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#PensonsQuebec 
#ThinkQuebec
NUMÉRIQUE
Human vs Machine 
in Programmatic. 
By James Prudhomme
Datacratic développe des technologies d'apprentissage machine ("machine 
learning") et d'intelligence artificiel permettant l'automatisation de prise de 
décision en temp réel pouvant être déployé dans un large éventailde 
d'applications. 
Datacratic develops machine learning and artificial intelligence 
technology, which enables real-time machine based decisioning to 
be deployed into a wide range of applications.
What is Machine Learning? 
• Machine learning, a branch of artificial intelligence, concerns the 
construction and study of systems that can learn from data. 
• Another way to think about machine learning is that it is the act 
of teaching a software program to recognize patterns. 
• After learning the pattern, the program can make predictions on those patterns. 
• Those predictions can be integrated into products and applications. .
Marketer Challenges and Pain Points 
• Media Optimization: 
• Publishers are unable to serve impressions to users with a high probability of 
clicking. 
• Conversion Optimization: 
• Marketers are unable to target users who have a high probability of converting. 
• Segment Reach Extension: 
• Can’t scale from a precision segment to a larger qualified audience. 
• Precision Targeting: 
• Inability to target a high performing subset of an audience with any precision.
Uniqueness 
Scale 
1st Party 
Data 
3 
3rd Party Data 
Modeled Audience
Audience Modeling Use Cases 
Media Optimization: 
• Identifies users with a high probability of performing targeted campaign behaviors 
Conversion Optimization: 
• Uses machine learning models to identify users with a high probability of converting 
Segment Reach Extension: 
• Identifies a larger pool of users who behave similarly to an underlying segment. 
Precision Targeting: 
• Focuses on a high scoring subset of a segment target highest quality converters.
9 
Lotame Optimizer Case Study – 172% Increased ROAS 
Cost per acquisition for the Lotame-powered 
campaigns were reduced by 
64%. 
Users targeted as part of the Lotame 
Optimizer campaign demonstrated an 
372% increase in conversion rate. 
Users targeted as part of the Lotame 
Optimizer campaign were 129% more 
likely to click on an advertisement.
5 Ways to Use Audience Data to Drive Performance 
• Use media optimization to reach your target audience. 
• Use 1st party attributes to create a unique audience-segment. 
• Use 3rd party attributes to scale to a larger audience. 
• Combine 1st & 3rd party for uniqueness & scale. 
Use machine learning & modeling to 
predict & target your best prospects.
Train the model 
using every 
attribute of the bid 
request. 
Score bid 
requests based 
on the campaign 
objectives. 
Determine 
the value of the 
bid request and 
manage budget. 
Calculate the 
optimal bid price 
and send bid 
decision to bidder. 
Using Data in RTB Optimization
Using Data and Machine Learning to Drive RTB Performance 
“Datacratic has enabled AdGear 
to provide unprecedented value 
to customers using the AdGear Trader 
RTB Platform. After integrating RTB 
Optimizer from Datacratic, our clients 
experienced significant CPA cost 
reduction.” 
Vlad Stesin, CEO Adgear 
Over 65% Reduction in CPA 
• CPA Optimization - Manufacturing 
• Duration - 2 Weeks 
• Averaging 15-71 conversions per day 
• Starting CPA level of $8.6 reduced to $3.00 
60% Reduction in CPM 
• CPM Optimization – Food & Beverages 
• Duration - 1.5 Months 
• Averaging 200,000 impressions daily 
• CPM reduced from $0.8 to $0.32 
50% Reduction in CPA 
• CPA Optimization – Retail 
• Duration - 1.5 Months during holiday season 
• Averaging 150 – 200 conversions daily 
• 34.7 million impressions, 23.5k clicks, 
total spend $48.5k
Merci 
Thank You 
#pensonsquebec 
#thinkquebec

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Why is programmatic taking off? What is this revolution all about?

  • 3. Human vs Machine in Programmatic. By James Prudhomme
  • 4. Datacratic développe des technologies d'apprentissage machine ("machine learning") et d'intelligence artificiel permettant l'automatisation de prise de décision en temp réel pouvant être déployé dans un large éventailde d'applications. Datacratic develops machine learning and artificial intelligence technology, which enables real-time machine based decisioning to be deployed into a wide range of applications.
  • 5. What is Machine Learning? • Machine learning, a branch of artificial intelligence, concerns the construction and study of systems that can learn from data. • Another way to think about machine learning is that it is the act of teaching a software program to recognize patterns. • After learning the pattern, the program can make predictions on those patterns. • Those predictions can be integrated into products and applications. .
  • 6. Marketer Challenges and Pain Points • Media Optimization: • Publishers are unable to serve impressions to users with a high probability of clicking. • Conversion Optimization: • Marketers are unable to target users who have a high probability of converting. • Segment Reach Extension: • Can’t scale from a precision segment to a larger qualified audience. • Precision Targeting: • Inability to target a high performing subset of an audience with any precision.
  • 7. Uniqueness Scale 1st Party Data 3 3rd Party Data Modeled Audience
  • 8. Audience Modeling Use Cases Media Optimization: • Identifies users with a high probability of performing targeted campaign behaviors Conversion Optimization: • Uses machine learning models to identify users with a high probability of converting Segment Reach Extension: • Identifies a larger pool of users who behave similarly to an underlying segment. Precision Targeting: • Focuses on a high scoring subset of a segment target highest quality converters.
  • 9. 9 Lotame Optimizer Case Study – 172% Increased ROAS Cost per acquisition for the Lotame-powered campaigns were reduced by 64%. Users targeted as part of the Lotame Optimizer campaign demonstrated an 372% increase in conversion rate. Users targeted as part of the Lotame Optimizer campaign were 129% more likely to click on an advertisement.
  • 10. 5 Ways to Use Audience Data to Drive Performance • Use media optimization to reach your target audience. • Use 1st party attributes to create a unique audience-segment. • Use 3rd party attributes to scale to a larger audience. • Combine 1st & 3rd party for uniqueness & scale. Use machine learning & modeling to predict & target your best prospects.
  • 11. Train the model using every attribute of the bid request. Score bid requests based on the campaign objectives. Determine the value of the bid request and manage budget. Calculate the optimal bid price and send bid decision to bidder. Using Data in RTB Optimization
  • 12. Using Data and Machine Learning to Drive RTB Performance “Datacratic has enabled AdGear to provide unprecedented value to customers using the AdGear Trader RTB Platform. After integrating RTB Optimizer from Datacratic, our clients experienced significant CPA cost reduction.” Vlad Stesin, CEO Adgear Over 65% Reduction in CPA • CPA Optimization - Manufacturing • Duration - 2 Weeks • Averaging 15-71 conversions per day • Starting CPA level of $8.6 reduced to $3.00 60% Reduction in CPM • CPM Optimization – Food & Beverages • Duration - 1.5 Months • Averaging 200,000 impressions daily • CPM reduced from $0.8 to $0.32 50% Reduction in CPA • CPA Optimization – Retail • Duration - 1.5 Months during holiday season • Averaging 150 – 200 conversions daily • 34.7 million impressions, 23.5k clicks, total spend $48.5k
  • 13. Merci Thank You #pensonsquebec #thinkquebec