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A/B Testing for New Product Launches
by Booking.com Sr PM
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A/B testing new products
BY : Namrata Panwar
Sr. Product Manager, Booking.com [Dec 2020]
LinkedIn : https://www.linkedin.com/in/namratapanwar/
About me
● Namrata Panwar, Sr PM @ Booking.com, Amsterdam
● 8 years of experience
● Current : Working on partner facing products - onboarding,
performance, pricing for Home (Airbnb - like) partners
● Previously : with customer facing products in - E-commerce
startups
● Started career with Reliance Industries, as PM for Jio Mobile Apps
● Hobbies : Travelling, adventure sports, decorating my new house
Existing vs New product development cycle
A/B testing : What and Why?
01
02
Qualitative data vs quantitative data
03
Steps to NPD testing via A/B test
04
Recap
Agenda
● Know basics about A/B testing
● Overview of a product development lifecycle
● Know about A/B testing techniques for new products
● Other ways for validating new products- apart from A/B testing
By the end of the
presentation....
A/B testing : What?
Base version Another version
In this example : Adding a buffer icon
before loading search results of a flight in
order to increase page views
Objective : To choose winning variant
based on a hypothesis
Showing 2 (or more ) versions to different
set of similar users, chosen randomly
Control A Variant B
V/S
Variant B Winning variant B!
50% 50%
Examples
Different landing cards allows the platform to tap into the psychology
of its viewers
Asking repeat users to ‘Continue’ with registration lead to more users
completing it
Making low risk modifications
(that can be easily undone)
Understanding users and solving user
painpoints
A/B testing : Why?
Introducing features and feature changes
Typical Product development cycle
Ideate
Design &
develop
Launch and
Iterate
Maturity
01
02
03
04
Lesser ambiguity, More experience
Existing product development
For such products, iterations are mostly
trials- regular A/B or multivariate testing
Fail fast : optimizing the user experience
to improve an existing product
Existing product : A product base exists
with reasonable user adoption
Tiny optimizations can have a big
impact -example changing the way
Microsoft’s search engine displayed ad
headlines increased revenue by an
astonishing 12%
Approach 1:
New product development
Example : Polaroids or Google extending
its product lines such as Google flights or
Google Health
Most amount of time is spent between
ideation and launch, focus on product
definition and qualitative feedback
New product : Establishing a new base
product from scratch -solving new
problems
No base for traditional A/B
testing
Approach 2:
No prior definition of success
Limited set of users/ testers
No base to iterate on
Traditional A/B testing :
Challenges with new
products
NPD testing framework
NPD testing
Step 1 : Qualitative data over quantitative data
Start with extensive qualitative research
Invest in getting design and research right upfront
Use Qualitative metrics that validates your product
: e.g. User satisfaction, Upvotes, Likes etc
Objective : Maintain high level of product quality
BEFORE you start A/ B testing and lower risk
Design
and build
Get Qualitative
feedback
NPD testing
Step 2 : Establish foundations
Launch this MVP to create a foundation-
using A/B tests with Non inferiority
success metrics
Decide on your MVP - Minimum Version of your
Product
MVP BASE
MVPFINAL PRODUCT
W/o hurting metrics
NPD testing
Step 3 : Iterate, Measure success
Short term success: Running A/B tests to
introduce other modules -decide winning
variants
Long term success : Setting up a holdout
: excluding a small % of your users from
all tests for a long time (typically 6 mo- 1
yr) to compare performance
BASE
A/B test
V1
V2
10%
90%
NPD testing
Outcome : Winning variant ready to be ‘launched’ in market
V1 FINAL PRODUCT
Ready for launch
Winning variant
=
Some other ways of validating new products
FOCUS GROUPS
Invite a group of similar users and
giving them a trial/ demo
SUPPORT STAFF
Validate the product by those that
interact most with your users :
customer support, local offices, etc
BETA testing
Launching your product to a limited
set of users and getting extensive
feedback, before release to all public
High effort/ $$$Low effort/ $
Depending on new vs existing product you will focus on
different lifecycle phases
A/B testing : Effective and easy way to learn and remove
biases 01
02
For NPD, define your MVP and introduce your base
(if it passes Non inferiority condition) 03
Measure long term performance of your new
product via holdouts 04
Recap
05Focus groups and Beta testing are other ways of
validating new products
CREDITS: This presentation template was created by Slidesgo,
including icons by Flaticon, and infographics & images by Freepik
THANKS!
Do you have any feedback or questions?
Email : namrata16.it@gmail.com
Sr. Product Manager, Booking.com
LinkedIn : https://www.linkedin.com/in/namratapanwar/
www.productschool.com
Part-time Product Management Training Courses
and
Corporate Training

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A/B Testing for New Product Launches by Booking.com Sr PM

  • 1. www.productschool.com A/B Testing for New Product Launches by Booking.com Sr PM
  • 2. CERTIFICATES Your Product Management Certificate Path Product Leadership Certificate™ Full Stack Product Management Certificate™ Product Management Certificate™ 20 HOURS40 HOURS40 HOURS
  • 3. Corporate Training Level up your team’s Product Management skills
  • 4. Free Product Management Resources BOOKS EVENTS JOB PORTAL COMMUNITIES bit.ly/product_resources COURSES
  • 5.
  • 6. A/B testing new products BY : Namrata Panwar Sr. Product Manager, Booking.com [Dec 2020] LinkedIn : https://www.linkedin.com/in/namratapanwar/
  • 7. About me ● Namrata Panwar, Sr PM @ Booking.com, Amsterdam ● 8 years of experience ● Current : Working on partner facing products - onboarding, performance, pricing for Home (Airbnb - like) partners ● Previously : with customer facing products in - E-commerce startups ● Started career with Reliance Industries, as PM for Jio Mobile Apps ● Hobbies : Travelling, adventure sports, decorating my new house
  • 8. Existing vs New product development cycle A/B testing : What and Why? 01 02 Qualitative data vs quantitative data 03 Steps to NPD testing via A/B test 04 Recap Agenda
  • 9. ● Know basics about A/B testing ● Overview of a product development lifecycle ● Know about A/B testing techniques for new products ● Other ways for validating new products- apart from A/B testing By the end of the presentation....
  • 10. A/B testing : What? Base version Another version In this example : Adding a buffer icon before loading search results of a flight in order to increase page views Objective : To choose winning variant based on a hypothesis Showing 2 (or more ) versions to different set of similar users, chosen randomly Control A Variant B V/S Variant B Winning variant B! 50% 50%
  • 11. Examples Different landing cards allows the platform to tap into the psychology of its viewers Asking repeat users to ‘Continue’ with registration lead to more users completing it
  • 12. Making low risk modifications (that can be easily undone) Understanding users and solving user painpoints A/B testing : Why? Introducing features and feature changes
  • 13. Typical Product development cycle Ideate Design & develop Launch and Iterate Maturity 01 02 03 04 Lesser ambiguity, More experience
  • 14. Existing product development For such products, iterations are mostly trials- regular A/B or multivariate testing Fail fast : optimizing the user experience to improve an existing product Existing product : A product base exists with reasonable user adoption Tiny optimizations can have a big impact -example changing the way Microsoft’s search engine displayed ad headlines increased revenue by an astonishing 12% Approach 1:
  • 15. New product development Example : Polaroids or Google extending its product lines such as Google flights or Google Health Most amount of time is spent between ideation and launch, focus on product definition and qualitative feedback New product : Establishing a new base product from scratch -solving new problems No base for traditional A/B testing Approach 2:
  • 16. No prior definition of success Limited set of users/ testers No base to iterate on Traditional A/B testing : Challenges with new products
  • 18. NPD testing Step 1 : Qualitative data over quantitative data Start with extensive qualitative research Invest in getting design and research right upfront Use Qualitative metrics that validates your product : e.g. User satisfaction, Upvotes, Likes etc Objective : Maintain high level of product quality BEFORE you start A/ B testing and lower risk Design and build Get Qualitative feedback
  • 19. NPD testing Step 2 : Establish foundations Launch this MVP to create a foundation- using A/B tests with Non inferiority success metrics Decide on your MVP - Minimum Version of your Product MVP BASE MVPFINAL PRODUCT W/o hurting metrics
  • 20. NPD testing Step 3 : Iterate, Measure success Short term success: Running A/B tests to introduce other modules -decide winning variants Long term success : Setting up a holdout : excluding a small % of your users from all tests for a long time (typically 6 mo- 1 yr) to compare performance BASE A/B test V1 V2 10% 90%
  • 21. NPD testing Outcome : Winning variant ready to be ‘launched’ in market V1 FINAL PRODUCT Ready for launch Winning variant =
  • 22. Some other ways of validating new products FOCUS GROUPS Invite a group of similar users and giving them a trial/ demo SUPPORT STAFF Validate the product by those that interact most with your users : customer support, local offices, etc BETA testing Launching your product to a limited set of users and getting extensive feedback, before release to all public High effort/ $$$Low effort/ $
  • 23. Depending on new vs existing product you will focus on different lifecycle phases A/B testing : Effective and easy way to learn and remove biases 01 02 For NPD, define your MVP and introduce your base (if it passes Non inferiority condition) 03 Measure long term performance of your new product via holdouts 04 Recap 05Focus groups and Beta testing are other ways of validating new products
  • 24. CREDITS: This presentation template was created by Slidesgo, including icons by Flaticon, and infographics & images by Freepik THANKS! Do you have any feedback or questions? Email : namrata16.it@gmail.com Sr. Product Manager, Booking.com LinkedIn : https://www.linkedin.com/in/namratapanwar/
  • 25. www.productschool.com Part-time Product Management Training Courses and Corporate Training