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Preparing for The Age of
Algorithmic Marketing
Segmentation
Calculating User Value
-Enter The Age of Algorithmic
Marketing-
(Interests > Potential Value)
Old Segmentation: Target Surface-
Level Traits
• Top-level
• Geographic (country, state, city)
• Platform, device (iOS/Android, phone/tablet)
• Mid-level
• Network (display vs search)
• Interest (word games)
• Keywords (word games)
• Demographic (age/gender)
• Lower-level
• Lookalike (purchasers)
• Remarketing (installed not purchased)
Segment Campaigns by Surface-Level Traits
Geo
Demo
Interests
Behavior
Jeff Bezos
successful
businessman
($$$$$$$$$$)
US
Male, 50-60
Likes the
Washington post
Subscriber
Joe Schmo aspiring
businessman ($$):
US
Male, 50-60
Likes the Washington
Post
Ads-Supported
Surface Level Relevance
Wordscapes user A
• Likes word games
• Searches for [word
games]
Ad Relevance: 10/10
Wordscapes user B
• Likes traveling
• Searches [flights to
new York]
Ad Relevance: 2/10
New Segmentation: Target by
Potential Value
• Top-level
• Geographic (country,
state, city)
• Platform (iOS/Android)
• Mid-level
• Campaign objective
(Installs, Event)
• Lower-level
• Lookalike (purchasers)
• Remarketing (installed
not purchased)
• Deprecated
• Top-level
• Device
• Mid-level
• Network
• Interest
• Demo
• Keyword
Segment Campaigns by User Value
Installs
Lookalike + Installs
Event
Lookalike +
Event
Value
Joe Schmo
aspiring
businessman ($3)
Jeff Bezos
successful
businessman
($50)
LTV/Bid: $3
LTV/Bid: $50
Segmentation: Event (New User)
Event Optimized
Campaign
Sign Up (LTV/Bid:
$5)
Trial
LTV/Bid: $8
Partial Usage
(LTV/Bid: $6)
Full Usage
(LTV/Bid: $10)
Purchase:
LTV/Bid $15
Once (LTV/Bid:
$10)
Multiple
(LTV/Bid: $20)
Purchase Event ($15 LTV,
CAC $10)
Lookalikes +
Purchase Event
($20 LTV, CAC $12)
Value ($50
LTV, CAC $30)
Segmentation: Audience
(Remarketing)
Bid: $5
Bid: $20
Bid: $8
-How To Determine LTV/Value-
Step 1: Cohort Report
Step 2: Cohort Maturation &
Index Creation
Step 3: Benchmark-Based
Maturation Forecasting
• R (M1 = 0.16996+1.39473*Week0)
Step 4: Explore (Frontier Analysis)
Step 4 (Frontier Analysis)
0%
5%
10%
15%
20%
25%
30%
$- $5.00 $10.00 $15.00 $20.00 $25.00
WEEK0 ROAS
0
1000
2000
3000
4000
5000
6000
7000
8000
$- $5.00 $10.00 $15.00 $20.00 $25.00
VOLUME
$.5-$10 $10-$20Sweet Spot
Questions?

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Preparing for the age of algorithmic marketing

  • 1. Preparing for The Age of Algorithmic Marketing Segmentation Calculating User Value
  • 2. -Enter The Age of Algorithmic Marketing- (Interests > Potential Value)
  • 3. Old Segmentation: Target Surface- Level Traits • Top-level • Geographic (country, state, city) • Platform, device (iOS/Android, phone/tablet) • Mid-level • Network (display vs search) • Interest (word games) • Keywords (word games) • Demographic (age/gender) • Lower-level • Lookalike (purchasers) • Remarketing (installed not purchased)
  • 4. Segment Campaigns by Surface-Level Traits Geo Demo Interests Behavior Jeff Bezos successful businessman ($$$$$$$$$$) US Male, 50-60 Likes the Washington post Subscriber Joe Schmo aspiring businessman ($$): US Male, 50-60 Likes the Washington Post Ads-Supported
  • 5. Surface Level Relevance Wordscapes user A • Likes word games • Searches for [word games] Ad Relevance: 10/10 Wordscapes user B • Likes traveling • Searches [flights to new York] Ad Relevance: 2/10
  • 6. New Segmentation: Target by Potential Value • Top-level • Geographic (country, state, city) • Platform (iOS/Android) • Mid-level • Campaign objective (Installs, Event) • Lower-level • Lookalike (purchasers) • Remarketing (installed not purchased) • Deprecated • Top-level • Device • Mid-level • Network • Interest • Demo • Keyword
  • 7. Segment Campaigns by User Value Installs Lookalike + Installs Event Lookalike + Event Value Joe Schmo aspiring businessman ($3) Jeff Bezos successful businessman ($50) LTV/Bid: $3 LTV/Bid: $50
  • 8. Segmentation: Event (New User) Event Optimized Campaign Sign Up (LTV/Bid: $5) Trial LTV/Bid: $8 Partial Usage (LTV/Bid: $6) Full Usage (LTV/Bid: $10) Purchase: LTV/Bid $15 Once (LTV/Bid: $10) Multiple (LTV/Bid: $20)
  • 9. Purchase Event ($15 LTV, CAC $10) Lookalikes + Purchase Event ($20 LTV, CAC $12) Value ($50 LTV, CAC $30) Segmentation: Audience (Remarketing) Bid: $5 Bid: $20 Bid: $8
  • 10. -How To Determine LTV/Value-
  • 11. Step 1: Cohort Report
  • 12. Step 2: Cohort Maturation & Index Creation
  • 13. Step 3: Benchmark-Based Maturation Forecasting • R (M1 = 0.16996+1.39473*Week0)
  • 14. Step 4: Explore (Frontier Analysis)
  • 15. Step 4 (Frontier Analysis) 0% 5% 10% 15% 20% 25% 30% $- $5.00 $10.00 $15.00 $20.00 $25.00 WEEK0 ROAS 0 1000 2000 3000 4000 5000 6000 7000 8000 $- $5.00 $10.00 $15.00 $20.00 $25.00 VOLUME $.5-$10 $10-$20Sweet Spot