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MARK TORRANCE, CHIEF TECHNOLOGY OFFICER
Extreme Personalization
in Digital Marketing
ARTIFICIAL
INTELLIGENCE
Ad Tech Company (public, 1000 staff, $450mm rev)
Customers = 1500+ Agencies and Large Marketers
Minimum spend = $10,000
Channels: Display, Video, Mobile, Facebook
Direct Response + Brand
Retargeting + Prospecting
Dynamic Creative + Site Personalization
DSP and/or DMP
SaaS or Managed Service
Automatic performance optimization
Machine learning, “moment scoring”
To bid on 90 billion opptys daily
You design the creative
Extreme Personalization
•Most marketing: one-to-many
•Targeting is overly broad
•Marketers AB test just a few options
Extreme Personalization
•But people respond differently in different contexts
•Time, Context (site or app), Home/work/travel
•Format (video, display, search), Device
•And they respond to different messages
•Interests, Behaviors, Readiness to be influenced or buy
•“Buttons” to push that influence how they respond
•Emotional, Psychographic, Personal triggers
•Images, Colors
Data
Data
•Third Party Data
•First Party Data from online (web, app interactions)
•First Party Data from offline (DMP, onboarding)
•Bid Request / Behavioral Data
Demo: Audience Inspector Segments
Creative Metadata
Creative Metadata
•What do we know about the content of the ad?
•Text, offer, product, messaging
•Colors, images, models
•Indoor / outdoor
•Call to action
•Price shown?
•Appeal on the basis of: what?
Opportunity
Opportunity
•How many campaigns have many ad concepts per size?
80% of campaigns have 5 or fewer variations
Most common: 1 variation.
Opportunity?
If we provided data to prove it would help, could we
get creative teams to produce more varieties, or to
produce modular assets that can be swapped into
templated designs?
Targeting
Targeting
•Retargeting
•Products or interests browsed or added to cart
•Prospecting
•Contextual category
•Behavioral category of recent activity
•Bid requests, pixels, or third party data
Moment Scoring instead of Segment Targeting
S E G M E N T M A R K E T I N G M A R K E T I N G I N T H E M O M E N T
Exclusion approach
with fixed price
Learn what factors work with a dynamic bid to achieve
overarching budget and goal
Women, 18-34
Fixed Bid $1.50
C O N T E X T U A LB E H A V I O R A LD E M O G R A P H I C S
Retargeting
Fixed Bid $6
In the market for a
new luxury sedan
Fixed Bid $3
Age
Gender
Income
Health
Family
Single
D E M O G R A P H I C S
Interest
Purchases
Sites
Time
Weekday
Home
Work
Travel
Device
Geo
Dynamic Bid $
C O N T E X T U A LB E H A V I O R A L
Models Learn, CPA Improves
Demos
•Demo:
•Globe
•Audience Inspector Moment Scoring
•Cross-Device
•Bid Landscape
Creative
How can we know more about each creative?
•Metadata while authoring
•Weak standards, time consuming, inconsistent
•Ads auditing feedback from Google + others
•Better targeting models when we use these Verticals
•Just ask people
•Amazon Mechanical Turk
Ad Attributes
•Offer
•Value Proposition
•Product shown in-use
•Product Position
•Text Position
•Visual
•Emotional
•Personal Connection
•Call to Action
Example Ads w/ Attributes: Vonage
Bg = Orange
Electronics or “other”
Logo present, lower-left
Effective = 4 or 5
Product = white
BG = white
Electronics or energy
Logo present, lower-left
Big text
Value, practical
Effective = 4 or 3
Bg = yellow or gray
Category = energy
Logo present, lower-left
Value
Indoors
Effective = 3 or 4
Example Ads w/ Attributes: “Clearly” aka Coastal Contacts
Bg = purple | orange | yellow
“other”
Contains products, special offer
Click + shop + get
Clever, fancy, calm, need
Practical, safe, value
Product = yellow | orange
Effective = 5 or 3
Age = young_adult
Bg = gray | green | yellow
Category = clothing | pharma
Contains people, products
Logo present, on right
Product shown in_use
Gender female
Effective = 3
Bg = gray | white
Clothing, products
Logo present, lower-right
“shop”, pricing, special offer
Sale, value, practical, trustworthy
Quality
Product = blue
Effective = 3 | 4 | 5
Creative Strategies
http://info.rocketfuel.com/Programmatic-Creative-Guide.html
Insights by vertical into what works in general
Advice about content, placement, colors, imagery
Vision
Vision
Show the right ad
to the right person
on the right device
at the right time
Understand each ad
Understand each person
Understand cross-device
Understand each moment
Vision
• How do your customers fit into 6-8 “personas” not just one?
• What is each persona like (demographics, behavior)?
• What features of ads cause the customers in each persona to respond?
Existing Insights about your customers
Future: Audience DNA
Demographics
Purchase Intent
Job / Occupation
Owned ProductsHousehold / Family
Income + Net Worth
Hobbies + Interests
Psychographics + Politics
Future: Audience DNA
Own sports car
Gambling
Adventure sports
Female
Kids at home
Time Savers
Male
18-24
Video games
Frozen food
35-44
Investing
Careful considerers
Ads: aspirational,
outdoors
Ads: emotional,
Give back,
Family, price shown
Ads: women,
red
Ads: male,
Fear of missing out,
Price not shown
Feature ideas
•Ad bg color x site
•Ad gender x user gender
•Ad attributes x user prev_response attributes
Extreme
Personalization
•Advanced Targeting
•Moment Scoring
•Cross-device
•Personalized Creative
•Customer, context,
opportunity
•Data drives iteration
Future: Audience DNA
Own sports car
Gambling
Adventure sports
Female
Kids at home
Time Savers
Male
18-24
Video games
Frozen food
35-44
Investing
Careful considerers
Ads: aspirational,
outdoors
Ads: emotional,
Give back,
Family, price shown
Ads: women,
red
Ads: male,
Fear of missing out,
Price not shown
100 2144 85
Practical
Agile
Strategies
• You get what you measure
• Use digital to measure what is
working, and for whom
• Iterate and optimize
• Rekindle Mad Men creativity
• Programmatic is not
“emotionless”
ARTIFICIAL
INTELLIGENCE
Ad Tech Company (public, 1000 staff, $450mm rev)
Customers = 1500+ Agencies and Large Marketers
Minimum spend = $10,000
Channels: Display, Video, Mobile, Facebook
Direct Response + Brand
Retargeting + Prospecting
Dynamic Creative + Site Personalization
DSP and/or DMP
SaaS or Managed Service
Automatic performance optimization
Machine learning, “moment scoring”
To bid on 90 billion opptys daily
You design the creative
QUESTIONS?
Thank You

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Rocket Fuel: Programmatic Advertising - Extreme Personalization in Digital Marketing

  • 1. MARK TORRANCE, CHIEF TECHNOLOGY OFFICER Extreme Personalization in Digital Marketing
  • 2. ARTIFICIAL INTELLIGENCE Ad Tech Company (public, 1000 staff, $450mm rev) Customers = 1500+ Agencies and Large Marketers Minimum spend = $10,000 Channels: Display, Video, Mobile, Facebook Direct Response + Brand Retargeting + Prospecting Dynamic Creative + Site Personalization DSP and/or DMP SaaS or Managed Service Automatic performance optimization Machine learning, “moment scoring” To bid on 90 billion opptys daily You design the creative
  • 3. Extreme Personalization •Most marketing: one-to-many •Targeting is overly broad •Marketers AB test just a few options
  • 4. Extreme Personalization •But people respond differently in different contexts •Time, Context (site or app), Home/work/travel •Format (video, display, search), Device •And they respond to different messages •Interests, Behaviors, Readiness to be influenced or buy •“Buttons” to push that influence how they respond •Emotional, Psychographic, Personal triggers •Images, Colors
  • 6. Data •Third Party Data •First Party Data from online (web, app interactions) •First Party Data from offline (DMP, onboarding) •Bid Request / Behavioral Data Demo: Audience Inspector Segments
  • 8. Creative Metadata •What do we know about the content of the ad? •Text, offer, product, messaging •Colors, images, models •Indoor / outdoor •Call to action •Price shown? •Appeal on the basis of: what?
  • 10. Opportunity •How many campaigns have many ad concepts per size? 80% of campaigns have 5 or fewer variations Most common: 1 variation.
  • 11. Opportunity? If we provided data to prove it would help, could we get creative teams to produce more varieties, or to produce modular assets that can be swapped into templated designs?
  • 13. Targeting •Retargeting •Products or interests browsed or added to cart •Prospecting •Contextual category •Behavioral category of recent activity •Bid requests, pixels, or third party data
  • 14. Moment Scoring instead of Segment Targeting S E G M E N T M A R K E T I N G M A R K E T I N G I N T H E M O M E N T Exclusion approach with fixed price Learn what factors work with a dynamic bid to achieve overarching budget and goal Women, 18-34 Fixed Bid $1.50 C O N T E X T U A LB E H A V I O R A LD E M O G R A P H I C S Retargeting Fixed Bid $6 In the market for a new luxury sedan Fixed Bid $3 Age Gender Income Health Family Single D E M O G R A P H I C S Interest Purchases Sites Time Weekday Home Work Travel Device Geo Dynamic Bid $ C O N T E X T U A LB E H A V I O R A L
  • 15. Models Learn, CPA Improves
  • 16. Demos •Demo: •Globe •Audience Inspector Moment Scoring •Cross-Device •Bid Landscape
  • 18. How can we know more about each creative? •Metadata while authoring •Weak standards, time consuming, inconsistent •Ads auditing feedback from Google + others •Better targeting models when we use these Verticals •Just ask people •Amazon Mechanical Turk
  • 19.
  • 20.
  • 21. Ad Attributes •Offer •Value Proposition •Product shown in-use •Product Position •Text Position •Visual •Emotional •Personal Connection •Call to Action
  • 22. Example Ads w/ Attributes: Vonage Bg = Orange Electronics or “other” Logo present, lower-left Effective = 4 or 5 Product = white BG = white Electronics or energy Logo present, lower-left Big text Value, practical Effective = 4 or 3 Bg = yellow or gray Category = energy Logo present, lower-left Value Indoors Effective = 3 or 4
  • 23. Example Ads w/ Attributes: “Clearly” aka Coastal Contacts Bg = purple | orange | yellow “other” Contains products, special offer Click + shop + get Clever, fancy, calm, need Practical, safe, value Product = yellow | orange Effective = 5 or 3 Age = young_adult Bg = gray | green | yellow Category = clothing | pharma Contains people, products Logo present, on right Product shown in_use Gender female Effective = 3 Bg = gray | white Clothing, products Logo present, lower-right “shop”, pricing, special offer Sale, value, practical, trustworthy Quality Product = blue Effective = 3 | 4 | 5
  • 24. Creative Strategies http://info.rocketfuel.com/Programmatic-Creative-Guide.html Insights by vertical into what works in general Advice about content, placement, colors, imagery
  • 26.
  • 27. Vision Show the right ad to the right person on the right device at the right time Understand each ad Understand each person Understand cross-device Understand each moment
  • 28. Vision • How do your customers fit into 6-8 “personas” not just one? • What is each persona like (demographics, behavior)? • What features of ads cause the customers in each persona to respond?
  • 29. Existing Insights about your customers
  • 30. Future: Audience DNA Demographics Purchase Intent Job / Occupation Owned ProductsHousehold / Family Income + Net Worth Hobbies + Interests Psychographics + Politics
  • 31. Future: Audience DNA Own sports car Gambling Adventure sports Female Kids at home Time Savers Male 18-24 Video games Frozen food 35-44 Investing Careful considerers Ads: aspirational, outdoors Ads: emotional, Give back, Family, price shown Ads: women, red Ads: male, Fear of missing out, Price not shown
  • 32. Feature ideas •Ad bg color x site •Ad gender x user gender •Ad attributes x user prev_response attributes
  • 33. Extreme Personalization •Advanced Targeting •Moment Scoring •Cross-device •Personalized Creative •Customer, context, opportunity •Data drives iteration
  • 34. Future: Audience DNA Own sports car Gambling Adventure sports Female Kids at home Time Savers Male 18-24 Video games Frozen food 35-44 Investing Careful considerers Ads: aspirational, outdoors Ads: emotional, Give back, Family, price shown Ads: women, red Ads: male, Fear of missing out, Price not shown 100 2144 85
  • 35. Practical Agile Strategies • You get what you measure • Use digital to measure what is working, and for whom • Iterate and optimize • Rekindle Mad Men creativity • Programmatic is not “emotionless”
  • 36. ARTIFICIAL INTELLIGENCE Ad Tech Company (public, 1000 staff, $450mm rev) Customers = 1500+ Agencies and Large Marketers Minimum spend = $10,000 Channels: Display, Video, Mobile, Facebook Direct Response + Brand Retargeting + Prospecting Dynamic Creative + Site Personalization DSP and/or DMP SaaS or Managed Service Automatic performance optimization Machine learning, “moment scoring” To bid on 90 billion opptys daily You design the creative