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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

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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