SlideShare une entreprise Scribd logo
1  sur  25
Télécharger pour lire hors ligne
A/B Testing for New Product Launches by
Booking.com Sr PM
www.productschool.com
CERTIFICATES
Your Product Management Certificate Path
Product Executive
Certificate™
Product Leader Certificate™
Product Manager
Certificate™
WWW.PRODUCTSCHOOL.COM
Corporate
Training
Level up your team’s Product
Management skills
🗣 Do you enjoy Product
School events?
We want to hear from you!
Scan the code to fill out this quick questionnaire
so we can provide you with more value.
Free Product Management Resources
BOOKS
EVENTS
JOB PORTAL
COMMUNITIES
bit.ly/product_resources
COURSES
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
MVP
FINAL 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
05
Focus 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

Contenu connexe

Tendances

Mental Models to Guide Product Decisions by Google Product Manager
Mental Models to Guide Product Decisions by Google Product ManagerMental Models to Guide Product Decisions by Google Product Manager
Mental Models to Guide Product Decisions by Google Product ManagerProduct School
 
A Playbook for Achieving Product-Market Fit by Dan Olsen at Lean Startup Conf...
A Playbook for Achieving Product-Market Fit by Dan Olsen at Lean Startup Conf...A Playbook for Achieving Product-Market Fit by Dan Olsen at Lean Startup Conf...
A Playbook for Achieving Product-Market Fit by Dan Olsen at Lean Startup Conf...Dan Olsen
 
Product Led Growth Strategy
Product Led Growth StrategyProduct Led Growth Strategy
Product Led Growth StrategyMickey Alon
 
Making Products in GenAI’s World by LinkedIn VP of Product.pdf
Making Products in GenAI’s World by LinkedIn VP of Product.pdfMaking Products in GenAI’s World by LinkedIn VP of Product.pdf
Making Products in GenAI’s World by LinkedIn VP of Product.pdfProduct School
 
How to Focus On the Problem, Not the Solution by Spotify PM
How to Focus On the Problem, Not the Solution by Spotify PMHow to Focus On the Problem, Not the Solution by Spotify PM
How to Focus On the Problem, Not the Solution by Spotify PMProduct School
 
Product Led Growth in 5 Minutes
Product Led Growth in 5 MinutesProduct Led Growth in 5 Minutes
Product Led Growth in 5 MinutesJamesChristopher21
 
Building Better Tech: The Product Manager's Role in Infrastructure & Platform...
Building Better Tech: The Product Manager's Role in Infrastructure & Platform...Building Better Tech: The Product Manager's Role in Infrastructure & Platform...
Building Better Tech: The Product Manager's Role in Infrastructure & Platform...Product School
 
Managing Conflicting Stakeholders by Deliveroo Sr Product Manager (1).pdf
Managing Conflicting Stakeholders by Deliveroo Sr Product Manager (1).pdfManaging Conflicting Stakeholders by Deliveroo Sr Product Manager (1).pdf
Managing Conflicting Stakeholders by Deliveroo Sr Product Manager (1).pdfProduct School
 
The Future of Product Management by Product School Founder & CEO.pdf
The Future of Product Management by Product School Founder & CEO.pdfThe Future of Product Management by Product School Founder & CEO.pdf
The Future of Product Management by Product School Founder & CEO.pdfProduct School
 
The Lean Product Playbook with Dan Olsen
The Lean Product Playbook with Dan OlsenThe Lean Product Playbook with Dan Olsen
The Lean Product Playbook with Dan OlsenProduct School
 
Breaking Into AI/ML Product Management by Facebook Product Leader
Breaking Into AI/ML Product Management by Facebook Product LeaderBreaking Into AI/ML Product Management by Facebook Product Leader
Breaking Into AI/ML Product Management by Facebook Product LeaderProduct School
 
The Importance of AI/ML in Product Management by fmr ByteDance/ TikTok CPO
The Importance of AI/ML in Product Management by fmr ByteDance/ TikTok CPOThe Importance of AI/ML in Product Management by fmr ByteDance/ TikTok CPO
The Importance of AI/ML in Product Management by fmr ByteDance/ TikTok CPOProduct School
 
Full-Stack PM - From Idea to Operations by Uber Sr PM.pdf
Full-Stack PM - From Idea to Operations by Uber Sr PM.pdfFull-Stack PM - From Idea to Operations by Uber Sr PM.pdf
Full-Stack PM - From Idea to Operations by Uber Sr PM.pdfProduct School
 
Crafting Product Strategy Blueprint for Success by Atlassian PM.pdf
Crafting Product Strategy Blueprint for Success by Atlassian PM.pdfCrafting Product Strategy Blueprint for Success by Atlassian PM.pdf
Crafting Product Strategy Blueprint for Success by Atlassian PM.pdfProduct School
 
Customer Centric & Hypothesis Driven Innovation by Cruise VP of Product Engin...
Customer Centric & Hypothesis Driven Innovation by Cruise VP of Product Engin...Customer Centric & Hypothesis Driven Innovation by Cruise VP of Product Engin...
Customer Centric & Hypothesis Driven Innovation by Cruise VP of Product Engin...Product School
 
Building AI products by Google Group Product Manager.pdf
Building AI products by Google Group Product Manager.pdfBuilding AI products by Google Group Product Manager.pdf
Building AI products by Google Group Product Manager.pdfProduct School
 
Lean Product Discovery
Lean Product DiscoveryLean Product Discovery
Lean Product DiscoveryDavid Hawks
 

Tendances (20)

Mental Models to Guide Product Decisions by Google Product Manager
Mental Models to Guide Product Decisions by Google Product ManagerMental Models to Guide Product Decisions by Google Product Manager
Mental Models to Guide Product Decisions by Google Product Manager
 
A Playbook for Achieving Product-Market Fit by Dan Olsen at Lean Startup Conf...
A Playbook for Achieving Product-Market Fit by Dan Olsen at Lean Startup Conf...A Playbook for Achieving Product-Market Fit by Dan Olsen at Lean Startup Conf...
A Playbook for Achieving Product-Market Fit by Dan Olsen at Lean Startup Conf...
 
Product Led Growth Strategy
Product Led Growth StrategyProduct Led Growth Strategy
Product Led Growth Strategy
 
Making Products in GenAI’s World by LinkedIn VP of Product.pdf
Making Products in GenAI’s World by LinkedIn VP of Product.pdfMaking Products in GenAI’s World by LinkedIn VP of Product.pdf
Making Products in GenAI’s World by LinkedIn VP of Product.pdf
 
How to Focus On the Problem, Not the Solution by Spotify PM
How to Focus On the Problem, Not the Solution by Spotify PMHow to Focus On the Problem, Not the Solution by Spotify PM
How to Focus On the Problem, Not the Solution by Spotify PM
 
Product Led Growth in 5 Minutes
Product Led Growth in 5 MinutesProduct Led Growth in 5 Minutes
Product Led Growth in 5 Minutes
 
Product Roadmap
Product RoadmapProduct Roadmap
Product Roadmap
 
Building Better Tech: The Product Manager's Role in Infrastructure & Platform...
Building Better Tech: The Product Manager's Role in Infrastructure & Platform...Building Better Tech: The Product Manager's Role in Infrastructure & Platform...
Building Better Tech: The Product Manager's Role in Infrastructure & Platform...
 
Managing Conflicting Stakeholders by Deliveroo Sr Product Manager (1).pdf
Managing Conflicting Stakeholders by Deliveroo Sr Product Manager (1).pdfManaging Conflicting Stakeholders by Deliveroo Sr Product Manager (1).pdf
Managing Conflicting Stakeholders by Deliveroo Sr Product Manager (1).pdf
 
Product vision workshop
Product vision workshopProduct vision workshop
Product vision workshop
 
The Future of Product Management by Product School Founder & CEO.pdf
The Future of Product Management by Product School Founder & CEO.pdfThe Future of Product Management by Product School Founder & CEO.pdf
The Future of Product Management by Product School Founder & CEO.pdf
 
WTF is a Product Roadmap?
WTF is a Product Roadmap?WTF is a Product Roadmap?
WTF is a Product Roadmap?
 
The Lean Product Playbook with Dan Olsen
The Lean Product Playbook with Dan OlsenThe Lean Product Playbook with Dan Olsen
The Lean Product Playbook with Dan Olsen
 
Breaking Into AI/ML Product Management by Facebook Product Leader
Breaking Into AI/ML Product Management by Facebook Product LeaderBreaking Into AI/ML Product Management by Facebook Product Leader
Breaking Into AI/ML Product Management by Facebook Product Leader
 
The Importance of AI/ML in Product Management by fmr ByteDance/ TikTok CPO
The Importance of AI/ML in Product Management by fmr ByteDance/ TikTok CPOThe Importance of AI/ML in Product Management by fmr ByteDance/ TikTok CPO
The Importance of AI/ML in Product Management by fmr ByteDance/ TikTok CPO
 
Full-Stack PM - From Idea to Operations by Uber Sr PM.pdf
Full-Stack PM - From Idea to Operations by Uber Sr PM.pdfFull-Stack PM - From Idea to Operations by Uber Sr PM.pdf
Full-Stack PM - From Idea to Operations by Uber Sr PM.pdf
 
Crafting Product Strategy Blueprint for Success by Atlassian PM.pdf
Crafting Product Strategy Blueprint for Success by Atlassian PM.pdfCrafting Product Strategy Blueprint for Success by Atlassian PM.pdf
Crafting Product Strategy Blueprint for Success by Atlassian PM.pdf
 
Customer Centric & Hypothesis Driven Innovation by Cruise VP of Product Engin...
Customer Centric & Hypothesis Driven Innovation by Cruise VP of Product Engin...Customer Centric & Hypothesis Driven Innovation by Cruise VP of Product Engin...
Customer Centric & Hypothesis Driven Innovation by Cruise VP of Product Engin...
 
Building AI products by Google Group Product Manager.pdf
Building AI products by Google Group Product Manager.pdfBuilding AI products by Google Group Product Manager.pdf
Building AI products by Google Group Product Manager.pdf
 
Lean Product Discovery
Lean Product DiscoveryLean Product Discovery
Lean Product Discovery
 

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

A/B Testing for New Product Launches by Booking.com Sr PM
A/B Testing for New Product Launches by Booking.com Sr PMA/B Testing for New Product Launches by Booking.com Sr PM
A/B Testing for New Product Launches by Booking.com Sr PMProduct School
 
Developing a Product Vision by Amazon Sr Product Manager
Developing a Product Vision by Amazon Sr Product ManagerDeveloping a Product Vision by Amazon Sr Product Manager
Developing a Product Vision by Amazon Sr Product ManagerProduct School
 
Dev's Guide to Feedback Driven Development
Dev's Guide to Feedback Driven DevelopmentDev's Guide to Feedback Driven Development
Dev's Guide to Feedback Driven DevelopmentMarty Haught
 
Developing a Product Vision by Amazon Sr Product Manager
Developing a Product Vision by Amazon Sr Product ManagerDeveloping a Product Vision by Amazon Sr Product Manager
Developing a Product Vision by Amazon Sr Product ManagerProduct School
 
Getting Customer Validation of Your Product Before Release | Emily Hossellman...
Getting Customer Validation of Your Product Before Release | Emily Hossellman...Getting Customer Validation of Your Product Before Release | Emily Hossellman...
Getting Customer Validation of Your Product Before Release | Emily Hossellman...UCICove
 
MAU Vegas 2016 — Lessons Learned From A/B Testing Wins and Losses
MAU Vegas 2016 — Lessons Learned From A/B Testing Wins and LossesMAU Vegas 2016 — Lessons Learned From A/B Testing Wins and Losses
MAU Vegas 2016 — Lessons Learned From A/B Testing Wins and LossesGrow.co
 
Building a Product Strategy by Microsoft Sr PM
Building a Product Strategy by Microsoft Sr PMBuilding a Product Strategy by Microsoft Sr PM
Building a Product Strategy by Microsoft Sr PMProduct School
 
[Webinar] Visa's Journey to a Culture of Experimentation
[Webinar] Visa's Journey to a Culture of Experimentation[Webinar] Visa's Journey to a Culture of Experimentation
[Webinar] Visa's Journey to a Culture of ExperimentationOptimizely
 
Building a Product Strategy by Microsoft Sr PM
Building a Product Strategy by Microsoft Sr PMBuilding a Product Strategy by Microsoft Sr PM
Building a Product Strategy by Microsoft Sr PMProduct School
 
Candid Conversations With Product People: Using Continuous Customer Testing f...
Candid Conversations With Product People: Using Continuous Customer Testing f...Candid Conversations With Product People: Using Continuous Customer Testing f...
Candid Conversations With Product People: Using Continuous Customer Testing f...Aggregage
 
PM for Enterprise Software by Google Product Leader
PM for Enterprise Software by Google Product LeaderPM for Enterprise Software by Google Product Leader
PM for Enterprise Software by Google Product LeaderProduct School
 
Product Development Demystified: Launching Faster with Confidence through Hum...
Product Development Demystified: Launching Faster with Confidence through Hum...Product Development Demystified: Launching Faster with Confidence through Hum...
Product Development Demystified: Launching Faster with Confidence through Hum...Aggregage
 
Taking In-House Product to Market
Taking In-House Product to MarketTaking In-House Product to Market
Taking In-House Product to MarketDinker Charak
 
How to Achieve Customer Satisfaction Through Beta Testing
How to Achieve Customer Satisfaction Through Beta TestingHow to Achieve Customer Satisfaction Through Beta Testing
How to Achieve Customer Satisfaction Through Beta TestingCentercode
 
FCB Partners Webinar: Process 2020: The Cutting Edge of Process Innovation
FCB Partners Webinar: Process 2020: The Cutting Edge of Process Innovation FCB Partners Webinar: Process 2020: The Cutting Edge of Process Innovation
FCB Partners Webinar: Process 2020: The Cutting Edge of Process Innovation FCBPartners
 
Running a Successful B2B Beta Test
Running a Successful B2B Beta TestRunning a Successful B2B Beta Test
Running a Successful B2B Beta TestCentercode
 
A/B Testing Best Practices by Hulu Product Leader
A/B Testing Best Practices by Hulu Product LeaderA/B Testing Best Practices by Hulu Product Leader
A/B Testing Best Practices by Hulu Product LeaderProduct School
 

Similaire à A/B Testing for New Product Launches by Booking.com Sr PM (20)

A/B Testing for New Product Launches by Booking.com Sr PM
A/B Testing for New Product Launches by Booking.com Sr PMA/B Testing for New Product Launches by Booking.com Sr PM
A/B Testing for New Product Launches by Booking.com Sr PM
 
Developing a Product Vision by Amazon Sr Product Manager
Developing a Product Vision by Amazon Sr Product ManagerDeveloping a Product Vision by Amazon Sr Product Manager
Developing a Product Vision by Amazon Sr Product Manager
 
Dev's Guide to Feedback Driven Development
Dev's Guide to Feedback Driven DevelopmentDev's Guide to Feedback Driven Development
Dev's Guide to Feedback Driven Development
 
Developing a Product Vision by Amazon Sr Product Manager
Developing a Product Vision by Amazon Sr Product ManagerDeveloping a Product Vision by Amazon Sr Product Manager
Developing a Product Vision by Amazon Sr Product Manager
 
Getting Customer Validation of Your Product Before Release | Emily Hossellman...
Getting Customer Validation of Your Product Before Release | Emily Hossellman...Getting Customer Validation of Your Product Before Release | Emily Hossellman...
Getting Customer Validation of Your Product Before Release | Emily Hossellman...
 
MAU Vegas 2016 — Lessons Learned From A/B Testing Wins and Losses
MAU Vegas 2016 — Lessons Learned From A/B Testing Wins and LossesMAU Vegas 2016 — Lessons Learned From A/B Testing Wins and Losses
MAU Vegas 2016 — Lessons Learned From A/B Testing Wins and Losses
 
Building a Product Strategy by Microsoft Sr PM
Building a Product Strategy by Microsoft Sr PMBuilding a Product Strategy by Microsoft Sr PM
Building a Product Strategy by Microsoft Sr PM
 
[Webinar] Visa's Journey to a Culture of Experimentation
[Webinar] Visa's Journey to a Culture of Experimentation[Webinar] Visa's Journey to a Culture of Experimentation
[Webinar] Visa's Journey to a Culture of Experimentation
 
Building a Product Strategy by Microsoft Sr PM
Building a Product Strategy by Microsoft Sr PMBuilding a Product Strategy by Microsoft Sr PM
Building a Product Strategy by Microsoft Sr PM
 
Candid Conversations With Product People: Using Continuous Customer Testing f...
Candid Conversations With Product People: Using Continuous Customer Testing f...Candid Conversations With Product People: Using Continuous Customer Testing f...
Candid Conversations With Product People: Using Continuous Customer Testing f...
 
Mvp tools
Mvp toolsMvp tools
Mvp tools
 
PM for Enterprise Software by Google Product Leader
PM for Enterprise Software by Google Product LeaderPM for Enterprise Software by Google Product Leader
PM for Enterprise Software by Google Product Leader
 
Intro to lean startup
Intro to lean startupIntro to lean startup
Intro to lean startup
 
Product Development Demystified: Launching Faster with Confidence through Hum...
Product Development Demystified: Launching Faster with Confidence through Hum...Product Development Demystified: Launching Faster with Confidence through Hum...
Product Development Demystified: Launching Faster with Confidence through Hum...
 
Taking In-House Product to Market
Taking In-House Product to MarketTaking In-House Product to Market
Taking In-House Product to Market
 
How to Achieve Customer Satisfaction Through Beta Testing
How to Achieve Customer Satisfaction Through Beta TestingHow to Achieve Customer Satisfaction Through Beta Testing
How to Achieve Customer Satisfaction Through Beta Testing
 
FCB Partners Webinar: Process 2020: The Cutting Edge of Process Innovation
FCB Partners Webinar: Process 2020: The Cutting Edge of Process Innovation FCB Partners Webinar: Process 2020: The Cutting Edge of Process Innovation
FCB Partners Webinar: Process 2020: The Cutting Edge of Process Innovation
 
Running a Successful B2B Beta Test
Running a Successful B2B Beta TestRunning a Successful B2B Beta Test
Running a Successful B2B Beta Test
 
BizDevbox Columbia Univ 2020
BizDevbox Columbia Univ 2020BizDevbox Columbia Univ 2020
BizDevbox Columbia Univ 2020
 
A/B Testing Best Practices by Hulu Product Leader
A/B Testing Best Practices by Hulu Product LeaderA/B Testing Best Practices by Hulu Product Leader
A/B Testing Best Practices by Hulu Product Leader
 

Plus de Product School

Webinar: The Art of Prioritizing Your Product Roadmap by AWS Sr PM - Tech
Webinar: The Art of Prioritizing Your Product Roadmap by AWS Sr PM - TechWebinar: The Art of Prioritizing Your Product Roadmap by AWS Sr PM - Tech
Webinar: The Art of Prioritizing Your Product Roadmap by AWS Sr PM - TechProduct School
 
Harnessing the Power of GenAI for Exceptional Product Outcomes by Booking.com...
Harnessing the Power of GenAI for Exceptional Product Outcomes by Booking.com...Harnessing the Power of GenAI for Exceptional Product Outcomes by Booking.com...
Harnessing the Power of GenAI for Exceptional Product Outcomes by Booking.com...Product School
 
Relationship Counselling: From Disjointed Features to Product-First Thinking ...
Relationship Counselling: From Disjointed Features to Product-First Thinking ...Relationship Counselling: From Disjointed Features to Product-First Thinking ...
Relationship Counselling: From Disjointed Features to Product-First Thinking ...Product School
 
Launching New Products In Companies Where It Matters Most by Product Director...
Launching New Products In Companies Where It Matters Most by Product Director...Launching New Products In Companies Where It Matters Most by Product Director...
Launching New Products In Companies Where It Matters Most by Product Director...Product School
 
Cultivating Entrepreneurial Mindset in Product Management: Strategies for Suc...
Cultivating Entrepreneurial Mindset in Product Management: Strategies for Suc...Cultivating Entrepreneurial Mindset in Product Management: Strategies for Suc...
Cultivating Entrepreneurial Mindset in Product Management: Strategies for Suc...Product School
 
Revolutionizing The Banking Industry: The Monzo Way by CPO, Monzo
Revolutionizing The Banking Industry: The Monzo Way by CPO, MonzoRevolutionizing The Banking Industry: The Monzo Way by CPO, Monzo
Revolutionizing The Banking Industry: The Monzo Way by CPO, MonzoProduct School
 
Synergy in Leadership and Product Excellence: A Blueprint for Growth by CPO, ...
Synergy in Leadership and Product Excellence: A Blueprint for Growth by CPO, ...Synergy in Leadership and Product Excellence: A Blueprint for Growth by CPO, ...
Synergy in Leadership and Product Excellence: A Blueprint for Growth by CPO, ...Product School
 
Act Like an Owner, Challenge Like a VC by former CPO, Tripadvisor
Act Like an Owner,  Challenge Like a VC by former CPO, TripadvisorAct Like an Owner,  Challenge Like a VC by former CPO, Tripadvisor
Act Like an Owner, Challenge Like a VC by former CPO, TripadvisorProduct School
 
The Future of Product, by Founder & CEO, Product School
The Future of Product, by Founder & CEO, Product SchoolThe Future of Product, by Founder & CEO, Product School
The Future of Product, by Founder & CEO, Product SchoolProduct School
 
Webinar How PMs Use AI to 10X Their Productivity by Product School EiR.pdf
Webinar How PMs Use AI to 10X Their Productivity by Product School EiR.pdfWebinar How PMs Use AI to 10X Their Productivity by Product School EiR.pdf
Webinar How PMs Use AI to 10X Their Productivity by Product School EiR.pdfProduct School
 
Webinar: Using GenAI for Increasing Productivity in PM by Amazon PM Leader
Webinar: Using GenAI for Increasing Productivity in PM by Amazon PM LeaderWebinar: Using GenAI for Increasing Productivity in PM by Amazon PM Leader
Webinar: Using GenAI for Increasing Productivity in PM by Amazon PM LeaderProduct School
 
Unlocking High-Performance Product Teams by former Meta Global PMM
Unlocking High-Performance Product Teams by former Meta Global PMMUnlocking High-Performance Product Teams by former Meta Global PMM
Unlocking High-Performance Product Teams by former Meta Global PMMProduct School
 
The Types of TPM Content Roles by Facebook product Leader
The Types of TPM Content Roles by Facebook product LeaderThe Types of TPM Content Roles by Facebook product Leader
The Types of TPM Content Roles by Facebook product LeaderProduct School
 
Match Is the New Sell in The Digital World by Amazon Product leader
Match Is the New Sell in The Digital World by Amazon Product leaderMatch Is the New Sell in The Digital World by Amazon Product leader
Match Is the New Sell in The Digital World by Amazon Product leaderProduct School
 
Beyond the Cart: Unleashing AI Wonders with Instacart’s Shopping Revolution
Beyond the Cart: Unleashing AI Wonders with Instacart’s Shopping RevolutionBeyond the Cart: Unleashing AI Wonders with Instacart’s Shopping Revolution
Beyond the Cart: Unleashing AI Wonders with Instacart’s Shopping RevolutionProduct School
 
Designing Great Products The Power of Design and Leadership
Designing Great Products The Power of Design and LeadershipDesigning Great Products The Power of Design and Leadership
Designing Great Products The Power of Design and LeadershipProduct School
 
Command the Room: Empower Your Team of Product Managers with Effective Commun...
Command the Room: Empower Your Team of Product Managers with Effective Commun...Command the Room: Empower Your Team of Product Managers with Effective Commun...
Command the Room: Empower Your Team of Product Managers with Effective Commun...Product School
 
Metrics That Matter: Bridging User Needs and Board Priorities for Business Su...
Metrics That Matter: Bridging User Needs and Board Priorities for Business Su...Metrics That Matter: Bridging User Needs and Board Priorities for Business Su...
Metrics That Matter: Bridging User Needs and Board Priorities for Business Su...Product School
 
Customer-Centric PM: Anticipating Needs Across the Product Life Cycle
Customer-Centric PM: Anticipating Needs Across the Product Life CycleCustomer-Centric PM: Anticipating Needs Across the Product Life Cycle
Customer-Centric PM: Anticipating Needs Across the Product Life CycleProduct School
 
AI in Action The New Age of Intelligent Products and Sales Automation
AI in Action The New Age of Intelligent Products and Sales AutomationAI in Action The New Age of Intelligent Products and Sales Automation
AI in Action The New Age of Intelligent Products and Sales AutomationProduct School
 

Plus de Product School (20)

Webinar: The Art of Prioritizing Your Product Roadmap by AWS Sr PM - Tech
Webinar: The Art of Prioritizing Your Product Roadmap by AWS Sr PM - TechWebinar: The Art of Prioritizing Your Product Roadmap by AWS Sr PM - Tech
Webinar: The Art of Prioritizing Your Product Roadmap by AWS Sr PM - Tech
 
Harnessing the Power of GenAI for Exceptional Product Outcomes by Booking.com...
Harnessing the Power of GenAI for Exceptional Product Outcomes by Booking.com...Harnessing the Power of GenAI for Exceptional Product Outcomes by Booking.com...
Harnessing the Power of GenAI for Exceptional Product Outcomes by Booking.com...
 
Relationship Counselling: From Disjointed Features to Product-First Thinking ...
Relationship Counselling: From Disjointed Features to Product-First Thinking ...Relationship Counselling: From Disjointed Features to Product-First Thinking ...
Relationship Counselling: From Disjointed Features to Product-First Thinking ...
 
Launching New Products In Companies Where It Matters Most by Product Director...
Launching New Products In Companies Where It Matters Most by Product Director...Launching New Products In Companies Where It Matters Most by Product Director...
Launching New Products In Companies Where It Matters Most by Product Director...
 
Cultivating Entrepreneurial Mindset in Product Management: Strategies for Suc...
Cultivating Entrepreneurial Mindset in Product Management: Strategies for Suc...Cultivating Entrepreneurial Mindset in Product Management: Strategies for Suc...
Cultivating Entrepreneurial Mindset in Product Management: Strategies for Suc...
 
Revolutionizing The Banking Industry: The Monzo Way by CPO, Monzo
Revolutionizing The Banking Industry: The Monzo Way by CPO, MonzoRevolutionizing The Banking Industry: The Monzo Way by CPO, Monzo
Revolutionizing The Banking Industry: The Monzo Way by CPO, Monzo
 
Synergy in Leadership and Product Excellence: A Blueprint for Growth by CPO, ...
Synergy in Leadership and Product Excellence: A Blueprint for Growth by CPO, ...Synergy in Leadership and Product Excellence: A Blueprint for Growth by CPO, ...
Synergy in Leadership and Product Excellence: A Blueprint for Growth by CPO, ...
 
Act Like an Owner, Challenge Like a VC by former CPO, Tripadvisor
Act Like an Owner,  Challenge Like a VC by former CPO, TripadvisorAct Like an Owner,  Challenge Like a VC by former CPO, Tripadvisor
Act Like an Owner, Challenge Like a VC by former CPO, Tripadvisor
 
The Future of Product, by Founder & CEO, Product School
The Future of Product, by Founder & CEO, Product SchoolThe Future of Product, by Founder & CEO, Product School
The Future of Product, by Founder & CEO, Product School
 
Webinar How PMs Use AI to 10X Their Productivity by Product School EiR.pdf
Webinar How PMs Use AI to 10X Their Productivity by Product School EiR.pdfWebinar How PMs Use AI to 10X Their Productivity by Product School EiR.pdf
Webinar How PMs Use AI to 10X Their Productivity by Product School EiR.pdf
 
Webinar: Using GenAI for Increasing Productivity in PM by Amazon PM Leader
Webinar: Using GenAI for Increasing Productivity in PM by Amazon PM LeaderWebinar: Using GenAI for Increasing Productivity in PM by Amazon PM Leader
Webinar: Using GenAI for Increasing Productivity in PM by Amazon PM Leader
 
Unlocking High-Performance Product Teams by former Meta Global PMM
Unlocking High-Performance Product Teams by former Meta Global PMMUnlocking High-Performance Product Teams by former Meta Global PMM
Unlocking High-Performance Product Teams by former Meta Global PMM
 
The Types of TPM Content Roles by Facebook product Leader
The Types of TPM Content Roles by Facebook product LeaderThe Types of TPM Content Roles by Facebook product Leader
The Types of TPM Content Roles by Facebook product Leader
 
Match Is the New Sell in The Digital World by Amazon Product leader
Match Is the New Sell in The Digital World by Amazon Product leaderMatch Is the New Sell in The Digital World by Amazon Product leader
Match Is the New Sell in The Digital World by Amazon Product leader
 
Beyond the Cart: Unleashing AI Wonders with Instacart’s Shopping Revolution
Beyond the Cart: Unleashing AI Wonders with Instacart’s Shopping RevolutionBeyond the Cart: Unleashing AI Wonders with Instacart’s Shopping Revolution
Beyond the Cart: Unleashing AI Wonders with Instacart’s Shopping Revolution
 
Designing Great Products The Power of Design and Leadership
Designing Great Products The Power of Design and LeadershipDesigning Great Products The Power of Design and Leadership
Designing Great Products The Power of Design and Leadership
 
Command the Room: Empower Your Team of Product Managers with Effective Commun...
Command the Room: Empower Your Team of Product Managers with Effective Commun...Command the Room: Empower Your Team of Product Managers with Effective Commun...
Command the Room: Empower Your Team of Product Managers with Effective Commun...
 
Metrics That Matter: Bridging User Needs and Board Priorities for Business Su...
Metrics That Matter: Bridging User Needs and Board Priorities for Business Su...Metrics That Matter: Bridging User Needs and Board Priorities for Business Su...
Metrics That Matter: Bridging User Needs and Board Priorities for Business Su...
 
Customer-Centric PM: Anticipating Needs Across the Product Life Cycle
Customer-Centric PM: Anticipating Needs Across the Product Life CycleCustomer-Centric PM: Anticipating Needs Across the Product Life Cycle
Customer-Centric PM: Anticipating Needs Across the Product Life Cycle
 
AI in Action The New Age of Intelligent Products and Sales Automation
AI in Action The New Age of Intelligent Products and Sales AutomationAI in Action The New Age of Intelligent Products and Sales Automation
AI in Action The New Age of Intelligent Products and Sales Automation
 

Dernier

Presentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreterPresentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreternaman860154
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024Rafal Los
 
Slack Application Development 101 Slides
Slack Application Development 101 SlidesSlack Application Development 101 Slides
Slack Application Development 101 Slidespraypatel2
 
What Are The Drone Anti-jamming Systems Technology?
What Are The Drone Anti-jamming Systems Technology?What Are The Drone Anti-jamming Systems Technology?
What Are The Drone Anti-jamming Systems Technology?Antenna Manufacturer Coco
 
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Igalia
 
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationFrom Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationSafe Software
 
Histor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slideHistor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slidevu2urc
 
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfThe Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfEnterprise Knowledge
 
CNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of ServiceCNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of Servicegiselly40
 
Finology Group – Insurtech Innovation Award 2024
Finology Group – Insurtech Innovation Award 2024Finology Group – Insurtech Innovation Award 2024
Finology Group – Insurtech Innovation Award 2024The Digital Insurer
 
Real Time Object Detection Using Open CV
Real Time Object Detection Using Open CVReal Time Object Detection Using Open CV
Real Time Object Detection Using Open CVKhem
 
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...apidays
 
A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?Igalia
 
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024The Digital Insurer
 
Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)wesley chun
 
GenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationGenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationMichael W. Hawkins
 
2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...Martijn de Jong
 
The Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxThe Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxMalak Abu Hammad
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityPrincipled Technologies
 
Breaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountBreaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountPuma Security, LLC
 

Dernier (20)

Presentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreterPresentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreter
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024
 
Slack Application Development 101 Slides
Slack Application Development 101 SlidesSlack Application Development 101 Slides
Slack Application Development 101 Slides
 
What Are The Drone Anti-jamming Systems Technology?
What Are The Drone Anti-jamming Systems Technology?What Are The Drone Anti-jamming Systems Technology?
What Are The Drone Anti-jamming Systems Technology?
 
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
 
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationFrom Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
 
Histor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slideHistor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slide
 
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfThe Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
 
CNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of ServiceCNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of Service
 
Finology Group – Insurtech Innovation Award 2024
Finology Group – Insurtech Innovation Award 2024Finology Group – Insurtech Innovation Award 2024
Finology Group – Insurtech Innovation Award 2024
 
Real Time Object Detection Using Open CV
Real Time Object Detection Using Open CVReal Time Object Detection Using Open CV
Real Time Object Detection Using Open CV
 
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
 
A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?
 
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
 
Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)
 
GenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationGenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day Presentation
 
2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...
 
The Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxThe Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptx
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivity
 
Breaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountBreaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path Mount
 

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

  • 1. A/B Testing for New Product Launches by Booking.com Sr PM www.productschool.com
  • 2. CERTIFICATES Your Product Management Certificate Path Product Executive Certificate™ Product Leader Certificate™ Product Manager Certificate™ WWW.PRODUCTSCHOOL.COM
  • 3. Corporate Training Level up your team’s Product Management skills
  • 4. 🗣 Do you enjoy Product School events? We want to hear from you! Scan the code to fill out this quick questionnaire so we can provide you with more value.
  • 5. Free Product Management Resources BOOKS EVENTS JOB PORTAL COMMUNITIES bit.ly/product_resources COURSES
  • 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 MVP FINAL 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 05 Focus 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