
model & forms
3: The ability to easily find
and combine insights.
25
Team training:
Individual training
tracks: Analyst (Asana)
Knowledge base in
Document360
26
26
Example: AI
customer
database
27
CXO Ecosystem:
Research
inspiration
Better predictions
due to prior data
& insights
Design
inspiration
Automated Program
Output overview
Splitwatch+
automated data &
monitoring tool
Automated
reporting
Structured
Opportunity’s,
Areas, Solutions
and their
relations (OST)
Faster “meta-
analyses”
Experiment repository stores all
important experiment data
28
Summary
1) Ad-hoc experimentation 2) Dedicated experimentation 3) Advanced experimentation 4) Embedded experimentation
Maturity state
Single touchpoint Multiple touchpoints Full customer journey All (marketing & product related)
Experimentation scope
1 person Small team(s) Multiple organized teams Embedded (no CXO team)
Teams
Basic Structured process Advanced / automated Democratized
Process
1: Start structuring the
program
29
Summary
1) Ad-hoc experimentation 2) Dedicated experimentation 3) Advanced experimentation 4) Embedded experimentation
Maturity state
Single touchpoint Multiple touchpoints Full customer journey All (marketing & product related)
Experimentation scope
1 person Small team(s) Multiple organized teams Embedded (no CXO team)
Teams
Basic Structured process Advanced / automated Democratized
Process
2: Take your first
automation steps
30
Summary
1) Ad-hoc experimentation 2) Dedicated experimentation 3) Advanced experimentation 4) Embedded experimentation
Maturity state
Single touchpoint Multiple touchpoints Full customer journey All (marketing & product related)
Experimentation scope
1 person Small team(s) Multiple organized teams Embedded (no CXO team)
Teams
Basic Structured process Advanced / automated Democratized
Process
3: Automation at the
core of the program
31
Benefits of automation in experimentation
√ Scaling will become easier and less resource heavy
√ Less quality loss due to automated data-prep and decision support
√ Better, clearer overview of all CXO output, results, impact and ROI
√ Save time for deeper analyses, designs, interpretations and follow ups.
√ More fun! As repetitive tasks are mostly automated.
But
➢ Beware of rubbish in – rubbish out: Prioritize clear process standards
➢ Standardisation v.s. customization
➢ AI isn’t trustworthy (yet)
32
COMPANY’S
VELOCITY
TARGETS
CRO
RESOURCES
33
34
Thanks!
mark@clickvalue.nl

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Run more experiments with fewer resources

  • 1. 1 Q4-2023 GAP Analyses. Mark de Winter Mark de Winter – Clickvalue - 29-1-2024
  • 3. 3 COMPANY’S VELOCITY TARGETS CRO RESOURCES Problems when scaling experimentation programs: o Resources don’t grow at same pace as (change) ambitions. o Quality becomes an issue >10 experiments / month over multiple teams. o Cumbersome tasks are boring, and demotivating.
  • 5. 5 Concepting & creation Data & Analytics Conversion optimization Online marketing B2B market Online marketing B2C market E-mail marketing & marketing automation 24 CXO Experts (incl. developers) 1000 AB tests / year +15 Years of experience in CXO 50 Countries
  • 6. 6 Our Mission: “Growing our clients’ business by supporting them in making better decisions on their customers’ experiences”
  • 9. 9 CXO Trends in 2024* (UX) Research ✓ Sustainability ✓ Digital accessibility ✓ Customer centricity ✓ Predictive analysis ✓ Centralized insights Solution Design ✓ Immersive experiences ✓ Mobile first CX ✓ Optimizing voice interactions ✓ VR / AR Experimentation ✓ Automation ✓ Exp. data quality & Dashboarding ✓ Hyper personalization PM / Strategy ✓ Scaling of experimentation in organizations ✓ Leveraging AI ✓ Data privacy & trust ✓ Omnichannel harmony *Sources: Contentsquare / CMSWire / + Clickvalue benchmarks
  • 10. 10
  • 11. 11 Step 1: A structured process.
  • 12. 12 “If you don’t have a process, you don’t know what you’re doing” E. Deming
  • 13. 13 Step 1: Start with a structured process 1) Ad-hoc experimentation 2) Dedicated experimentation 3) Advanced experimentation 4) Embedded experimentation Maturity state Single touchpoint Multiple touchpoints Full customer journey All (marketing & product related) Experimentation scope 1 person Small team(s) Multiple organized teams Embedded (no CXO team) Teams Basic Structured process Advanced / automated Democratized Process 1: Start structuring the program
  • 14. 14 Step 1: Start with a structured process Ensure a solid workflow
  • 15. 15 Step 1: Start with a structured process Templates Subtasks Sprint management
  • 16. 16 Step 2: Start automizing standardized tasks 1) Ad-hoc experimentation 2) Dedicated experimentation 3) Advanced experimentation 4) Embedded experimentation Maturity state Single touchpoint Multiple touchpoints Full customer journey All (marketing & product related) Experimentation scope 1 person Small team(s) Multiple organized teams Embedded (no CXO team) Teams Basic Structured process Advanced / automated Democratized Process 2: Take your first automation steps
  • 17. 17 Automated Program Dashboarding: Filter out all results and experiment data Quickly find all your reports based on advanced filters View results from whole program or specific team(s) Succesdata Compare success ratios to understand what works and what not
  • 18. AI to increase efficiency Generate quick ideas or substantiate existing ideas with generative content or create your own database for trend & meta-analyses 1. AI Ideation Generative AI can help create assumptions on how to interpret data and create hypotheses. 2. AI enriched opportunities AI can help with inspiration and quickly generate multiple versions (viewports / devices) of existing designs 3. Faster design AI can help to create assumptions on how the data can be interpreted in user behavior and attitude to generate follow up ideas. 4. Rich validation
  • 21. 21 Step 3: Automation by default 1) Ad-hoc experimentation 2) Dedicated experimentation 3) Advanced experimentation 4) Embedded experimentation Maturity state Single touchpoint Multiple touchpoints Full customer journey All (marketing & product related) Experimentation scope 1 person Small team(s) Multiple organized teams Embedded (no CXO team) Teams Basic Structured process Advanced / automated Democratized Process 3: Automation at the core of the program
  • 22. 22 Experiment data management & monitoring: Basic decision support on what to do. Only show the experiments you need Splitwatch+ shows all experiments and its relevant data at one glance See all running experiments and select KPI to call
  • 23. 23 Experiment database: Summary of results + option to download full report Build custom filtering & dashboarding for specific research topics Multiple variables available to easily search through it A database with all experiments
  • 24. 24 Experiment database: Job Completion Surveys Funnel analysis Return rate analysis Customer Journey Mapping A/B test analysis Landing page traffic analysis Refined opportunity Moderated usability study Expert review Competitor scan Prototype test results Funnel analysis Exit survey results Preference test results 1: One place for the entire organisation to log insights 2. A uniform way to add new insights using a clearly defined data model & forms 3: The ability to easily find and combine insights.
  • 25. 25 Team training: Individual training tracks: Analyst (Asana) Knowledge base in Document360
  • 27. 27 CXO Ecosystem: Research inspiration Better predictions due to prior data & insights Design inspiration Automated Program Output overview Splitwatch+ automated data & monitoring tool Automated reporting Structured Opportunity’s, Areas, Solutions and their relations (OST) Faster “meta- analyses” Experiment repository stores all important experiment data
  • 28. 28 Summary 1) Ad-hoc experimentation 2) Dedicated experimentation 3) Advanced experimentation 4) Embedded experimentation Maturity state Single touchpoint Multiple touchpoints Full customer journey All (marketing & product related) Experimentation scope 1 person Small team(s) Multiple organized teams Embedded (no CXO team) Teams Basic Structured process Advanced / automated Democratized Process 1: Start structuring the program
  • 29. 29 Summary 1) Ad-hoc experimentation 2) Dedicated experimentation 3) Advanced experimentation 4) Embedded experimentation Maturity state Single touchpoint Multiple touchpoints Full customer journey All (marketing & product related) Experimentation scope 1 person Small team(s) Multiple organized teams Embedded (no CXO team) Teams Basic Structured process Advanced / automated Democratized Process 2: Take your first automation steps
  • 30. 30 Summary 1) Ad-hoc experimentation 2) Dedicated experimentation 3) Advanced experimentation 4) Embedded experimentation Maturity state Single touchpoint Multiple touchpoints Full customer journey All (marketing & product related) Experimentation scope 1 person Small team(s) Multiple organized teams Embedded (no CXO team) Teams Basic Structured process Advanced / automated Democratized Process 3: Automation at the core of the program
  • 31. 31 Benefits of automation in experimentation √ Scaling will become easier and less resource heavy √ Less quality loss due to automated data-prep and decision support √ Better, clearer overview of all CXO output, results, impact and ROI √ Save time for deeper analyses, designs, interpretations and follow ups. √ More fun! As repetitive tasks are mostly automated. But ➢ Beware of rubbish in – rubbish out: Prioritize clear process standards ➢ Standardisation v.s. customization ➢ AI isn’t trustworthy (yet)
  • 33. 33