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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
What do we mean by Growth?
Andy Young // @andyy // andyyoung.co
● Typically growing our active customer/user base
● Growing whatever drives value in our business
What do we mean by Growth?
Andy Young // @andyy // andyyoung.co
● Typically growing our active customer/user base
● Growing whatever drives value in our business
● Not necessarily growing revenue $$$
What do we mean by Growth?
Andy Young // @andyy // andyyoung.co
● Typically growing our active customer/user base
● Growing whatever drives value in our business
● Not necessarily growing revenue $$$
● Growing whatever’s most strategically important to
us right now
What do we mean by Growth?
Andy Young // @andyy // andyyoung.co
Why do we
Growth Model?
Andy Young // @andyy // andyyoung.co
Understand how we grow
so we can
grow more!
Ensure our growth is sustainable
Why do we Growth Model?
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!
Brian Balfour, Reforge.com
Andy Young // @andyy // andyyoung.co
Most important: Retention Flattens
Brian Balfour, Reforge.com
Andy Young // @andyy // andyyoung.co
When your retention curve flattens..
Brian Balfour, Reforge.com
Andy Young // @andyy // andyyoung.co
Ways to grow
Sustainably:
Growth
Loops & Engines
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 people
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 people 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
FAILURE!
Andy Young // @andyy // andyyoung.co
The myth of the
Hockey Stick
AKA 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
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
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
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
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 $$$ - convert higher % and simply make more money!
Working across the whole FUNNEL
Andy Young // @andyy // andyyoung.co
Our most precious commodity is
TIME
Andy Young // @andyy // andyyoung.co
Andy Young // @andyy // andyyoung.co
Intentionality
If we can’t explain why
we’re doing something
then We have
no idea WTF we’re doing
Andy Young // @andyy // andyyoung.co
Make predictions in advance!
Andy Young // @andyy // andyyoung.co
Identify Levers
and prioritise our ideas
Andy Young // @andyy // andyyoung.co
Levers:
things we can push
to get growth
Andy Young // @andyy // andyyoung.co
Prioritise using ICE framework
Impact
Chance of Success
Effort (time/resources)
Andy Young // @andyy // andyyoung.co
Building a Model
to understand your growth
Andy Young // @andyy // andyyoung.co
Growth Model Spreadsheet
Andy Young // @andyy // andyyoung.co
Growth Model Spreadsheet
• Not an OPERATIONAL dashboard:
metrics related to GROWTH
http://bit.ly/kpi-sheet
Andy Young // @andyy // andyyoung.co
How?
Andy Young // @andyy // andyyoung.co
Building a Growth Model
1. Identify your traction KPI
Andy Young // @andyy // andyyoung.co
Building a Growth Model
1. Identify your traction KPI
Spoiler alert..
Ultimately it’s $$$
Andy Young // @andyy // andyyoung.co
Building a Growth Model
1. Identify your traction KPI
NOT revenue (that’s an output)
Traction KPI leads directly to revenue
Andy Young // @andyy // andyyoung.co
Building a Growth Model
1. Identify your traction KPI
The one metric that - if it’s not growing -
there’s only so long we can go kidding ourselves
we’re making any progress
Andy Young // @andyy // andyyoung.co
Building a Growth Model
1. Identify your traction KPI
Keep it simple!
There’s probably a
pre-determined answer
for how to measure your growth
Andy Young // @andyy // andyyoung.co
Building a Growth Model
1. Identify your traction KPI
Commerce: # sales
Subscription / SaaS: # subscribers
Marketplace: # transactions
Andy Young // @andyy // andyyoung.co
Building a Growth Model
1. Identify your traction KPI
Andy Young // @andyy // andyyoung.co
Building a Growth Model
1. Identify your traction KPI
2. Next, add NUANCE
Andy Young // @andyy // andyyoung.co
Building a Growth Model
Nuance metrics: help understand
the full picture behind your Traction KPI
E.g. for commerce:
Traction KPI: # sales
Nuance: average sale $; # customers
Andy Young // @andyy // andyyoung.co
Building a Growth Model
1. Identify your traction KPI
2. Next, add NUANCE
3. Add DRIVERS & LOOPS
Andy Young // @andyy // andyyoung.co
Building a Growth Model
DRIVERS: the things we
actually work on to grow
Andy Young // @andyy // andyyoung.co
Building a Growth Model
DRIVERS: the things we
actually work on to grow
E.g. for marketplaces:
Traction KPI: # transactions
Drivers: # suppliers, # customers
Andy Young // @andyy // andyyoung.co
Building a Growth Model
DRIVERS: the things we
actually work on to grow
E.g. for commerce:
Traction KPI: # sales
Drivers: # new customers, # repeat
Andy Young // @andyy // andyyoung.co
Building a Growth Model
DRIVERS: the things we
actually work on to grow
E.g. for SaaS:
Traction KPI: # subscribers
Drivers: # new customers, # retained
Andy Young // @andyy // andyyoung.co
Building a Growth Model
LOOPS:
model out our engine(s) of growth
Paid, viral, sticky, referral, B2B/B2C content..
Andy Young // @andyy // andyyoung.co
Building a Growth Model
1. Identify your traction KPI
2. Next, add NUANCE
3. Add DRIVERS & LOOPS
4. Add FUNNEL for each driver & loop
Andy Young // @andyy // andyyoung.co
Building a Growth Model
1. Identify your traction KPI
2. Next, add NUANCE
3. Add DRIVERS & LOOPS
4. Add FUNNEL for each driver & loop
end up with AARRR..
Andy Young // @andyy // andyyoung.co
Growth Model Spreadsheet
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
Andy Young // @andyy // andyyoung.co
Andy Young // @andyy // andyyoung.co
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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Building Growth Model Drive Business

  • 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 What do we mean by Growth?
  • 5. Andy Young // @andyy // andyyoung.co ● Typically growing our active customer/user base ● Growing whatever drives value in our business What do we mean by Growth?
  • 6. Andy Young // @andyy // andyyoung.co ● Typically growing our active customer/user base ● Growing whatever drives value in our business ● Not necessarily growing revenue $$$ What do we mean by Growth?
  • 7. Andy Young // @andyy // andyyoung.co ● Typically growing our active customer/user base ● Growing whatever drives value in our business ● Not necessarily growing revenue $$$ ● Growing whatever’s most strategically important to us right now What do we mean by Growth?
  • 8. Andy Young // @andyy // andyyoung.co Why do we Growth Model?
  • 9. Andy Young // @andyy // andyyoung.co Understand how we grow so we can grow more! Ensure our growth is sustainable Why do we Growth Model?
  • 10. 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
  • 11. Andy Young // @andyy // andyyoung.co How can we grow?
  • 12. Andy Young // @andyy // andyyoung.co ACQUIRING new customers vs. RETAINING existing customers Ways to grow..
  • 13. Andy Young // @andyy // andyyoung.co Retention is a SILENT KILLER! Brian Balfour, Reforge.com
  • 14. Andy Young // @andyy // andyyoung.co Most important: Retention Flattens Brian Balfour, Reforge.com
  • 15. Andy Young // @andyy // andyyoung.co When your retention curve flattens.. Brian Balfour, Reforge.com
  • 16. Andy Young // @andyy // andyyoung.co Ways to grow Sustainably: Growth Loops & Engines
  • 17. 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
  • 18. 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
  • 19. Andy Young // @andyy // andyyoung.co Sticky Engine of Growth Acquire new users (any channel) Users stick around Acquisition >> churn so we grow
  • 20. 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
  • 21. Andy Young // @andyy // andyyoung.co User-Generated Content Growth Loop New people discover content via Google Users sign up and create new content Content is indexed by Google
  • 22. Andy Young // @andyy // andyyoung.co B2B Content Growth Loop New people 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
  • 23. 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?
  • 24. Andy Young // @andyy // andyyoung.co ● Is your engine of growth coherent? ● Beware attempts to force a user to take unnatural behaviours Watch out for FAILURE!
  • 25. Andy Young // @andyy // andyyoung.co The myth of the Hockey Stick AKA what growth actually looks like..
  • 26. Andy Young // @andyy // andyyoung.co
  • 27. Andy Young // @andyy // andyyoung.co
  • 28. Andy Young // @andyy // andyyoung.co What people think hockey-stick growth looks like..
  • 29. Andy Young // @andyy // andyyoung.co What people think hockey-stick growth looks like.. ..what it actually looks like
  • 30. 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
  • 31. Andy Young // @andyy // andyyoung.co Selective Tweets 1.3 million users 3 years
  • 32. Andy Young // @andyy // andyyoung.co
  • 33. Andy Young // @andyy // andyyoung.co
  • 34. Andy Young // @andyy // andyyoung.co
  • 35. Andy Young // @andyy // andyyoung.co
  • 36. Andy Young // @andyy // andyyoung.co http://www.david.blog/blog/the-importance-of-launching-early-and-staying-alive
  • 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 Which startup is this?
  • 39. Andy Young // @andyy // andyyoung.co https://blog.rjmetrics.com/2012/04/27/airbnb-data-analysis-6-million-users-by-year-end-only-20-active/
  • 40. Andy Young // @andyy // andyyoung.co http://blog.airdna.co/2015-in-review-airbnb-data-for-the-usa/
  • 41. Andy Young // @andyy // andyyoung.co Engineering-driven Growth AirBnB built on top of Craigslist
  • 42. Andy Young // @andyy // andyyoung.co http://blog.airdna.co/2015-in-review-airbnb-data-for-the-usa/
  • 43. Andy Young // @andyy // andyyoung.co http://leananalyticsbook.com/analytics-lessons-learned-free-e-book-with-13-case-studies/
  • 44. Andy Young // @andyy // andyyoung.co How can we grow?
  • 45. 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 $$$ - convert higher % and simply make more money! Working across the whole FUNNEL
  • 46. Andy Young // @andyy // andyyoung.co Our most precious commodity is TIME
  • 47. Andy Young // @andyy // andyyoung.co
  • 48. Andy Young // @andyy // andyyoung.co Intentionality If we can’t explain why we’re doing something then We have no idea WTF we’re doing
  • 49. Andy Young // @andyy // andyyoung.co Make predictions in advance!
  • 50. Andy Young // @andyy // andyyoung.co Identify Levers and prioritise our ideas
  • 51. Andy Young // @andyy // andyyoung.co Levers: things we can push to get growth
  • 52. Andy Young // @andyy // andyyoung.co Prioritise using ICE framework Impact Chance of Success Effort (time/resources)
  • 53. Andy Young // @andyy // andyyoung.co Building a Model to understand your growth
  • 54. Andy Young // @andyy // andyyoung.co Growth Model Spreadsheet
  • 55. Andy Young // @andyy // andyyoung.co Growth Model Spreadsheet • Not an OPERATIONAL dashboard: metrics related to GROWTH http://bit.ly/kpi-sheet
  • 56. Andy Young // @andyy // andyyoung.co How?
  • 57. Andy Young // @andyy // andyyoung.co Building a Growth Model 1. Identify your traction KPI
  • 58. Andy Young // @andyy // andyyoung.co Building a Growth Model 1. Identify your traction KPI Spoiler alert.. Ultimately it’s $$$
  • 59. Andy Young // @andyy // andyyoung.co Building a Growth Model 1. Identify your traction KPI NOT revenue (that’s an output) Traction KPI leads directly to revenue
  • 60. Andy Young // @andyy // andyyoung.co Building a Growth Model 1. Identify your traction KPI The one metric that - if it’s not growing - there’s only so long we can go kidding ourselves we’re making any progress
  • 61. Andy Young // @andyy // andyyoung.co Building a Growth Model 1. Identify your traction KPI Keep it simple! There’s probably a pre-determined answer for how to measure your growth
  • 62. Andy Young // @andyy // andyyoung.co Building a Growth Model 1. Identify your traction KPI Commerce: # sales Subscription / SaaS: # subscribers Marketplace: # transactions
  • 63. Andy Young // @andyy // andyyoung.co Building a Growth Model 1. Identify your traction KPI
  • 64. Andy Young // @andyy // andyyoung.co Building a Growth Model 1. Identify your traction KPI 2. Next, add NUANCE
  • 65. Andy Young // @andyy // andyyoung.co Building a Growth Model Nuance metrics: help understand the full picture behind your Traction KPI E.g. for commerce: Traction KPI: # sales Nuance: average sale $; # customers
  • 66. Andy Young // @andyy // andyyoung.co Building a Growth Model 1. Identify your traction KPI 2. Next, add NUANCE 3. Add DRIVERS & LOOPS
  • 67. Andy Young // @andyy // andyyoung.co Building a Growth Model DRIVERS: the things we actually work on to grow
  • 68. Andy Young // @andyy // andyyoung.co Building a Growth Model DRIVERS: the things we actually work on to grow E.g. for marketplaces: Traction KPI: # transactions Drivers: # suppliers, # customers
  • 69. Andy Young // @andyy // andyyoung.co Building a Growth Model DRIVERS: the things we actually work on to grow E.g. for commerce: Traction KPI: # sales Drivers: # new customers, # repeat
  • 70. Andy Young // @andyy // andyyoung.co Building a Growth Model DRIVERS: the things we actually work on to grow E.g. for SaaS: Traction KPI: # subscribers Drivers: # new customers, # retained
  • 71. Andy Young // @andyy // andyyoung.co Building a Growth Model LOOPS: model out our engine(s) of growth Paid, viral, sticky, referral, B2B/B2C content..
  • 72. Andy Young // @andyy // andyyoung.co Building a Growth Model 1. Identify your traction KPI 2. Next, add NUANCE 3. Add DRIVERS & LOOPS 4. Add FUNNEL for each driver & loop
  • 73. Andy Young // @andyy // andyyoung.co Building a Growth Model 1. Identify your traction KPI 2. Next, add NUANCE 3. Add DRIVERS & LOOPS 4. Add FUNNEL for each driver & loop end up with AARRR..
  • 74. Andy Young // @andyy // andyyoung.co Growth Model Spreadsheet
  • 75. 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
  • 76. Andy Young // @andyy // andyyoung.co Let’s see some examples..
  • 77. Andy Young // @andyy // andyyoung.co
  • 78. Andy Young // @andyy // andyyoung.co
  • 79. Andy Young // @andyy // andyyoung.co
  • 80. Andy Young // @andyy // andyyoung.co Identify your One Metric That Matters (OMTM) to get everyone pushing in the same direction
  • 81. 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
  • 82. Andy Young // @andyy // andyyoung.co Thanks, & good luck!
  • 83. 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..