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Data Driven Growth
1
John Egan
Engineering Manager - Engagement Team @ Pinterest
2
• Retail shopping rewards app
• Led Growth Engineering team
• Grew from 1MM to 8MM users in
3 years
• Acquired for $200MM
• Visual discovery & bookmarking
app
• Eng manager for Engagement
• Over 100 million MAUs
• Engagement experiments have
added millions of WAUs
Pre Product/Market Fit
Focus on
Product First
4
Initial Traction
Do Things That
Dont Scale
6
Growth Stage
Prioritize Based
On ROI
8
9
New Users
MAUs
Dormant Users
10
New Users
MAUs
Dormant Users
11
New Users
MAUs
Dormant Users
12
New Users
Dormant Users
Core
Casual
Marginal
13
New Users
MAUs
Dormant Users
MAU Growth Accounting
14
Acquisition
15
Funnels
16
17
2013
18
2014
19
2015
Activation
20
1d7s
• Percentage of new signups that use the app 1 or more times in the week
following signup
• Quicker to run experiments with
• At Pinterest this is highly correlated with user’s long-term retention
21
22
23
Engagement
24
One Key Engagement Metric
Medium: Total Time Spent Reading (TTR)
Twitter: MAUs with 7+ visits a month (7d28s)
Uber: Weekly Trips
Facebook: WAUs with 6+ visits a week (6L7s)
Pinterest: Weekly Active Repiners or Clickers (WARCs)
25
Finding Your Key Engagement Metric
1) What are the actions a user has to take to get value from your product?
2) What is the frequency someone need to use your product
26
User States
Core: Active multiple times a week
Casual: Active once or twice a week
Marginal: Active a couple times a month
New: Joined in the past 28 days
Dormant: Not active for 28 days
Resurrected: Was dormant, but became active
again in the past 28 days
27
Badging
Holdout
Experiment
2:50 PM 100%
28
Measuring Effect on Engagement
29
Retention &
Resurrection
30
Marketing
Pros:
• Coverage. Can reach the entire user base
Cons:
• Not personalized, lower open rates
• User’s have much lower tolerance
compared to emails
31
Transactional
Pros:
• More personal than marketing
notifications
Cons:
• Users need activity to generate
notifications
• Need mechanisms to rate limit
32
Recommendations
Pros:
• Coverage. Can reach most users
• Personalized to the user
Cons:
• Expensive and time consuming to build
out recommendation engine
• Quality may not be good if user has low
amount of activity
33
2:50 PM 100%2:50 PM 100%
Measuring Engagement for Emails/Push
• Positive measures of quality
- Must lift key engagement metric
- Minimum required CTR rates
• Negative measures of quality
- App deletions
- Spam reports
- Unsubscribes
34
Experiment Segmentation
35
All Users
36
Marginal Users (~1 month)
37
Core Users (multiple times a week)
38
Wrap Up
• Pre Product/Market Fit: Product comes first
• Initial Traction: Do things that don’t scale
• Growth Stage: Prioritize projects based on return on investment
• Use funnels for analyzing acquisition flows
• 1d7s to analyze on activation
• Use user states to understand how engaged users are
• Make sure emails/notifications for true engagement
• Use segmentation for experiments & metrics in general
39
John Egan
Growth Blog: jwegan.com
Email: me@jwegan.com
Twitter: @jwegan_com
Pinterest: pinterest.com/jwegan
40

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