SlideShare a Scribd company logo
1 of 29
Why experiment?
Why experiment?
Where to?
The impact of experimenting cannot be understated
HAS DESIRED
IMPACT
SHOULD BE
TURNED OFF
REQUIRES
ITERATION
Source: Vineeth Madhusudanan, Statsig
Your product metric over time
Shipped feature (X)
Shipped feature (Y)
Shipped feature (Z)
Source: Vineeth Madhusudanan, Statsig
Your product metric over time
HAS DESIRED
IMPACT
SHOULD BE
TURNED OFF
REQUIRES
ITERATION
The impact of experimenting cannot be understated
HAS DESIRED
IMPACT
SHOULD BE
TURNED OFF
REQUIRES
ITERATION
Shipped feature (X)
Didn’t ship
feature (X)
Didn’t ship
feature (Y)
Didn’t ship
feature (Z)
Shipped feature (Y)
Shipped feature (Z)
Source: Vineeth Madhusudanan, Statsig
Your product metric over time
The impact of experimenting cannot be understated
What does good look like?
What makes for a great experimentation culture?
Data is seen as empowering
Outcomes measured on both a short and long-term time horizon
Distributed decision-making at scale
01
02
03
What makes for a great experimentation culture?
Distributed decision-making at scale
01
What makes for a great experimentation culture?
Outcomes measured on both a short and long-term time horizon
Distributed decision-making at scale
01
02
What makes for a great experimentation culture?
Data is seen as empowering
Outcomes measured on both a short and long-term time horizon
Distributed decision-making at scale
01
02
03
statsig.com
BUT. Great experimentation cultures
aren’t built overnight.
statsig.com
Source: Vineeth Madhusudanan, Statsig
Walk
Choose your tools,start
measuring impact
Jog
Individual team experimentation
culture develops
Run
10x experiments
across many teams
Fly
Empowered, distributed
execution at scale
Start small…
Walk
Choose your tools,start
measuring impact
Build your data baseline
A good experimentationtool
will…
Scale your Data Science team
Create the right hooks and
daily/weekly/monthlybehaviors
Democratizeaccessto
experimentation
Choose & implement tooling that automates data-
driven development
Jog
Individual team experimentation
culture develops
Gate every feature; only launch your winners
Shipped feature (X)
Didn’t ship
feature (X)
Didn’t ship
feature (Y)
Didn’t ship
feature (Z)
Shipped feature (Y)
Shipped feature (Z)
Source: Vineeth Madhusudanan, Statsig
Your product metric over time
Introduce hypothesis-driven experimentation
Run
10x experiments
across many teams
The team is 10x-ing the # of experiments run
REAL STATSIG CUSTOMER’S
EXPERIMENTATION GROWTH
FROM FALL ‘22 TO SPRING ‘24
Data informs every part of the product development cycle
STATSIG
VIRTUOUS CYCLE
Analytics
Increase the number of
insights and feature ideas
Feature Flags &Experiments
Grows the number of features being
built, experimented with, and released
in a managed way
Metrics &Events
Grows the amount of product
data to analyze for insights
and feature ideas
Fly
Empowered, distributed
execution at scale
Holdouts measure long-term impact
statsig.com
And you’re off to the races!
Source: Vineeth Madhusudanan, Statsig
Walk
Choose your tools,start
measuring impact
Jog
Individual team experimentation
culture develops
Run
10x experiments
across many teams
Fly
Empowered, distributed
execution at scale
How to Build an Experimentation Culture for Data-Driven Product Development

More Related Content

Similar to How to Build an Experimentation Culture for Data-Driven Product Development

SpigitEngage Predictions Webinar
SpigitEngage Predictions Webinar SpigitEngage Predictions Webinar
SpigitEngage Predictions Webinar Milind Pansare
 
Training Taster: Leading the way to become a data-driven organization
Training Taster: Leading the way to become a data-driven organizationTraining Taster: Leading the way to become a data-driven organization
Training Taster: Leading the way to become a data-driven organizationGoDataDriven
 
Test & Learn: How to Find Your Product's North Star Metric
Test & Learn: How to Find Your Product's North Star Metric Test & Learn: How to Find Your Product's North Star Metric
Test & Learn: How to Find Your Product's North Star Metric Optimizely
 
Using nudge theory to achieve a competitive edge with your UX
Using nudge theory to achieve a competitive edge with your UXUsing nudge theory to achieve a competitive edge with your UX
Using nudge theory to achieve a competitive edge with your UXFresh Egg UK
 
How to use your data science team: Becoming a data-driven organization
How to use your data science team: Becoming a data-driven organizationHow to use your data science team: Becoming a data-driven organization
How to use your data science team: Becoming a data-driven organizationYael Garten
 
Exploratory Testing Explained
Exploratory Testing ExplainedExploratory Testing Explained
Exploratory Testing ExplainedTechWell
 
3 Steps to Create a Habit of User Research on Your Product Team
3 Steps to Create a Habit of User Research on Your Product Team3 Steps to Create a Habit of User Research on Your Product Team
3 Steps to Create a Habit of User Research on Your Product Teamvalidately
 
Jisc Advance BCE Evidencing Outcomes Benefits & Outcomes
Jisc Advance BCE Evidencing Outcomes Benefits & OutcomesJisc Advance BCE Evidencing Outcomes Benefits & Outcomes
Jisc Advance BCE Evidencing Outcomes Benefits & OutcomesBCE A&E
 
205290 crystal ball predictive analytics
205290 crystal ball predictive analytics205290 crystal ball predictive analytics
205290 crystal ball predictive analyticsp6academy
 
Driving Agile Product Development with Experimentation
Driving Agile Product Development with ExperimentationDriving Agile Product Development with Experimentation
Driving Agile Product Development with ExperimentationSplit Software
 
Analysing your project | StreetGames National Conference 2013
Analysing your project | StreetGames National Conference 2013Analysing your project | StreetGames National Conference 2013
Analysing your project | StreetGames National Conference 2013StreetGames
 
David Hussman - Products and People over Process and Dogma
David Hussman - Products and People over Process and DogmaDavid Hussman - Products and People over Process and Dogma
David Hussman - Products and People over Process and DogmaWebExpo
 
Mixed Method Experimentation to Eliminate Siloes & Uncover Business Growth
Mixed Method Experimentation to Eliminate Siloes & Uncover Business GrowthMixed Method Experimentation to Eliminate Siloes & Uncover Business Growth
Mixed Method Experimentation to Eliminate Siloes & Uncover Business GrowthVWO
 
Growth hacking: een nieuwe manier van werken
Growth hacking: een nieuwe manier van werkenGrowth hacking: een nieuwe manier van werken
Growth hacking: een nieuwe manier van werkenwebwinkelvakdag
 
Business Intelligence for Business Analyst October 2018
Business Intelligence for Business Analyst  October 2018Business Intelligence for Business Analyst  October 2018
Business Intelligence for Business Analyst October 2018Ayo Apampa
 
Business model innovation by experimentation
Business model innovation by experimentationBusiness model innovation by experimentation
Business model innovation by experimentationEnergized Work
 

Similar to How to Build an Experimentation Culture for Data-Driven Product Development (20)

SpigitEngage Predictions Webinar
SpigitEngage Predictions Webinar SpigitEngage Predictions Webinar
SpigitEngage Predictions Webinar
 
Training Taster: Leading the way to become a data-driven organization
Training Taster: Leading the way to become a data-driven organizationTraining Taster: Leading the way to become a data-driven organization
Training Taster: Leading the way to become a data-driven organization
 
Test & Learn: How to Find Your Product's North Star Metric
Test & Learn: How to Find Your Product's North Star Metric Test & Learn: How to Find Your Product's North Star Metric
Test & Learn: How to Find Your Product's North Star Metric
 
Using nudge theory to achieve a competitive edge with your UX
Using nudge theory to achieve a competitive edge with your UXUsing nudge theory to achieve a competitive edge with your UX
Using nudge theory to achieve a competitive edge with your UX
 
How to use your data science team: Becoming a data-driven organization
How to use your data science team: Becoming a data-driven organizationHow to use your data science team: Becoming a data-driven organization
How to use your data science team: Becoming a data-driven organization
 
Kickingoff agile product team culture
Kickingoff agile product team cultureKickingoff agile product team culture
Kickingoff agile product team culture
 
Exploratory Testing Explained
Exploratory Testing ExplainedExploratory Testing Explained
Exploratory Testing Explained
 
3 Steps to Create a Habit of User Research on Your Product Team
3 Steps to Create a Habit of User Research on Your Product Team3 Steps to Create a Habit of User Research on Your Product Team
3 Steps to Create a Habit of User Research on Your Product Team
 
Jisc Advance BCE Evidencing Outcomes Benefits & Outcomes
Jisc Advance BCE Evidencing Outcomes Benefits & OutcomesJisc Advance BCE Evidencing Outcomes Benefits & Outcomes
Jisc Advance BCE Evidencing Outcomes Benefits & Outcomes
 
205290 crystal ball predictive analytics
205290 crystal ball predictive analytics205290 crystal ball predictive analytics
205290 crystal ball predictive analytics
 
[Paul Holland] Trends in Software Testing
[Paul Holland] Trends in Software Testing[Paul Holland] Trends in Software Testing
[Paul Holland] Trends in Software Testing
 
Driving Agile Product Development with Experimentation
Driving Agile Product Development with ExperimentationDriving Agile Product Development with Experimentation
Driving Agile Product Development with Experimentation
 
Analysing your project | StreetGames National Conference 2013
Analysing your project | StreetGames National Conference 2013Analysing your project | StreetGames National Conference 2013
Analysing your project | StreetGames National Conference 2013
 
David Hussman - Products and People over Process and Dogma
David Hussman - Products and People over Process and DogmaDavid Hussman - Products and People over Process and Dogma
David Hussman - Products and People over Process and Dogma
 
Mixed Method Experimentation to Eliminate Siloes & Uncover Business Growth
Mixed Method Experimentation to Eliminate Siloes & Uncover Business GrowthMixed Method Experimentation to Eliminate Siloes & Uncover Business Growth
Mixed Method Experimentation to Eliminate Siloes & Uncover Business Growth
 
Growth hacking: een nieuwe manier van werken
Growth hacking: een nieuwe manier van werkenGrowth hacking: een nieuwe manier van werken
Growth hacking: een nieuwe manier van werken
 
Business Intelligence for Business Analyst October 2018
Business Intelligence for Business Analyst  October 2018Business Intelligence for Business Analyst  October 2018
Business Intelligence for Business Analyst October 2018
 
Business model innovation by experimentation
Business model innovation by experimentationBusiness model innovation by experimentation
Business model innovation by experimentation
 
Guide: MaxDiff
Guide: MaxDiffGuide: MaxDiff
Guide: MaxDiff
 
UX Research
UX ResearchUX Research
UX Research
 

More from Aggregage

Sales & Marketing Alignment: How to Synergize for Success
Sales & Marketing Alignment: How to Synergize for SuccessSales & Marketing Alignment: How to Synergize for Success
Sales & Marketing Alignment: How to Synergize for SuccessAggregage
 
How Automation is Driving Efficiency Through the Last Mile of Reporting
How Automation is Driving Efficiency Through the Last Mile of ReportingHow Automation is Driving Efficiency Through the Last Mile of Reporting
How Automation is Driving Efficiency Through the Last Mile of ReportingAggregage
 
Planning your Restaurant's Path to Profitability
Planning your Restaurant's Path to ProfitabilityPlanning your Restaurant's Path to Profitability
Planning your Restaurant's Path to ProfitabilityAggregage
 
The Engagement Engine: Strategies for Building a High-Performance Culture
The Engagement Engine: Strategies for Building a High-Performance CultureThe Engagement Engine: Strategies for Building a High-Performance Culture
The Engagement Engine: Strategies for Building a High-Performance CultureAggregage
 
Driving Business Impact for PMs with Jon Harmer
Driving Business Impact for PMs with Jon HarmerDriving Business Impact for PMs with Jon Harmer
Driving Business Impact for PMs with Jon HarmerAggregage
 
Strategic Project Finance Essentials: A Project Manager’s Guide to Financial ...
Strategic Project Finance Essentials: A Project Manager’s Guide to Financial ...Strategic Project Finance Essentials: A Project Manager’s Guide to Financial ...
Strategic Project Finance Essentials: A Project Manager’s Guide to Financial ...Aggregage
 
The Retention Ripple Effect: Nonprofit Staff and Donor Dynamics
The Retention Ripple Effect: Nonprofit Staff and Donor DynamicsThe Retention Ripple Effect: Nonprofit Staff and Donor Dynamics
The Retention Ripple Effect: Nonprofit Staff and Donor DynamicsAggregage
 
Breaking the Burnout Cycle: Empowering Managers for Excellence
Breaking the Burnout Cycle: Empowering Managers for ExcellenceBreaking the Burnout Cycle: Empowering Managers for Excellence
Breaking the Burnout Cycle: Empowering Managers for ExcellenceAggregage
 
Strategic CX: A Deep Dive into Voice of the Customer Insights for Clarity
Strategic CX: A Deep Dive into Voice of the Customer Insights for ClarityStrategic CX: A Deep Dive into Voice of the Customer Insights for Clarity
Strategic CX: A Deep Dive into Voice of the Customer Insights for ClarityAggregage
 
The Data Metaverse: Unpacking the Roles, Use Cases, and Tech Trends in Data a...
The Data Metaverse: Unpacking the Roles, Use Cases, and Tech Trends in Data a...The Data Metaverse: Unpacking the Roles, Use Cases, and Tech Trends in Data a...
The Data Metaverse: Unpacking the Roles, Use Cases, and Tech Trends in Data a...Aggregage
 
Bridging the Gap: The Intersection of DEI Initiatives and Employee Benefits
Bridging the Gap: The Intersection of DEI Initiatives and Employee BenefitsBridging the Gap: The Intersection of DEI Initiatives and Employee Benefits
Bridging the Gap: The Intersection of DEI Initiatives and Employee BenefitsAggregage
 
Mapping Digital Transformation: Retail’s Strategic Shift
Mapping Digital Transformation: Retail’s Strategic ShiftMapping Digital Transformation: Retail’s Strategic Shift
Mapping Digital Transformation: Retail’s Strategic ShiftAggregage
 
AI & DEI: With Great Opportunities Comes Great HR Responsibility
AI & DEI: With Great Opportunities Comes Great HR ResponsibilityAI & DEI: With Great Opportunities Comes Great HR Responsibility
AI & DEI: With Great Opportunities Comes Great HR ResponsibilityAggregage
 
Can Brain Science Actually Help Make Your Training & Teaching "Stick"?
Can Brain Science Actually Help Make Your Training & Teaching "Stick"?Can Brain Science Actually Help Make Your Training & Teaching "Stick"?
Can Brain Science Actually Help Make Your Training & Teaching "Stick"?Aggregage
 
How Personalized Customer Experiences Drive Retail Growth and Revenue
How Personalized Customer Experiences Drive Retail Growth and RevenueHow Personalized Customer Experiences Drive Retail Growth and Revenue
How Personalized Customer Experiences Drive Retail Growth and RevenueAggregage
 
Your Expert Guide to CX Orchestration & Enhancing Customer Journeys
Your Expert Guide to CX Orchestration & Enhancing Customer JourneysYour Expert Guide to CX Orchestration & Enhancing Customer Journeys
Your Expert Guide to CX Orchestration & Enhancing Customer JourneysAggregage
 
The Resurgence of Direct Mail as a Growth Marketing Strategy
The Resurgence of Direct Mail as a Growth Marketing StrategyThe Resurgence of Direct Mail as a Growth Marketing Strategy
The Resurgence of Direct Mail as a Growth Marketing StrategyAggregage
 
Top 5 Ways to Optimize Your Loyalty Strategy
Top 5 Ways to Optimize Your Loyalty StrategyTop 5 Ways to Optimize Your Loyalty Strategy
Top 5 Ways to Optimize Your Loyalty StrategyAggregage
 
HR Pro Playbook: How to Navigate Global Workforce Expansion with Confidence
HR Pro Playbook: How to Navigate Global Workforce Expansion with ConfidenceHR Pro Playbook: How to Navigate Global Workforce Expansion with Confidence
HR Pro Playbook: How to Navigate Global Workforce Expansion with ConfidenceAggregage
 
A Tale of Two Case Studies: Using LLMs in Production
A Tale of Two Case Studies: Using LLMs in ProductionA Tale of Two Case Studies: Using LLMs in Production
A Tale of Two Case Studies: Using LLMs in ProductionAggregage
 

More from Aggregage (20)

Sales & Marketing Alignment: How to Synergize for Success
Sales & Marketing Alignment: How to Synergize for SuccessSales & Marketing Alignment: How to Synergize for Success
Sales & Marketing Alignment: How to Synergize for Success
 
How Automation is Driving Efficiency Through the Last Mile of Reporting
How Automation is Driving Efficiency Through the Last Mile of ReportingHow Automation is Driving Efficiency Through the Last Mile of Reporting
How Automation is Driving Efficiency Through the Last Mile of Reporting
 
Planning your Restaurant's Path to Profitability
Planning your Restaurant's Path to ProfitabilityPlanning your Restaurant's Path to Profitability
Planning your Restaurant's Path to Profitability
 
The Engagement Engine: Strategies for Building a High-Performance Culture
The Engagement Engine: Strategies for Building a High-Performance CultureThe Engagement Engine: Strategies for Building a High-Performance Culture
The Engagement Engine: Strategies for Building a High-Performance Culture
 
Driving Business Impact for PMs with Jon Harmer
Driving Business Impact for PMs with Jon HarmerDriving Business Impact for PMs with Jon Harmer
Driving Business Impact for PMs with Jon Harmer
 
Strategic Project Finance Essentials: A Project Manager’s Guide to Financial ...
Strategic Project Finance Essentials: A Project Manager’s Guide to Financial ...Strategic Project Finance Essentials: A Project Manager’s Guide to Financial ...
Strategic Project Finance Essentials: A Project Manager’s Guide to Financial ...
 
The Retention Ripple Effect: Nonprofit Staff and Donor Dynamics
The Retention Ripple Effect: Nonprofit Staff and Donor DynamicsThe Retention Ripple Effect: Nonprofit Staff and Donor Dynamics
The Retention Ripple Effect: Nonprofit Staff and Donor Dynamics
 
Breaking the Burnout Cycle: Empowering Managers for Excellence
Breaking the Burnout Cycle: Empowering Managers for ExcellenceBreaking the Burnout Cycle: Empowering Managers for Excellence
Breaking the Burnout Cycle: Empowering Managers for Excellence
 
Strategic CX: A Deep Dive into Voice of the Customer Insights for Clarity
Strategic CX: A Deep Dive into Voice of the Customer Insights for ClarityStrategic CX: A Deep Dive into Voice of the Customer Insights for Clarity
Strategic CX: A Deep Dive into Voice of the Customer Insights for Clarity
 
The Data Metaverse: Unpacking the Roles, Use Cases, and Tech Trends in Data a...
The Data Metaverse: Unpacking the Roles, Use Cases, and Tech Trends in Data a...The Data Metaverse: Unpacking the Roles, Use Cases, and Tech Trends in Data a...
The Data Metaverse: Unpacking the Roles, Use Cases, and Tech Trends in Data a...
 
Bridging the Gap: The Intersection of DEI Initiatives and Employee Benefits
Bridging the Gap: The Intersection of DEI Initiatives and Employee BenefitsBridging the Gap: The Intersection of DEI Initiatives and Employee Benefits
Bridging the Gap: The Intersection of DEI Initiatives and Employee Benefits
 
Mapping Digital Transformation: Retail’s Strategic Shift
Mapping Digital Transformation: Retail’s Strategic ShiftMapping Digital Transformation: Retail’s Strategic Shift
Mapping Digital Transformation: Retail’s Strategic Shift
 
AI & DEI: With Great Opportunities Comes Great HR Responsibility
AI & DEI: With Great Opportunities Comes Great HR ResponsibilityAI & DEI: With Great Opportunities Comes Great HR Responsibility
AI & DEI: With Great Opportunities Comes Great HR Responsibility
 
Can Brain Science Actually Help Make Your Training & Teaching "Stick"?
Can Brain Science Actually Help Make Your Training & Teaching "Stick"?Can Brain Science Actually Help Make Your Training & Teaching "Stick"?
Can Brain Science Actually Help Make Your Training & Teaching "Stick"?
 
How Personalized Customer Experiences Drive Retail Growth and Revenue
How Personalized Customer Experiences Drive Retail Growth and RevenueHow Personalized Customer Experiences Drive Retail Growth and Revenue
How Personalized Customer Experiences Drive Retail Growth and Revenue
 
Your Expert Guide to CX Orchestration & Enhancing Customer Journeys
Your Expert Guide to CX Orchestration & Enhancing Customer JourneysYour Expert Guide to CX Orchestration & Enhancing Customer Journeys
Your Expert Guide to CX Orchestration & Enhancing Customer Journeys
 
The Resurgence of Direct Mail as a Growth Marketing Strategy
The Resurgence of Direct Mail as a Growth Marketing StrategyThe Resurgence of Direct Mail as a Growth Marketing Strategy
The Resurgence of Direct Mail as a Growth Marketing Strategy
 
Top 5 Ways to Optimize Your Loyalty Strategy
Top 5 Ways to Optimize Your Loyalty StrategyTop 5 Ways to Optimize Your Loyalty Strategy
Top 5 Ways to Optimize Your Loyalty Strategy
 
HR Pro Playbook: How to Navigate Global Workforce Expansion with Confidence
HR Pro Playbook: How to Navigate Global Workforce Expansion with ConfidenceHR Pro Playbook: How to Navigate Global Workforce Expansion with Confidence
HR Pro Playbook: How to Navigate Global Workforce Expansion with Confidence
 
A Tale of Two Case Studies: Using LLMs in Production
A Tale of Two Case Studies: Using LLMs in ProductionA Tale of Two Case Studies: Using LLMs in Production
A Tale of Two Case Studies: Using LLMs in Production
 

Recently uploaded

dokumen.tips_chapter-4-transient-heat-conduction-mehmet-kanoglu.ppt
dokumen.tips_chapter-4-transient-heat-conduction-mehmet-kanoglu.pptdokumen.tips_chapter-4-transient-heat-conduction-mehmet-kanoglu.ppt
dokumen.tips_chapter-4-transient-heat-conduction-mehmet-kanoglu.pptSonatrach
 
原版1:1定制南十字星大学毕业证(SCU毕业证)#文凭成绩单#真实留信学历认证永久存档
原版1:1定制南十字星大学毕业证(SCU毕业证)#文凭成绩单#真实留信学历认证永久存档原版1:1定制南十字星大学毕业证(SCU毕业证)#文凭成绩单#真实留信学历认证永久存档
原版1:1定制南十字星大学毕业证(SCU毕业证)#文凭成绩单#真实留信学历认证永久存档208367051
 
Amazon TQM (2) Amazon TQM (2)Amazon TQM (2).pptx
Amazon TQM (2) Amazon TQM (2)Amazon TQM (2).pptxAmazon TQM (2) Amazon TQM (2)Amazon TQM (2).pptx
Amazon TQM (2) Amazon TQM (2)Amazon TQM (2).pptxAbdelrhman abooda
 
Predicting Salary Using Data Science: A Comprehensive Analysis.pdf
Predicting Salary Using Data Science: A Comprehensive Analysis.pdfPredicting Salary Using Data Science: A Comprehensive Analysis.pdf
Predicting Salary Using Data Science: A Comprehensive Analysis.pdfBoston Institute of Analytics
 
High Class Call Girls Noida Sector 39 Aarushi 🔝8264348440🔝 Independent Escort...
High Class Call Girls Noida Sector 39 Aarushi 🔝8264348440🔝 Independent Escort...High Class Call Girls Noida Sector 39 Aarushi 🔝8264348440🔝 Independent Escort...
High Class Call Girls Noida Sector 39 Aarushi 🔝8264348440🔝 Independent Escort...soniya singh
 
办美国阿肯色大学小石城分校毕业证成绩单pdf电子版制作修改#真实留信入库#永久存档#真实可查#diploma#degree
办美国阿肯色大学小石城分校毕业证成绩单pdf电子版制作修改#真实留信入库#永久存档#真实可查#diploma#degree办美国阿肯色大学小石城分校毕业证成绩单pdf电子版制作修改#真实留信入库#永久存档#真实可查#diploma#degree
办美国阿肯色大学小石城分校毕业证成绩单pdf电子版制作修改#真实留信入库#永久存档#真实可查#diploma#degreeyuu sss
 
Industrialised data - the key to AI success.pdf
Industrialised data - the key to AI success.pdfIndustrialised data - the key to AI success.pdf
Industrialised data - the key to AI success.pdfLars Albertsson
 
04242024_CCC TUG_Joins and Relationships
04242024_CCC TUG_Joins and Relationships04242024_CCC TUG_Joins and Relationships
04242024_CCC TUG_Joins and Relationshipsccctableauusergroup
 
Dubai Call Girls Wifey O52&786472 Call Girls Dubai
Dubai Call Girls Wifey O52&786472 Call Girls DubaiDubai Call Girls Wifey O52&786472 Call Girls Dubai
Dubai Call Girls Wifey O52&786472 Call Girls Dubaihf8803863
 
Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...
Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...
Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...dajasot375
 
Top 5 Best Data Analytics Courses In Queens
Top 5 Best Data Analytics Courses In QueensTop 5 Best Data Analytics Courses In Queens
Top 5 Best Data Analytics Courses In Queensdataanalyticsqueen03
 
B2 Creative Industry Response Evaluation.docx
B2 Creative Industry Response Evaluation.docxB2 Creative Industry Response Evaluation.docx
B2 Creative Industry Response Evaluation.docxStephen266013
 
Consent & Privacy Signals on Google *Pixels* - MeasureCamp Amsterdam 2024
Consent & Privacy Signals on Google *Pixels* - MeasureCamp Amsterdam 2024Consent & Privacy Signals on Google *Pixels* - MeasureCamp Amsterdam 2024
Consent & Privacy Signals on Google *Pixels* - MeasureCamp Amsterdam 2024thyngster
 
Beautiful Sapna Vip Call Girls Hauz Khas 9711199012 Call /Whatsapps
Beautiful Sapna Vip  Call Girls Hauz Khas 9711199012 Call /WhatsappsBeautiful Sapna Vip  Call Girls Hauz Khas 9711199012 Call /Whatsapps
Beautiful Sapna Vip Call Girls Hauz Khas 9711199012 Call /Whatsappssapnasaifi408
 
毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degreeyuu sss
 
DBA Basics: Getting Started with Performance Tuning.pdf
DBA Basics: Getting Started with Performance Tuning.pdfDBA Basics: Getting Started with Performance Tuning.pdf
DBA Basics: Getting Started with Performance Tuning.pdfJohn Sterrett
 
GA4 Without Cookies [Measure Camp AMS]
GA4 Without Cookies [Measure Camp AMS]GA4 Without Cookies [Measure Camp AMS]
GA4 Without Cookies [Measure Camp AMS]📊 Markus Baersch
 
Effects of Smartphone Addiction on the Academic Performances of Grades 9 to 1...
Effects of Smartphone Addiction on the Academic Performances of Grades 9 to 1...Effects of Smartphone Addiction on the Academic Performances of Grades 9 to 1...
Effects of Smartphone Addiction on the Academic Performances of Grades 9 to 1...limedy534
 
RS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝Delhi
RS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝DelhiRS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝Delhi
RS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝Delhijennyeacort
 
专业一比一美国俄亥俄大学毕业证成绩单pdf电子版制作修改
专业一比一美国俄亥俄大学毕业证成绩单pdf电子版制作修改专业一比一美国俄亥俄大学毕业证成绩单pdf电子版制作修改
专业一比一美国俄亥俄大学毕业证成绩单pdf电子版制作修改yuu sss
 

Recently uploaded (20)

dokumen.tips_chapter-4-transient-heat-conduction-mehmet-kanoglu.ppt
dokumen.tips_chapter-4-transient-heat-conduction-mehmet-kanoglu.pptdokumen.tips_chapter-4-transient-heat-conduction-mehmet-kanoglu.ppt
dokumen.tips_chapter-4-transient-heat-conduction-mehmet-kanoglu.ppt
 
原版1:1定制南十字星大学毕业证(SCU毕业证)#文凭成绩单#真实留信学历认证永久存档
原版1:1定制南十字星大学毕业证(SCU毕业证)#文凭成绩单#真实留信学历认证永久存档原版1:1定制南十字星大学毕业证(SCU毕业证)#文凭成绩单#真实留信学历认证永久存档
原版1:1定制南十字星大学毕业证(SCU毕业证)#文凭成绩单#真实留信学历认证永久存档
 
Amazon TQM (2) Amazon TQM (2)Amazon TQM (2).pptx
Amazon TQM (2) Amazon TQM (2)Amazon TQM (2).pptxAmazon TQM (2) Amazon TQM (2)Amazon TQM (2).pptx
Amazon TQM (2) Amazon TQM (2)Amazon TQM (2).pptx
 
Predicting Salary Using Data Science: A Comprehensive Analysis.pdf
Predicting Salary Using Data Science: A Comprehensive Analysis.pdfPredicting Salary Using Data Science: A Comprehensive Analysis.pdf
Predicting Salary Using Data Science: A Comprehensive Analysis.pdf
 
High Class Call Girls Noida Sector 39 Aarushi 🔝8264348440🔝 Independent Escort...
High Class Call Girls Noida Sector 39 Aarushi 🔝8264348440🔝 Independent Escort...High Class Call Girls Noida Sector 39 Aarushi 🔝8264348440🔝 Independent Escort...
High Class Call Girls Noida Sector 39 Aarushi 🔝8264348440🔝 Independent Escort...
 
办美国阿肯色大学小石城分校毕业证成绩单pdf电子版制作修改#真实留信入库#永久存档#真实可查#diploma#degree
办美国阿肯色大学小石城分校毕业证成绩单pdf电子版制作修改#真实留信入库#永久存档#真实可查#diploma#degree办美国阿肯色大学小石城分校毕业证成绩单pdf电子版制作修改#真实留信入库#永久存档#真实可查#diploma#degree
办美国阿肯色大学小石城分校毕业证成绩单pdf电子版制作修改#真实留信入库#永久存档#真实可查#diploma#degree
 
Industrialised data - the key to AI success.pdf
Industrialised data - the key to AI success.pdfIndustrialised data - the key to AI success.pdf
Industrialised data - the key to AI success.pdf
 
04242024_CCC TUG_Joins and Relationships
04242024_CCC TUG_Joins and Relationships04242024_CCC TUG_Joins and Relationships
04242024_CCC TUG_Joins and Relationships
 
Dubai Call Girls Wifey O52&786472 Call Girls Dubai
Dubai Call Girls Wifey O52&786472 Call Girls DubaiDubai Call Girls Wifey O52&786472 Call Girls Dubai
Dubai Call Girls Wifey O52&786472 Call Girls Dubai
 
Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...
Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...
Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...
 
Top 5 Best Data Analytics Courses In Queens
Top 5 Best Data Analytics Courses In QueensTop 5 Best Data Analytics Courses In Queens
Top 5 Best Data Analytics Courses In Queens
 
B2 Creative Industry Response Evaluation.docx
B2 Creative Industry Response Evaluation.docxB2 Creative Industry Response Evaluation.docx
B2 Creative Industry Response Evaluation.docx
 
Consent & Privacy Signals on Google *Pixels* - MeasureCamp Amsterdam 2024
Consent & Privacy Signals on Google *Pixels* - MeasureCamp Amsterdam 2024Consent & Privacy Signals on Google *Pixels* - MeasureCamp Amsterdam 2024
Consent & Privacy Signals on Google *Pixels* - MeasureCamp Amsterdam 2024
 
Beautiful Sapna Vip Call Girls Hauz Khas 9711199012 Call /Whatsapps
Beautiful Sapna Vip  Call Girls Hauz Khas 9711199012 Call /WhatsappsBeautiful Sapna Vip  Call Girls Hauz Khas 9711199012 Call /Whatsapps
Beautiful Sapna Vip Call Girls Hauz Khas 9711199012 Call /Whatsapps
 
毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
 
DBA Basics: Getting Started with Performance Tuning.pdf
DBA Basics: Getting Started with Performance Tuning.pdfDBA Basics: Getting Started with Performance Tuning.pdf
DBA Basics: Getting Started with Performance Tuning.pdf
 
GA4 Without Cookies [Measure Camp AMS]
GA4 Without Cookies [Measure Camp AMS]GA4 Without Cookies [Measure Camp AMS]
GA4 Without Cookies [Measure Camp AMS]
 
Effects of Smartphone Addiction on the Academic Performances of Grades 9 to 1...
Effects of Smartphone Addiction on the Academic Performances of Grades 9 to 1...Effects of Smartphone Addiction on the Academic Performances of Grades 9 to 1...
Effects of Smartphone Addiction on the Academic Performances of Grades 9 to 1...
 
RS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝Delhi
RS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝DelhiRS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝Delhi
RS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝Delhi
 
专业一比一美国俄亥俄大学毕业证成绩单pdf电子版制作修改
专业一比一美国俄亥俄大学毕业证成绩单pdf电子版制作修改专业一比一美国俄亥俄大学毕业证成绩单pdf电子版制作修改
专业一比一美国俄亥俄大学毕业证成绩单pdf电子版制作修改
 

How to Build an Experimentation Culture for Data-Driven Product Development

  • 1.
  • 2.
  • 3.
  • 6. The impact of experimenting cannot be understated HAS DESIRED IMPACT SHOULD BE TURNED OFF REQUIRES ITERATION Source: Vineeth Madhusudanan, Statsig Your product metric over time
  • 7. Shipped feature (X) Shipped feature (Y) Shipped feature (Z) Source: Vineeth Madhusudanan, Statsig Your product metric over time HAS DESIRED IMPACT SHOULD BE TURNED OFF REQUIRES ITERATION The impact of experimenting cannot be understated
  • 8. HAS DESIRED IMPACT SHOULD BE TURNED OFF REQUIRES ITERATION Shipped feature (X) Didn’t ship feature (X) Didn’t ship feature (Y) Didn’t ship feature (Z) Shipped feature (Y) Shipped feature (Z) Source: Vineeth Madhusudanan, Statsig Your product metric over time The impact of experimenting cannot be understated
  • 9. What does good look like?
  • 10.
  • 11. What makes for a great experimentation culture? Data is seen as empowering Outcomes measured on both a short and long-term time horizon Distributed decision-making at scale 01 02 03
  • 12. What makes for a great experimentation culture? Distributed decision-making at scale 01
  • 13. What makes for a great experimentation culture? Outcomes measured on both a short and long-term time horizon Distributed decision-making at scale 01 02
  • 14. What makes for a great experimentation culture? Data is seen as empowering Outcomes measured on both a short and long-term time horizon Distributed decision-making at scale 01 02 03
  • 15. statsig.com BUT. Great experimentation cultures aren’t built overnight.
  • 16. statsig.com Source: Vineeth Madhusudanan, Statsig Walk Choose your tools,start measuring impact Jog Individual team experimentation culture develops Run 10x experiments across many teams Fly Empowered, distributed execution at scale Start small…
  • 18. Build your data baseline
  • 19. A good experimentationtool will… Scale your Data Science team Create the right hooks and daily/weekly/monthlybehaviors Democratizeaccessto experimentation Choose & implement tooling that automates data- driven development
  • 21. Gate every feature; only launch your winners Shipped feature (X) Didn’t ship feature (X) Didn’t ship feature (Y) Didn’t ship feature (Z) Shipped feature (Y) Shipped feature (Z) Source: Vineeth Madhusudanan, Statsig Your product metric over time
  • 24. The team is 10x-ing the # of experiments run REAL STATSIG CUSTOMER’S EXPERIMENTATION GROWTH FROM FALL ‘22 TO SPRING ‘24
  • 25. Data informs every part of the product development cycle STATSIG VIRTUOUS CYCLE Analytics Increase the number of insights and feature ideas Feature Flags &Experiments Grows the number of features being built, experimented with, and released in a managed way Metrics &Events Grows the amount of product data to analyze for insights and feature ideas
  • 28. statsig.com And you’re off to the races! Source: Vineeth Madhusudanan, Statsig Walk Choose your tools,start measuring impact Jog Individual team experimentation culture develops Run 10x experiments across many teams Fly Empowered, distributed execution at scale