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Andy Young // @andyy // andyyoung.co
Building a
Growth Model
to drive your business
Andy Young
@andyy
Andy Young // @andyy // andyyoung.co
Hi, I’m Andy!
@andyy
#fb
PhotobyDanTaylor-dan@heisenbergmedia.com
Andy Young // @andyy // andyyoung.co
So what is this about
“Growth” anyways?
Andy Young // @andyy // andyyoung.co
● Typically growing our active customer/user base
● Growing whatever drives value in our business
● Not necessarily growing revenue $$$
● Growing whatever’s most strategically important to
us right now
What do we mean by Growth?
Andy Young // @andyy // andyyoung.co
Growth Marketing is finding growth that is:
● Measurable
● Predictable
● Repeatable & Scalable
Growth is a mindset, and a process.
Growth Truths
Andy Young // @andyy // andyyoung.co
How can we grow?
Andy Young // @andyy // andyyoung.co
ACQUIRING new customers
vs.
RETAINING existing customers
Ways to grow..
Andy Young // @andyy // andyyoung.co
Retention is a silent killer!
Andy Young // @andyy // andyyoung.co
Most important: Retention flattens
Andy Young // @andyy // andyyoung.co
When your retention curve flattens..
Andy Young // @andyy // andyyoung.co
Retention in a
transactional business?
Andy Young // @andyy // andyyoung.co
How can we grow..?
Ways to grow
Sustainably
Andy Young // @andyy // andyyoung.co
Paid Engine of Growth
Pay to acquire
new users Monetise those
users
Reinvest profit into acquiring
the next set of users
Andy Young // @andyy // andyyoung.co
Viral Engine of Growth
Acquire new users
(initially via
seeding)
Each new user
invites N friends
% of invites convert
to new users
Andy Young // @andyy // andyyoung.co
Sticky Engine of Growth
Acquire new users
(any channel)
Users stick
around
Acquisition >> churn
so we grow
Andy Young // @andyy // andyyoung.co
http://www.startuplessonslearned.com/2008/09/three-drivers-of-growth-for-your.html
https://www.slideshare.net/Leananalytics/lean-analytics-for-intrapreneurs-lean-startup-conference-dec-2013-public-share
Andy Young // @andyy // andyyoung.co
User-Generated Content Growth Loop
New users
discover content
via Google
Users sign up
and create new
content
Content is indexed by Google
Andy Young // @andyy // andyyoung.co
B2B Content Growth Loop
New users discover
content via
search & social
Users sign up
and/or follow
Profit is invested in
new content creation
Distributed to existing
followers, who amplify to
new users Brian Balfour, Reforge.com
Andy Young // @andyy // andyyoung.co
● Over time, you’ll typically make use of
multiple growth loops - powered by different engines
● But you’ll typically always have
one loop that dominates your growth
Which engine(s) work for you?
Andy Young // @andyy // andyyoung.co
● Is your engine of growth coherent?
● Beware attempts to force a user to take
unnatural behaviours
Watch out for
structural FAILURE!
Andy Young // @andyy // andyyoung.co
The myth of the
Hockey Stick
What growth actually looks like..
Andy Young // @andyy // andyyoung.co
Andy Young // @andyy // andyyoung.co
Andy Young // @andyy // andyyoung.co
What people think
hockey-stick growth
looks like..
Andy Young // @andyy // andyyoung.co
What people think
hockey-stick growth
looks like..
..what it actually looks like
Andy Young // @andyy // andyyoung.co
https://insomanic.me.uk/selective-tweets-3-years-zero-marketing-and-nearly-1m-users-later-now-open-source-851a011f6d5c
Selective Tweets - 1.3 million users
3 years
Andy Young // @andyy // andyyoung.co
Andy Young // @andyy // andyyoung.co
Andy Young // @andyy // andyyoung.co
Andy Young // @andyy // andyyoung.co
Andy Young // @andyy // andyyoung.co
Which
startup
is this?
Andy Young // @andyy // andyyoung.co
https://blog.rjmetrics.com/2012/04/27/airbnb-data-analysis-6-million-users-by-year-end-only-20-active/
Andy Young // @andyy // andyyoung.co
http://blog.airdna.co/2015-in-review-airbnb-data-for-the-usa/
Andy Young // @andyy // andyyoung.co
Engineering-driven Growth
AirBnB built on top of Craigslist
Andy Young // @andyy // andyyoung.co
http://blog.airdna.co/2015-in-review-airbnb-data-for-the-usa/
Andy Young // @andyy // andyyoung.co
http://leananalyticsbook.com/analytics-lessons-learned-free-e-book-with-13-case-studies/
Andy Young // @andyy // andyyoung.co
http://www.david.blog/blog/the-importance-of-launching-early-and-staying-alive
Andy Young // @andyy // andyyoung.co
http://www.david.blog/blog/the-importance-of-launching-early-and-staying-alive
Andy Young // @andyy // andyyoung.co
How can we grow?
Andy Young // @andyy // andyyoung.co
● ACQUISITION at top of funnel
○ How to reach HUGE new audiences in a cost-effective way
● CONVERSION at middle of funnel
○ Attracting and drawing people deeper into engaging with you
● REVENUE at bottom of funnel
○ Close to the $$$ - convert higher % and simply make more money!
Working across the whole FUNNEL
Andy Young // @andyy // andyyoung.co
Our most precious commodity is
TIME
Andy Young // @andyy // andyyoung.co
Identify Levers
and prioritise your backlog
Andy Young // @andyy // andyyoung.co
Levers:
things you can push
to get growth
Andy Young // @andyy // andyyoung.co
Prioritise using ICE
framework:
-Impact
-Chance of Success
-Effort (time/resources)
Andy Young // @andyy // andyyoung.co
Make predictions in advance!
Andy Young // @andyy // andyyoung.co
Build a Model
to understand your business
Andy Young // @andyy // andyyoung.co
Andy Young // @andyy // andyyoung.co
What makes a
good dashboard?
Andy Young // @andyy // andyyoung.co
Growth model spreadsheet
Andy Young // @andyy // andyyoung.co
Not an operational dashboard:
metrics related to growth
1. Identify top-level KPI
2. Add nuance
3. Add drivers
4. Add funnel for these drivers
Template Google Sheet: bit.ly/kpi-sheet
Andy Young // @andyy // andyyoung.co
How?
Andy Young // @andyy // andyyoung.co
Building a Growth Model
1. Identify traction KPI
Andy Young // @andyy // andyyoung.co
Building a Growth Model
1. Identify traction KPI
It’s hard.
Andy Young // @andyy // andyyoung.co
Identify your Traction KPI
Keep it simple!
The good news: there’s probably a
pre-determined answer
for
what drives your business
Andy Young // @andyy // andyyoung.co
Identify your Traction KPI
There’s probably a pre-determined
answer for what drives your business
Spoiler: ultimately it’s $$$
Andy Young // @andyy // andyyoung.co
Identify your Traction KPI
There’s probably a pre-determined
answer for what drives your business
Commerce: # sales
Subscription / SaaS: # subscribers
Marketplace: # transactions
Andy Young // @andyy // andyyoung.co
Building a Growth Model
1. Identify traction KPI
Andy Young // @andyy // andyyoung.co
Building a Growth Model
1. Identify top-level KPI
2. Next, add nuance
Andy Young // @andyy // andyyoung.co
How’re we doing?
Nuance behind your top level KPI
E.g. for commerce: # sales
Nuance: average sale $; # customers
Andy Young // @andyy // andyyoung.co
How’re we doing?
1. Identify top-level KPI
2. Add nuance
3. Add drivers
Andy Young // @andyy // andyyoung.co
How’re we doing?
Drivers behind your top level KPI
E.g. for marketplaces: # transactions
Drivers: # suppliers, # customers
Andy Young // @andyy // andyyoung.co
How’re we doing?
1. Identify top-level KPI
2. Add nuance
3. Add drivers
4. Add funnel for these drivers
Andy Young // @andyy // andyyoung.co
How’re we doing?
1. Identify top-level KPI
2. Add nuance
3. Add drivers
4. Add funnel for these drivers
End up with AARRR
Andy Young // @andyy // andyyoung.co
How’re we doing?
1. Identify top-level KPI
2. Add nuance
3. Add drivers
4. Add funnel for these drivers
Model this out - put in a spreadsheet
(Template Google Sheet: http://bit.ly/kpi-sheet)
Andy Young // @andyy // andyyoung.co
How’re we doing?
Put in a spreadsheet
- key KPI at the top, nuance and drivers below, finally the
detailed funnel below for reference
- columns for weekly numbers, w/w growth
Andy Young // @andyy // andyyoung.co
Growth Model Spreadsheet
• Review weekly - zoom out vs. zoom in
• Share with whole team
• Use to predict and prioritise
• What to look at daily vs. weekly vs.
monthly
http://bit.ly/kpi-sheet
Andy Young // @andyy // andyyoung.co
Let’s see some
examples..
Andy Young // @andyy // andyyoung.co
http://bit.ly/kpi-sheet
Andy Young // @andyy // andyyoung.co
How’re we doing?
Put in a spreadsheet
- review weekly
- share with whole team
- set targets
- use as a model to predict and prioritize
Andy Young // @andyy // andyyoung.co
Identify your
One Metric That Matters (OMTM)
to get everyone pushing
in the same direction
Andy Young // @andyy // andyyoung.co
Weekly/Monthly reporting
% week-on-week or month-on-month growth
in your
One Metric That Matters
Focus. Set a target.
How to choose? Read this Lean Analytics post
Andy Young // @andyy // andyyoung.co
Thanks, & good luck!
Andy Young // @andyy // andyyoung.co
● Bryan Balfour: The Scientific Method: How to Design &
Track Viral Growth Experiments
● Dave McClure's Startup Metrics for Pirates
● Eric Ries’s Three Engines of Growth
● My deck on Analytics for Startups
Further references..

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Growth Marketing Conference London 2017 - Andy Young - Building a Growth Model

  • 1. Andy Young // @andyy // andyyoung.co Building a Growth Model to drive your business Andy Young @andyy
  • 2. Andy Young // @andyy // andyyoung.co Hi, I’m Andy! @andyy #fb PhotobyDanTaylor-dan@heisenbergmedia.com
  • 3. Andy Young // @andyy // andyyoung.co So what is this about “Growth” anyways?
  • 4. Andy Young // @andyy // andyyoung.co ● Typically growing our active customer/user base ● Growing whatever drives value in our business ● Not necessarily growing revenue $$$ ● Growing whatever’s most strategically important to us right now What do we mean by Growth?
  • 5. Andy Young // @andyy // andyyoung.co Growth Marketing is finding growth that is: ● Measurable ● Predictable ● Repeatable & Scalable Growth is a mindset, and a process. Growth Truths
  • 6. Andy Young // @andyy // andyyoung.co How can we grow?
  • 7. Andy Young // @andyy // andyyoung.co ACQUIRING new customers vs. RETAINING existing customers Ways to grow..
  • 8. Andy Young // @andyy // andyyoung.co Retention is a silent killer!
  • 9. Andy Young // @andyy // andyyoung.co Most important: Retention flattens
  • 10. Andy Young // @andyy // andyyoung.co When your retention curve flattens..
  • 11. Andy Young // @andyy // andyyoung.co Retention in a transactional business?
  • 12. Andy Young // @andyy // andyyoung.co How can we grow..? Ways to grow Sustainably
  • 13. Andy Young // @andyy // andyyoung.co Paid Engine of Growth Pay to acquire new users Monetise those users Reinvest profit into acquiring the next set of users
  • 14. Andy Young // @andyy // andyyoung.co Viral Engine of Growth Acquire new users (initially via seeding) Each new user invites N friends % of invites convert to new users
  • 15. Andy Young // @andyy // andyyoung.co Sticky Engine of Growth Acquire new users (any channel) Users stick around Acquisition >> churn so we grow
  • 16. Andy Young // @andyy // andyyoung.co http://www.startuplessonslearned.com/2008/09/three-drivers-of-growth-for-your.html https://www.slideshare.net/Leananalytics/lean-analytics-for-intrapreneurs-lean-startup-conference-dec-2013-public-share
  • 17. Andy Young // @andyy // andyyoung.co User-Generated Content Growth Loop New users discover content via Google Users sign up and create new content Content is indexed by Google
  • 18. Andy Young // @andyy // andyyoung.co B2B Content Growth Loop New users discover content via search & social Users sign up and/or follow Profit is invested in new content creation Distributed to existing followers, who amplify to new users Brian Balfour, Reforge.com
  • 19. Andy Young // @andyy // andyyoung.co ● Over time, you’ll typically make use of multiple growth loops - powered by different engines ● But you’ll typically always have one loop that dominates your growth Which engine(s) work for you?
  • 20. Andy Young // @andyy // andyyoung.co ● Is your engine of growth coherent? ● Beware attempts to force a user to take unnatural behaviours Watch out for structural FAILURE!
  • 21. Andy Young // @andyy // andyyoung.co The myth of the Hockey Stick What growth actually looks like..
  • 22. Andy Young // @andyy // andyyoung.co
  • 23. Andy Young // @andyy // andyyoung.co
  • 24. Andy Young // @andyy // andyyoung.co What people think hockey-stick growth looks like..
  • 25. Andy Young // @andyy // andyyoung.co What people think hockey-stick growth looks like.. ..what it actually looks like
  • 26. Andy Young // @andyy // andyyoung.co https://insomanic.me.uk/selective-tweets-3-years-zero-marketing-and-nearly-1m-users-later-now-open-source-851a011f6d5c Selective Tweets - 1.3 million users 3 years
  • 27. Andy Young // @andyy // andyyoung.co
  • 28. Andy Young // @andyy // andyyoung.co
  • 29. Andy Young // @andyy // andyyoung.co
  • 30. Andy Young // @andyy // andyyoung.co
  • 31. Andy Young // @andyy // andyyoung.co Which startup is this?
  • 32. Andy Young // @andyy // andyyoung.co https://blog.rjmetrics.com/2012/04/27/airbnb-data-analysis-6-million-users-by-year-end-only-20-active/
  • 33. Andy Young // @andyy // andyyoung.co http://blog.airdna.co/2015-in-review-airbnb-data-for-the-usa/
  • 34. Andy Young // @andyy // andyyoung.co Engineering-driven Growth AirBnB built on top of Craigslist
  • 35. Andy Young // @andyy // andyyoung.co http://blog.airdna.co/2015-in-review-airbnb-data-for-the-usa/
  • 36. Andy Young // @andyy // andyyoung.co http://leananalyticsbook.com/analytics-lessons-learned-free-e-book-with-13-case-studies/
  • 37. Andy Young // @andyy // andyyoung.co http://www.david.blog/blog/the-importance-of-launching-early-and-staying-alive
  • 38. Andy Young // @andyy // andyyoung.co http://www.david.blog/blog/the-importance-of-launching-early-and-staying-alive
  • 39. Andy Young // @andyy // andyyoung.co How can we grow?
  • 40. Andy Young // @andyy // andyyoung.co ● ACQUISITION at top of funnel ○ How to reach HUGE new audiences in a cost-effective way ● CONVERSION at middle of funnel ○ Attracting and drawing people deeper into engaging with you ● REVENUE at bottom of funnel ○ Close to the $$$ - convert higher % and simply make more money! Working across the whole FUNNEL
  • 41. Andy Young // @andyy // andyyoung.co Our most precious commodity is TIME
  • 42. Andy Young // @andyy // andyyoung.co Identify Levers and prioritise your backlog
  • 43. Andy Young // @andyy // andyyoung.co Levers: things you can push to get growth
  • 44. Andy Young // @andyy // andyyoung.co Prioritise using ICE framework: -Impact -Chance of Success -Effort (time/resources)
  • 45. Andy Young // @andyy // andyyoung.co Make predictions in advance!
  • 46. Andy Young // @andyy // andyyoung.co Build a Model to understand your business
  • 47. Andy Young // @andyy // andyyoung.co
  • 48. Andy Young // @andyy // andyyoung.co What makes a good dashboard?
  • 49. Andy Young // @andyy // andyyoung.co Growth model spreadsheet
  • 50. Andy Young // @andyy // andyyoung.co Not an operational dashboard: metrics related to growth 1. Identify top-level KPI 2. Add nuance 3. Add drivers 4. Add funnel for these drivers Template Google Sheet: bit.ly/kpi-sheet
  • 51. Andy Young // @andyy // andyyoung.co How?
  • 52. Andy Young // @andyy // andyyoung.co Building a Growth Model 1. Identify traction KPI
  • 53. Andy Young // @andyy // andyyoung.co Building a Growth Model 1. Identify traction KPI It’s hard.
  • 54. Andy Young // @andyy // andyyoung.co Identify your Traction KPI Keep it simple! The good news: there’s probably a pre-determined answer for what drives your business
  • 55. Andy Young // @andyy // andyyoung.co Identify your Traction KPI There’s probably a pre-determined answer for what drives your business Spoiler: ultimately it’s $$$
  • 56. Andy Young // @andyy // andyyoung.co Identify your Traction KPI There’s probably a pre-determined answer for what drives your business Commerce: # sales Subscription / SaaS: # subscribers Marketplace: # transactions
  • 57. Andy Young // @andyy // andyyoung.co Building a Growth Model 1. Identify traction KPI
  • 58. Andy Young // @andyy // andyyoung.co Building a Growth Model 1. Identify top-level KPI 2. Next, add nuance
  • 59. Andy Young // @andyy // andyyoung.co How’re we doing? Nuance behind your top level KPI E.g. for commerce: # sales Nuance: average sale $; # customers
  • 60. Andy Young // @andyy // andyyoung.co How’re we doing? 1. Identify top-level KPI 2. Add nuance 3. Add drivers
  • 61. Andy Young // @andyy // andyyoung.co How’re we doing? Drivers behind your top level KPI E.g. for marketplaces: # transactions Drivers: # suppliers, # customers
  • 62. Andy Young // @andyy // andyyoung.co How’re we doing? 1. Identify top-level KPI 2. Add nuance 3. Add drivers 4. Add funnel for these drivers
  • 63. Andy Young // @andyy // andyyoung.co How’re we doing? 1. Identify top-level KPI 2. Add nuance 3. Add drivers 4. Add funnel for these drivers End up with AARRR
  • 64. Andy Young // @andyy // andyyoung.co How’re we doing? 1. Identify top-level KPI 2. Add nuance 3. Add drivers 4. Add funnel for these drivers Model this out - put in a spreadsheet (Template Google Sheet: http://bit.ly/kpi-sheet)
  • 65. Andy Young // @andyy // andyyoung.co How’re we doing? Put in a spreadsheet - key KPI at the top, nuance and drivers below, finally the detailed funnel below for reference - columns for weekly numbers, w/w growth
  • 66. Andy Young // @andyy // andyyoung.co Growth Model Spreadsheet • Review weekly - zoom out vs. zoom in • Share with whole team • Use to predict and prioritise • What to look at daily vs. weekly vs. monthly http://bit.ly/kpi-sheet
  • 67. Andy Young // @andyy // andyyoung.co Let’s see some examples..
  • 68. Andy Young // @andyy // andyyoung.co http://bit.ly/kpi-sheet
  • 69. Andy Young // @andyy // andyyoung.co How’re we doing? Put in a spreadsheet - review weekly - share with whole team - set targets - use as a model to predict and prioritize
  • 70. Andy Young // @andyy // andyyoung.co Identify your One Metric That Matters (OMTM) to get everyone pushing in the same direction
  • 71. Andy Young // @andyy // andyyoung.co Weekly/Monthly reporting % week-on-week or month-on-month growth in your One Metric That Matters Focus. Set a target. How to choose? Read this Lean Analytics post
  • 72. Andy Young // @andyy // andyyoung.co Thanks, & good luck!
  • 73. Andy Young // @andyy // andyyoung.co ● Bryan Balfour: The Scientific Method: How to Design & Track Viral Growth Experiments ● Dave McClure's Startup Metrics for Pirates ● Eric Ries’s Three Engines of Growth ● My deck on Analytics for Startups Further references..