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Harnessing the Power of
Product Analytics
Dan Olsen 10-2-18
n Engineering background: submarine design
n Stanford MBA
n Product Management leader at Intuit & startups
n CEO & Cofounder, TechCrunch winner YourVersion
n Product Management consultant
n Founder: Lean Product Silicon Valley
Twitter: @danolsen
My slides: https://dan-olsen.com
My Background
Copyright © 2018 @danolsen
Product Manager’s motto:
Spiderman’s motto:
“With great power comes
great responsibility”
“With great responsibility
comes NO power”
Copyright © 2018 @danolsen
Product Teams Are Responsible For
Product-Market
Fit
AND Growth
Copyright © 2018 @danolsen
n Book giveaway on Twitter
n Tweet: include @danolsen
n Hashtags
#prodmgmt
#leanstartup
#Decisions2018
@SplitSoftware
That’s Why I Wrote
Copyright © 2018 @danolsen
Identify highest
ROI idea
Design and
Implement
Analyze How
the Metric
Changes
Brainstorm
Ideas to
Improve Metric
Copyright © 2018 @danolsen
Lean Product Analytics Process
Identify What
Your Metrics Are
Measure Metrics
Baseline Values
Evaluate Metrics
Upside Potential
Global
Level
Metric
Level
Select
Top Metric
Learn
& Iterate
At any point, one metric offers the
highest return-on-investment (ROI)
“Metric that Matters Most”
(MTMM)
Focus on right metric at right time
Copyright © 2018 @danolsen
If you just launched a new product,
which would you optimize first?
Acquisition: attracting prospects
Conversion: turning prospects into customers
Retention: ensuring customers remain active
Copyright © 2018 @danolsen
If you could track only 1 metric to measure
Product-Market Fit, which metric would it be?
Copyright © 2018 @danolsen
Retention Rate
n Retention rate tracks what % of your
customers are still active over time
~80%
never use
app again
Curve either
goes to zero
or flattens out
Cohort Analysis
Copyright © 2018 @danolsen
Improving Retention Rate Over Time=
Increasing Product-Market Fit
Improving Retention Rate Over Time=
Increasing Product-Market Fit
Improving Retention Rate Over Time=
Increasing Product-Market Fit
Unique Visitors in Last Period x Monthly Retention Rate
Profit = Revenue - Cost
Unique Visitors x Ad Revenue per Visitor
Impressions/Visitor x Effective CPM / 1000
Visits/Visitor x Pageviews/Visit x Impressions/PV
New Visitors + Returning Visitors
Define the Equation of your Business
Peeling the Onion
Advertising Business Model:
Copyright © 2018 @danolsen
View Each Metric as a Gauge
Copyright © 2018 @danolsen
Minimum
Possible
Value
Maximum
Possible
Value
Current
Value
Identifying Your Metric that Matters Most
n What is the upside potential of each metric?
n How much do we think we can “move the needle”?
n What would the revenue impact be?
n How many resources will it take to move the needle”?
n Developer-days, time, money
n Which metric offers best Return on Investment (ROI)?
Copyright © 2018 @danolsen
Copyright © 2018 @danolsen
Prioritizing Product Ideas by ROI
Investment (developer-weeks)
Return(ValueCreated)
Idea C
Idea B
Idea D
Idea A
Idea F
1
1
2 3 4
2
3
4
?
Types of Metric ROI SituationsReturn
Investment
Return
Investment
Return
Investment
Metric A
Good ROI
Metric B
Bad ROI
Metric C
Great ROI
Copyright © 2018 @danolsen
Case Study
Copyright © 2018 @danolsen
• Which metric has highest ROI opportunity?
Case Study:
Optimizing Friendster’s Viral Loop
Active
Users
Prospective
Users
Invite Click
Succeed
Invite
click-through rate
Conversion
rate
Don’t
Click
Fail
Invites per
sender
% of users
sending
invites
• Multiplied together, these metrics determine your viral ratio
Users
% of users
who are
active
= 15%
= 2.3
= 85%
Registration
Process
Copyright © 2018 @danolsen
The Upside Potential of a Metric
0
100%
0
100%
0
?
Registration
Process Yield
% of users sending
invitations
Avg # of invites
sent per sender
2.3
85%
15%
Max possible
improvement
0.15 / 0.85 = 18% 0.85 / 0.15 = 570% ? / 2.3 = ?%
Copyright © 2018 @danolsen
Is anyone feeling a
sense of déjà vu
right now?
The Upside Potential of a Metric
0
100%
0
100%
0
?
Registration
Process Yield
% of users sending
invitations
Avg # of invites
sent per sender
2.3
85%
15%
Max possible
improvement
0.15 / 0.85 = 18% 0.85 / 0.15 = 570% ? / 2.3 = ?%
Copyright © 2018 @danolsen
Metric B
Bad ROI
Metric A
Good ROI
Metric C
Great ROI
Okay, so how can we improve the metric?
n How do we increase the average number of
invites being sent out per sender?
n For each idea:
n What’s the expected benefit? (how much will it
improve the metric?)
n What’s the expected cost? (how many engineer-
days will it take?)
n You want to identify highest ROI idea
Copyright © 2018 @danolsen
After Launching Address Book Importer…
Copyright © 2018 @danolsen
After Launching Address Book Importer…
Copyright © 2018 @danolsen
After Launching Address Book Importer…
Copyright © 2018 @danolsen
Identify highest
ROI idea
Design and
Implement
Analyze How
the Metric
Changes
Brainstorm
Ideas to
Improve Metric
Copyright © 2018 @danolsen
Lean Product Analytics Process
Identify What
Your Metrics Are
Measure Metrics
Baseline Values
Evaluate Metrics
Upside Potential
Metric
Level
Select
Top Metric
Learn
& Iterate
Global
Level
Upping Your Experimentation Game
n Simultaneous tests vs. before-and-after
n Rollout to any % of users vs. only 100%
Feature flags
n Testing multiple variants vs. 1 alternative
n Experimentation platform: buy vs. build
n Experimentation velocity learning velocity
Copyright © 2018 @danolsen
I’m teaching a Lean Product
Management Workshop in SF
Oct 24th San Francisco
https://danolsen.eventbrite.com
Save 15% with code SPLIT
Thanks!
@danolsen
https://dan-olsen.com
Will notify book winner
on Twitter
Happy to connect on
LinkedIn

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Harnessing the Power of Product Analytics by Dan Olsen

  • 1. Harnessing the Power of Product Analytics Dan Olsen 10-2-18
  • 2. n Engineering background: submarine design n Stanford MBA n Product Management leader at Intuit & startups n CEO & Cofounder, TechCrunch winner YourVersion n Product Management consultant n Founder: Lean Product Silicon Valley Twitter: @danolsen My slides: https://dan-olsen.com My Background Copyright © 2018 @danolsen
  • 3. Product Manager’s motto: Spiderman’s motto: “With great power comes great responsibility” “With great responsibility comes NO power” Copyright © 2018 @danolsen
  • 4. Product Teams Are Responsible For Product-Market Fit AND Growth Copyright © 2018 @danolsen
  • 5. n Book giveaway on Twitter n Tweet: include @danolsen n Hashtags #prodmgmt #leanstartup #Decisions2018 @SplitSoftware That’s Why I Wrote Copyright © 2018 @danolsen
  • 6. Identify highest ROI idea Design and Implement Analyze How the Metric Changes Brainstorm Ideas to Improve Metric Copyright © 2018 @danolsen Lean Product Analytics Process Identify What Your Metrics Are Measure Metrics Baseline Values Evaluate Metrics Upside Potential Global Level Metric Level Select Top Metric Learn & Iterate
  • 7. At any point, one metric offers the highest return-on-investment (ROI) “Metric that Matters Most” (MTMM) Focus on right metric at right time Copyright © 2018 @danolsen
  • 8. If you just launched a new product, which would you optimize first? Acquisition: attracting prospects Conversion: turning prospects into customers Retention: ensuring customers remain active Copyright © 2018 @danolsen
  • 9. If you could track only 1 metric to measure Product-Market Fit, which metric would it be? Copyright © 2018 @danolsen
  • 10. Retention Rate n Retention rate tracks what % of your customers are still active over time ~80% never use app again Curve either goes to zero or flattens out
  • 12. Improving Retention Rate Over Time= Increasing Product-Market Fit
  • 13. Improving Retention Rate Over Time= Increasing Product-Market Fit
  • 14. Improving Retention Rate Over Time= Increasing Product-Market Fit
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  • 16. Unique Visitors in Last Period x Monthly Retention Rate Profit = Revenue - Cost Unique Visitors x Ad Revenue per Visitor Impressions/Visitor x Effective CPM / 1000 Visits/Visitor x Pageviews/Visit x Impressions/PV New Visitors + Returning Visitors Define the Equation of your Business Peeling the Onion Advertising Business Model: Copyright © 2018 @danolsen
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  • 18. View Each Metric as a Gauge Copyright © 2018 @danolsen Minimum Possible Value Maximum Possible Value Current Value
  • 19. Identifying Your Metric that Matters Most n What is the upside potential of each metric? n How much do we think we can “move the needle”? n What would the revenue impact be? n How many resources will it take to move the needle”? n Developer-days, time, money n Which metric offers best Return on Investment (ROI)? Copyright © 2018 @danolsen
  • 20. Copyright © 2018 @danolsen Prioritizing Product Ideas by ROI Investment (developer-weeks) Return(ValueCreated) Idea C Idea B Idea D Idea A Idea F 1 1 2 3 4 2 3 4 ?
  • 21. Types of Metric ROI SituationsReturn Investment Return Investment Return Investment Metric A Good ROI Metric B Bad ROI Metric C Great ROI Copyright © 2018 @danolsen
  • 22. Case Study Copyright © 2018 @danolsen
  • 23. • Which metric has highest ROI opportunity? Case Study: Optimizing Friendster’s Viral Loop Active Users Prospective Users Invite Click Succeed Invite click-through rate Conversion rate Don’t Click Fail Invites per sender % of users sending invites • Multiplied together, these metrics determine your viral ratio Users % of users who are active = 15% = 2.3 = 85% Registration Process Copyright © 2018 @danolsen
  • 24. The Upside Potential of a Metric 0 100% 0 100% 0 ? Registration Process Yield % of users sending invitations Avg # of invites sent per sender 2.3 85% 15% Max possible improvement 0.15 / 0.85 = 18% 0.85 / 0.15 = 570% ? / 2.3 = ?% Copyright © 2018 @danolsen
  • 25. Is anyone feeling a sense of déjà vu right now?
  • 26. The Upside Potential of a Metric 0 100% 0 100% 0 ? Registration Process Yield % of users sending invitations Avg # of invites sent per sender 2.3 85% 15% Max possible improvement 0.15 / 0.85 = 18% 0.85 / 0.15 = 570% ? / 2.3 = ?% Copyright © 2018 @danolsen Metric B Bad ROI Metric A Good ROI Metric C Great ROI
  • 27. Okay, so how can we improve the metric? n How do we increase the average number of invites being sent out per sender? n For each idea: n What’s the expected benefit? (how much will it improve the metric?) n What’s the expected cost? (how many engineer- days will it take?) n You want to identify highest ROI idea Copyright © 2018 @danolsen
  • 28. After Launching Address Book Importer… Copyright © 2018 @danolsen
  • 29. After Launching Address Book Importer… Copyright © 2018 @danolsen
  • 30. After Launching Address Book Importer… Copyright © 2018 @danolsen
  • 31. Identify highest ROI idea Design and Implement Analyze How the Metric Changes Brainstorm Ideas to Improve Metric Copyright © 2018 @danolsen Lean Product Analytics Process Identify What Your Metrics Are Measure Metrics Baseline Values Evaluate Metrics Upside Potential Metric Level Select Top Metric Learn & Iterate Global Level
  • 32. Upping Your Experimentation Game n Simultaneous tests vs. before-and-after n Rollout to any % of users vs. only 100% Feature flags n Testing multiple variants vs. 1 alternative n Experimentation platform: buy vs. build n Experimentation velocity learning velocity Copyright © 2018 @danolsen
  • 33. I’m teaching a Lean Product Management Workshop in SF Oct 24th San Francisco https://danolsen.eventbrite.com Save 15% with code SPLIT
  • 34. Thanks! @danolsen https://dan-olsen.com Will notify book winner on Twitter Happy to connect on LinkedIn