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Cutting Guesswork About User
Behaviour with Data-driven
Conversion Optimization
Erica Schroder
Web Manager, BrainShark
Pablo Paternain
Sr. Product Owner, Quandoo
Rahul Jain
Sr. Product Manager, VWO
Utkarsh Rai
Growth Marketer, VWO
vwo.com
Today’s Agenda
● Methods of visitor research
● Tools & techniques for gathering visitor data
● Research Blueprint: The Sketch
● Conversion Optimization Learnings By BrainShark
● Conversion Optimization Learnings By Quandoo
vwo.com
Ask Questions on Twitter
#AskVWO
vwo.com
A step-by-step approach to
increase conversions
Conversion Rate Optimization Process
Research Phase
Tracking metrics and identifying what
parts of conversion funnel need fixing
Hypothesis Phase
Constructing educated hypothesis,
based on your research
Prioritization Phase
Planning and prioritizing your hypothesis
Testing Phase
Testing your hypothesis against the
existing version of the website
Learning Phase
Deploying the winning hypothesis and/or
gathering learning for subsequent tests
vwo.com
What are the different
methods to do research?
vwo.com
What are the
different
methods to do
research ?
vwo.com
• Web Analytics
• Conversion Funnel Tracking
• Form Analytics
Quantitative
Methods
Collecting metrics about users on
how they interact and engage with
your web properties
vwo.com
Quantitative data shows you what is
happening, but why it is happening is
discovered by qualitative tools. 
vwo.com
• Heatmaps and Clickmaps
• Customer Interviews
• Surveys
• Session Replays
• Click Testing
• Customer Support Interactions
...and so on
Qualitative
Methods
vwo.com
Technical Research Heuristic Analysis
Discovering broken
functionality and user
experience
• Browsers
• Devices
• Page load speed
Evaluation of a website by a
usability expert against a set
heuristics to identify
potential conversion
barriers.
vwo.com
Research Tools
Which tools to choose?
1) Web analytics
2) Surveys
3) Heatmaps and Clickmaps
4) Visitor Recordings (Session Replays)
5) User Testing
6) Form Analysis
7) Heuristic Analysis (Expert Reviews)
8) Customer Interviews
9) Click testing
10) 5 second test
vwo.com
vwo.com
Putting Visitor Research
Into Action
Setting Up a Research Blueprint
vwo.com
GOALS
FUNNELS
VISITOR PROFILES
vwo.com
Keeping close eye on business
metrics
1) Define business objectives
2) Create goals in terms of metrics of these objectives
3) Start with Macro conversions
4) Setup micro conversions that form part of macro
conversions
5) Create funnels of most important pathways
Start Baselining measurements
GOALS
vwo.com
Find Out Drop-Offs at Each Step of the Conversion
Funnel
VWO’s Plan layer
vwo.com
VISITOR PROFILES
Characteristics Confused Visitor Average Visitor
Session time 30 sec 15 mins
Number of pages viewed 1 5
Characteristics Loyal Visitor Average Visitor
Time before first click 30 sec 45 sec
Time spent per page 40 sec 1 min
vwo.com
VISITOR PROFILES
Characteristics Frustrated
Visitor
Average Visitor
Session Time 8 mins 15 mins
Number of clicks per page 10 5
Characteristics Lazy Visitor Average Visitor
Average scroll rate 30% 50%
Number of clicks per page 5 3
vwo.com
Defining Your Visitor Journey
A visitor journey is the complete sum of experiences that a visitor go through when
interacting with your website.
Instead of looking at just a part of a transaction or experience, a visitor journey
documents the full experience of being a website visitor.
vwo.com
Typical Visitor Journey on an eCommerce Website
vwo.com
Sketch Your Visitor Journey
Right Now!
In-session activity:
Take a paper & a pen and draw any one of the many visitor journey
of your website
vwo.com
IDENTIFYING THE “WHAT” AND ”WHY” FROM BEHAVIORAL DATA
What Products are
visitors looking for?
What step in the
funnel are visitors
dropping off the most?
Why are visitors abandoning their carts?
Why are visitors
bouncing off the
category pages?
vwo.com
SHAPING YOUR RESEARCH BLUEPRINT
Outline Your
Visitor Journey
Identify
Opportunities
in Your Visitor
Flow
Address The
What & Whys
Run
Experiments
and Measure
Impact
● Define Goals
● Build Funnels
● Profile your
visitors
Know WHAT your
visitor is doing using
Quantitative Research
Use Qualitative
Research to know WHY
they behave in a
certain way
Collect and analyse
your research data.
Build strong hypothesis
to test inferences you
drew in your research.
Break your conversion
goal into several micro
goals to analyse true
impact of your
experiments.
vwo.com
Using the Website as a Demand-Gen Tool
vwo.com
Identifying the Top Performers
- See a Demo
- Contact Sales
• Provide more qualified leads than any
other Brainshark resource or asset
• Salesforce campaign reporting shows the
number of conversions
• Salesforce wasn’t able to provide any
insight into user behavior on the pages
• The 2 top performing pages on the
website are:
vwo.com
#1 Question We Asked Ourselves…
vwo.com
We’ve Already Done So Much…What Else Can We Do?
•
•
•
•
•
vwo.com
Next Step: Investigate User Behavior
vwo.com
Heatmaps & Form Analysis – The Gold Mines
of User Information
vwo.com
Heatmaps Help Identify Distractions
We want users to click here…
(which they are!)
…but, they are also clicking here and here
(these two links simply reload the page!)
vwo.com
Next Step: A/B Testing
A/B test hypothesis that removing these
’distractions’ will increase conversions
Variation removes button & footer link
vwo.com
A/B Testing Gives You Data To Make Informed Decisions
vwo.com
Implement Changes Based on Results of A/B Testing
-
-
vwo.com
Form Analysis Shows How Users Interact with Forms
•
•
•
vwo.com
Examine User Interaction with Form Fields & Take Action
•
•
•
vwo.com
Added Bonus: Good Data Makes Difficult Conversations
Easier!
…
…
Data-Driven A/B Testing
at Quandoo
www.quandoo.com
Pablo Paternain, Sr. Product Owner B2C Web
vwo.com
The Fastest growing Restaurant Reservation Platform
✓ 12 COUNTRIES
✓ >110 MILLION SEATED GUESTS
✓ 18,352 PARTNER RESTAURANTS
✓ 35 MICHELIN STAR RESTAURANTS
✓ 374 EMPLOYEES WORLDWIDE
by
vwo.com
Agenda
1) Quandoo Website Visitor Research
2) Successful A/B Tests examples
3) Our A/B Testing journey so far at Quandoo
vwo.com
DATA DATA DATA - Obsess about Data
1) Where’s the biggest opportunity?
- Google Analytics + Device Segmentation
- DB reports
2) What can we improve?
- Polls/Surveys
- Heatmaps/Scrollmaps
- Form Analysis
- Visitor Recordings
Quandoo Website Visitor Research - Customer Insights
Customer
Insights
Hypotheses
Ideate
Prioritize
Learnings
Execute
vwo.com
Quandoo Website Visitor Research - Where’s the biggest Opportunity?
Homepage
Popular Flow: Users come directly to Quandoo to find a Restaurant and make a reservation
Results Page Restaurant
Page
Booking
Widget
Checkout
Form
Success
vwo.com
Quandoo Website Visitor Research - Where’s the biggest Opportunity?
Popular Flow: Users know the city/district where they want to find a restaurant.
Results Page Restaurant
Page
Booking
Widget
Checkout
Form
Success
vwo.com
Quandoo Website Visitor Research - Where’s the biggest Opportunity?
Popular Flow: Users know the name of the Restaurant and want to make a reservation.
Restaurant
Page
Booking
Widget
Checkout
Form
Success
vwo.com
At Quandoo, we generally set 2 types of polls/surveys:
1) Broad questions, with open answer:
- e.g. ‘What are you trying to achieve?’
These type of questions help us identify potential areas of
opportunity, so that we can ideate for potential solutions to
problems which our users face.
2) More narrowed questions, providing choices:
- e.g. ‘What information is more important? A/B/C…?’
These type of questions help us quickly verify our hypothesis
with qualitative feedback backed by numbers.
Quandoo Website Visitor Research - What can we improve?
vwo.com
Quandoo Website Visitor Research - What can we improve?
Set up Heatmaps / Scrollmaps / Form analysis / Recordings to gather data throughout your most
important funnel.
vwo.com
Quandoo Website Visitor Research - What can we improve?
Ensure Only Important Elements
Ensure Only Secondary Elements
*TIP -> After running the first tests, Track EVERYTHING
you can Track, to paint the best possible picture.
vwo.com
Agenda
1) Quandoo Website Visitor Research
2) Successful A/B Tests examples
3) Our A/B Testing journey so far at Quandoo
vwo.com
Successful A/B Tests Examples - Example 1
Menu is crucial to our visitors, but in spite of being
on the restaurant page, some users cannot find it.
- Heatmaps show high interaction with Menu Tab
- Recordings show high interaction with Menu Tab
- Surveys complain they cannot find the Menu
“If we rename the Chef’s Choice to Menu Highlights,
visitors will feel that they’ve found the Menu and
make the decision of booking afterwards.”
Pure Copy Tests → Topic = Information
vwo.com
Successful A/B Tests Examples - Example 1
Speak the language
of our Users.
+ 1,8% relative
increase
in reservation CVR
Control Variation
vwo.com
Successful A/B Tests Examples - Example 2
When a visitor has decided to proceed to the
checkout, we expect no distractions to change
their mind about making a reservation.
- Checkout CVR could be higher
- Form Analysis shows problems with drop-off
after interacting with Prefix field
“If we provide country flags and add the full
country name to the prefix, visitors will find
their country prefix more easily and thus
proceed with the reservation.”
Ease of Use → Topic = Information
vwo.com
Successful A/B Tests Examples - Example 2
The less the users
have to think, the
better.
+ 4,6% relative
increase
in reservation CVR
Control Variation Variation
vwo.com
Successful A/B Tests Examples - Example 3
When a visitor has decided to proceed to the checkout, we
expect no distractions to change their mind about making a
reservation.
- Clickmap shows lots of interactions with SSO options, but not
all clicks end up with log in
- Scrollmap shows difference between users reaching SSO &
users reaching Phone number, and form end for mandatory
fields is not seen
“If we prioritize the simple form over the SSO for non-logged
in users, anonymous visitors will see that’s the only
information required to create a reservation and thus will
proceed with the form.”
Restructuring → Topic = Information Architecture
vwo.com
Successful A/B Tests Examples - Example 3
Checkout form length
has to be clear on
viewport.
+0,8% relative increase
in reservation CVR
Control Variation
vwo.com
Agenda
1) Quandoo Website Visitor Research
2) Successful A/B Tests examples
3) Our A/B Testing journey so far at Quandoo
vwo.com
10AB Tests running at some point simultaneously
+15,3 %Relative Increase in Avg. Reservation CVR from H2
2017 - H1 2018
+101 %Growth in *AB Speed from H2 2017 - H1 2018
*AB Speed = # Tests during a specific time-frame
+151 %Growth in *AB Effectiveness from H2 2017 - H1 2018
*AB Effectiveness = Successful Tests / Total # Tests
Our A/B Testing journey so far at Quandoo
vwo.com
+275%
Growth in Quandoo Team Members involved in AB Testing from H2 2017 - H1
2018
If you would like to Join our Quandoo Team, please reach out!
www.linkedin.com/in/pablo-paternain-soler-77841653
Our A/B Testing journey so far at Quandoo
Thank You!
Q&A

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VWO Webinar: Cutting Guesswork About Visitor Behavior with Data Driven Conversion Optimization

  • 1. Cutting Guesswork About User Behaviour with Data-driven Conversion Optimization Erica Schroder Web Manager, BrainShark Pablo Paternain Sr. Product Owner, Quandoo Rahul Jain Sr. Product Manager, VWO Utkarsh Rai Growth Marketer, VWO
  • 2. vwo.com Today’s Agenda ● Methods of visitor research ● Tools & techniques for gathering visitor data ● Research Blueprint: The Sketch ● Conversion Optimization Learnings By BrainShark ● Conversion Optimization Learnings By Quandoo
  • 3. vwo.com Ask Questions on Twitter #AskVWO
  • 4. vwo.com A step-by-step approach to increase conversions Conversion Rate Optimization Process Research Phase Tracking metrics and identifying what parts of conversion funnel need fixing Hypothesis Phase Constructing educated hypothesis, based on your research Prioritization Phase Planning and prioritizing your hypothesis Testing Phase Testing your hypothesis against the existing version of the website Learning Phase Deploying the winning hypothesis and/or gathering learning for subsequent tests
  • 5. vwo.com What are the different methods to do research?
  • 7. vwo.com • Web Analytics • Conversion Funnel Tracking • Form Analytics Quantitative Methods Collecting metrics about users on how they interact and engage with your web properties
  • 8. vwo.com Quantitative data shows you what is happening, but why it is happening is discovered by qualitative tools. 
  • 9. vwo.com • Heatmaps and Clickmaps • Customer Interviews • Surveys • Session Replays • Click Testing • Customer Support Interactions ...and so on Qualitative Methods
  • 10. vwo.com Technical Research Heuristic Analysis Discovering broken functionality and user experience • Browsers • Devices • Page load speed Evaluation of a website by a usability expert against a set heuristics to identify potential conversion barriers.
  • 11. vwo.com Research Tools Which tools to choose? 1) Web analytics 2) Surveys 3) Heatmaps and Clickmaps 4) Visitor Recordings (Session Replays) 5) User Testing 6) Form Analysis 7) Heuristic Analysis (Expert Reviews) 8) Customer Interviews 9) Click testing 10) 5 second test
  • 13. vwo.com Putting Visitor Research Into Action Setting Up a Research Blueprint
  • 15. vwo.com Keeping close eye on business metrics 1) Define business objectives 2) Create goals in terms of metrics of these objectives 3) Start with Macro conversions 4) Setup micro conversions that form part of macro conversions 5) Create funnels of most important pathways Start Baselining measurements GOALS
  • 16. vwo.com Find Out Drop-Offs at Each Step of the Conversion Funnel VWO’s Plan layer
  • 17. vwo.com VISITOR PROFILES Characteristics Confused Visitor Average Visitor Session time 30 sec 15 mins Number of pages viewed 1 5 Characteristics Loyal Visitor Average Visitor Time before first click 30 sec 45 sec Time spent per page 40 sec 1 min
  • 18. vwo.com VISITOR PROFILES Characteristics Frustrated Visitor Average Visitor Session Time 8 mins 15 mins Number of clicks per page 10 5 Characteristics Lazy Visitor Average Visitor Average scroll rate 30% 50% Number of clicks per page 5 3
  • 19. vwo.com Defining Your Visitor Journey A visitor journey is the complete sum of experiences that a visitor go through when interacting with your website. Instead of looking at just a part of a transaction or experience, a visitor journey documents the full experience of being a website visitor.
  • 20. vwo.com Typical Visitor Journey on an eCommerce Website
  • 21. vwo.com Sketch Your Visitor Journey Right Now! In-session activity: Take a paper & a pen and draw any one of the many visitor journey of your website
  • 22. vwo.com IDENTIFYING THE “WHAT” AND ”WHY” FROM BEHAVIORAL DATA What Products are visitors looking for? What step in the funnel are visitors dropping off the most? Why are visitors abandoning their carts? Why are visitors bouncing off the category pages?
  • 23. vwo.com SHAPING YOUR RESEARCH BLUEPRINT Outline Your Visitor Journey Identify Opportunities in Your Visitor Flow Address The What & Whys Run Experiments and Measure Impact ● Define Goals ● Build Funnels ● Profile your visitors Know WHAT your visitor is doing using Quantitative Research Use Qualitative Research to know WHY they behave in a certain way Collect and analyse your research data. Build strong hypothesis to test inferences you drew in your research. Break your conversion goal into several micro goals to analyse true impact of your experiments.
  • 24.
  • 25. vwo.com Using the Website as a Demand-Gen Tool
  • 26. vwo.com Identifying the Top Performers - See a Demo - Contact Sales • Provide more qualified leads than any other Brainshark resource or asset • Salesforce campaign reporting shows the number of conversions • Salesforce wasn’t able to provide any insight into user behavior on the pages • The 2 top performing pages on the website are:
  • 27. vwo.com #1 Question We Asked Ourselves…
  • 28. vwo.com We’ve Already Done So Much…What Else Can We Do? • • • • •
  • 30. vwo.com Heatmaps & Form Analysis – The Gold Mines of User Information
  • 31. vwo.com Heatmaps Help Identify Distractions We want users to click here… (which they are!) …but, they are also clicking here and here (these two links simply reload the page!)
  • 32. vwo.com Next Step: A/B Testing A/B test hypothesis that removing these ’distractions’ will increase conversions Variation removes button & footer link
  • 33. vwo.com A/B Testing Gives You Data To Make Informed Decisions
  • 34. vwo.com Implement Changes Based on Results of A/B Testing - -
  • 35. vwo.com Form Analysis Shows How Users Interact with Forms • • •
  • 36. vwo.com Examine User Interaction with Form Fields & Take Action • • •
  • 37. vwo.com Added Bonus: Good Data Makes Difficult Conversations Easier! … …
  • 38. Data-Driven A/B Testing at Quandoo www.quandoo.com Pablo Paternain, Sr. Product Owner B2C Web
  • 39. vwo.com The Fastest growing Restaurant Reservation Platform ✓ 12 COUNTRIES ✓ >110 MILLION SEATED GUESTS ✓ 18,352 PARTNER RESTAURANTS ✓ 35 MICHELIN STAR RESTAURANTS ✓ 374 EMPLOYEES WORLDWIDE by
  • 40. vwo.com Agenda 1) Quandoo Website Visitor Research 2) Successful A/B Tests examples 3) Our A/B Testing journey so far at Quandoo
  • 41. vwo.com DATA DATA DATA - Obsess about Data 1) Where’s the biggest opportunity? - Google Analytics + Device Segmentation - DB reports 2) What can we improve? - Polls/Surveys - Heatmaps/Scrollmaps - Form Analysis - Visitor Recordings Quandoo Website Visitor Research - Customer Insights Customer Insights Hypotheses Ideate Prioritize Learnings Execute
  • 42. vwo.com Quandoo Website Visitor Research - Where’s the biggest Opportunity? Homepage Popular Flow: Users come directly to Quandoo to find a Restaurant and make a reservation Results Page Restaurant Page Booking Widget Checkout Form Success
  • 43. vwo.com Quandoo Website Visitor Research - Where’s the biggest Opportunity? Popular Flow: Users know the city/district where they want to find a restaurant. Results Page Restaurant Page Booking Widget Checkout Form Success
  • 44. vwo.com Quandoo Website Visitor Research - Where’s the biggest Opportunity? Popular Flow: Users know the name of the Restaurant and want to make a reservation. Restaurant Page Booking Widget Checkout Form Success
  • 45. vwo.com At Quandoo, we generally set 2 types of polls/surveys: 1) Broad questions, with open answer: - e.g. ‘What are you trying to achieve?’ These type of questions help us identify potential areas of opportunity, so that we can ideate for potential solutions to problems which our users face. 2) More narrowed questions, providing choices: - e.g. ‘What information is more important? A/B/C…?’ These type of questions help us quickly verify our hypothesis with qualitative feedback backed by numbers. Quandoo Website Visitor Research - What can we improve?
  • 46. vwo.com Quandoo Website Visitor Research - What can we improve? Set up Heatmaps / Scrollmaps / Form analysis / Recordings to gather data throughout your most important funnel.
  • 47. vwo.com Quandoo Website Visitor Research - What can we improve? Ensure Only Important Elements Ensure Only Secondary Elements *TIP -> After running the first tests, Track EVERYTHING you can Track, to paint the best possible picture.
  • 48. vwo.com Agenda 1) Quandoo Website Visitor Research 2) Successful A/B Tests examples 3) Our A/B Testing journey so far at Quandoo
  • 49. vwo.com Successful A/B Tests Examples - Example 1 Menu is crucial to our visitors, but in spite of being on the restaurant page, some users cannot find it. - Heatmaps show high interaction with Menu Tab - Recordings show high interaction with Menu Tab - Surveys complain they cannot find the Menu “If we rename the Chef’s Choice to Menu Highlights, visitors will feel that they’ve found the Menu and make the decision of booking afterwards.” Pure Copy Tests → Topic = Information
  • 50. vwo.com Successful A/B Tests Examples - Example 1 Speak the language of our Users. + 1,8% relative increase in reservation CVR Control Variation
  • 51. vwo.com Successful A/B Tests Examples - Example 2 When a visitor has decided to proceed to the checkout, we expect no distractions to change their mind about making a reservation. - Checkout CVR could be higher - Form Analysis shows problems with drop-off after interacting with Prefix field “If we provide country flags and add the full country name to the prefix, visitors will find their country prefix more easily and thus proceed with the reservation.” Ease of Use → Topic = Information
  • 52. vwo.com Successful A/B Tests Examples - Example 2 The less the users have to think, the better. + 4,6% relative increase in reservation CVR Control Variation Variation
  • 53. vwo.com Successful A/B Tests Examples - Example 3 When a visitor has decided to proceed to the checkout, we expect no distractions to change their mind about making a reservation. - Clickmap shows lots of interactions with SSO options, but not all clicks end up with log in - Scrollmap shows difference between users reaching SSO & users reaching Phone number, and form end for mandatory fields is not seen “If we prioritize the simple form over the SSO for non-logged in users, anonymous visitors will see that’s the only information required to create a reservation and thus will proceed with the form.” Restructuring → Topic = Information Architecture
  • 54. vwo.com Successful A/B Tests Examples - Example 3 Checkout form length has to be clear on viewport. +0,8% relative increase in reservation CVR Control Variation
  • 55. vwo.com Agenda 1) Quandoo Website Visitor Research 2) Successful A/B Tests examples 3) Our A/B Testing journey so far at Quandoo
  • 56. vwo.com 10AB Tests running at some point simultaneously +15,3 %Relative Increase in Avg. Reservation CVR from H2 2017 - H1 2018 +101 %Growth in *AB Speed from H2 2017 - H1 2018 *AB Speed = # Tests during a specific time-frame +151 %Growth in *AB Effectiveness from H2 2017 - H1 2018 *AB Effectiveness = Successful Tests / Total # Tests Our A/B Testing journey so far at Quandoo
  • 57. vwo.com +275% Growth in Quandoo Team Members involved in AB Testing from H2 2017 - H1 2018 If you would like to Join our Quandoo Team, please reach out! www.linkedin.com/in/pablo-paternain-soler-77841653 Our A/B Testing journey so far at Quandoo