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Scaling Product Experimentation 
with JIRA and Confluence 
Z A N E S A L I M • S E N I O R T E C H N I C A L P M • TWI T T E R • @Z A N E S
Technology is disrupting 
companies faster than ever
Companies that stop 
innovating fizzle… fast
How are you 
innovating?
1. Our approach @twitter 
2. Challenges at scale 
3. How we scaled 
4. What got better 
5. Final takeaways
1. Our approach @Twitter
@Twitter we innovate 
through experimentation
Anyone can 
launch an 
experiment
Unleashes creativity
Drives user 
insights at scale
100s every quarter
Experimentation is the new black
… and the old black
Both refinement and exploration
Example: which drives more clicks?
Example: which drives more retention?
2. Challenges at scale
Visibility
Learning
Collaboration
Rigor
3. How we scaled
COMMON JIRA 
WORKFLOW FOR 
COLLABORATION
Lifecycle of an Experiment
Lifecycle of an Experiment in JIRA
Lifecycle of an Experiment in JIRA
KNOWLEDGE 
MANAGEMENT IN 
CONFLUENCE
Confluence: Knowledge Management
Confluence: Experiment Brief Templates
Confluence: Experiment Brief Templates 
Experiment Brief Experiment Write-up Retrospective Analysis 
Describe the problem Describe the experiment Present retrospective analysis 
Define a hypothesis Present the results Present the results 
Design the experiment Offer take-away’s Offer take-away’s
Confluence: Reviewed Experiments & Learning
HYPOTHESIS 
TREES
Visualizing Focus Areas & Insights
4. What got better
Doubled completed 
experiments
Reduced cycle 
time up to 50%
Learning org  
smarter experiments
5. Final takeaways
Experimentation 
drives innovation
Collaboration & 
learning essential
Smart use of tools can make 
you 4x more effective
Thank you!

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Scaling Product Experimentation

Editor's Notes

  1. Average lifetime of a fortune 500 company was 75 years a century ago.. And has dropped to less than 15 years.. Trending to 5 years