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Science, Ninjas & Squads
Enabling data driven decisions
for hypergrowth
Harrison Gilmore
Senior Data Scientist
Growth at Skyscanner
Typewriters
Becoming T Shaped
Data Driven Decisions
Growth at Skyscanner
• Squads and tribes
• Cross functional
• 8 people or less
• Mission focused
• No functional silos
https://labs.spotify.com/2014/03/27/spotify-engineering-culture-part-1/
We organized
ourselves into
central & regional
growth tribes
Central
Growth Tribe
EMEA Regional
Growth Tribe
AMER Regional
Growth Tribe
APAC Regional
Growth Tribe
https://medium.com/@Skyscanner/our-tribes-central-growth-and-regional-growth-9a28c41532f1#.ri13oz319
http://theleanstartup.com/
Typing Pools
• Old technology gets replaced and our work changes.
• We can do more on our own and do it faster.
• Time to meaningful action gets reduced dramatically.
• Being data driven is not someone else’s problem.
Becoming T Shaped
• Balance of breadth and depth of skills is crucial.
• Functional silos slow us down.
• Becoming T shaped allows us to move faster.
• We have to teach each other.
Data Driven Decisions
• Product Market Fit framework
• Automatically scores markets
• Easily compare performance
• Compare scores over time
https://google.github.io/CausalImpact/CausalImpact.html
• SEM ads vs. organic traffic
• Can we show causation?
• Google’s Causal Impact library
• Initial phase of manual analysis
• Created an automated tool
• Cross functional teams solve problems faster.
• Think scale - automate everything you can!
• Help your data scientists to build tools.
Questions?
https://medium.com/@Skyscanner
@SkyscannerGrwth
skyscanner.net/jobs

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Science, Ninjas and Squads - Enabling Data Driven Decisions For Hypergrowth