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Putting Your Money Where It Counts
Smart Attribution Modeling

Alex Porter
Location3 Media
President                    (speaker logo)




                                www.location3.com




New York | March 25–28
                                                    #SESNY
New York| March 25–28, 2013 | #SESNY




  “Attribution theory deals with how the social
  perceiver uses information to arrive at causal
  explanations for events. It examines what
  information is gathered and how it is combined to
  form a causal judgment” (Fiske & Taylor, 1991)

  Attribution theory is concerned with how and why
  ordinary people explain events as they do.




@porter32
New York| March 25–28, 2013 | #SESNY




Who gets credit?




@porter32
New York| March 25–28, 2013 | #SESNY




Types of Attribution
            • Multi-Channel Attribution, Online to Store

            • Multi-Channel Attribution, Across Multiple Screens

            • Multi-Channel Attribution, Across Digital Channels

                  • Click Based Attribution

                  • Full Funnel Attribution




@porter32
New York| March 25–28, 2013 | #SESNY



Types of Attribution




@porter32
New York| March 25–28, 2013 | #SESNY



Types of Attribution




 @porter32
New York| March 25–28, 2013 | #SESNY



Advice from Avinash




@porter32
New York| March 25–28, 2013 | #SESNY




 Algorithmic Attribution
  Algorithmic Weighting:

  To remove the guesswork in attribution can use machine-learning and proven algorithms to
  calculate probability-based weightings for assist impressions and clicks.

  While it’s hard to say which approach is best, we have seen that most prefer transparency vs.
  opacity, and known algorithms to proprietary models. If you’re going to put your neck on the line to
  defend a new measurement standard, you should be comfortable with the approach and underlying
  assumptions.

  In general, a transparent, statistically validated approach is best.

  Steve Lathem, Attribution 101




@porter32
New York| March 25–28, 2013 | #SESNY



How to get started:
• Build a Data Management Platform and Partner with a Tracking Vendor/Tag Management

• License/Partner with a Attribution Vendor




@porter32
New York| March 25–28, 2013 | #SESNY



Data Management Platform




@porter32
New York| March 25–28, 2013 | #SESNY



            Attribution Vendors




@porter32
New York| March 25–28, 2013 | #SESNY




            Barriers to Entry




@porter32
New York| March 25–28, 2013 | #SESNY




Dangers of Attribution
• “If we send someone a catalog and say,
  ‘Congratulations on your first child!’ and
  they’ve never told us they’re pregnant, that’s
  going to make some people uncomfortable,”
  Pole told me.

• “We are very conservative about compliance
  with all privacy laws. But even if you’re
  following the law, you can do things where
  people get queasy.”




    @porter32
New York| March 25–28, 2013 | #SESNY



            Keys to Success




@porter32
New York| March 25–28, 2013 | #SESNY



            Keys to Success




@porter32
New York| March 25–28, 2013 | #SESNY




     Basic Case Study Beyond Last Click

     •   Sample of cities that generated over 1,000 bookings during the trial period

     •   Divided cities into two categories, one of which formed a control group

     •   Control group had its Google Adwords campaigns switched off for the 12 week test period




     •   Lastminute said the test showed the ‘last click wins’ rule does not give proper value to channels that
         appear early in the conversion funnel (i.e. research, price comparison, etc)

     •   “The core results of the study revealed that for every individual conversion that was previously
         attributed to Google AdWords, 1.43 conversions should have been attributed in this way.”

     •   “In other words turning off the non-branded search terms in Google Adwords will results in a 43%
         larger decline than reported by Lastminute’s tracking systems.”
         Source: http://www.travolution.co.uk/articles/2012/12/14/6289/lastminute-adjusts-google-adwords-approach-after-attribution-test.html




@porter32
New York| March 25–28, 2013 | #SESNY



People to Follow

Steve Latham - @stevelatham - CEO, Encore Media Metrics

•    “There is a myth that everything in digital is infinitely measurable and explainable. Unfortunately this is not true; there is no perfect
     solution. That said, there are many good solutions available, and the absence of a perfect solution is not an excuse for doing nothing.”


James Green - @JamesANGreen - CFO, Magnetic

•    “Attribution is only as good as the mind of the marketer who creates the marketing plan…. The more sophisticated the technology, the
     more reliant we are on truly smart individuals to plan, implement and interpret.”


Tom Pitts - @tom_pitts - Marketing Analytics Manager, AdRoll.com

•    “I believe most marketers can find easier ways to optimize and refine their strategy by using simpler segmentation, analysis and
     combining their web data with transaction data, before moving onto a more complex attribution model.”




    @porter32
New York| March 25–28, 2013 | #SESNY



People to Follow

Yaakov Kimelfeld - Chief Research Officer, Kantar Media Compete

•    “The most crucial omission of the current solutions, however, is their limited ability to answer the “why” questions…In order to
     overcome this, attribution solutions should go hybrid, combining tagging/cookie pool data with the data from online behavioral panel.”


Avinash Kaushik, @avinash, Digital Marketing Evangelist, Google

•    “The three-step “attract, acquire, retain” model is now broken into 37 different pieces. You are going to have to deal with the multi-
     channel attribution problems, if you want your company to have an effective advertising and marketing strategy. Here’s the good news:
     You don’t have to try to boil the ocean in one go.”




    @porter32
New York| March 25–28, 2013 | #SESNY




GET TO THE CHOPPER!
•   44% of interactive marketers have no process in
    place to assign credit - not even last click (IAB).
    Don’t be in this group!

•   Understand what you are trying to solve.

•   Get your data in one place.

•   Try out different models, play with the data.

•   Utilize free multi-channel reports in Google.

•   Run some tests, measure, run some more.




    @porter32
New York| March 25–28, 2013 | #SESNY




        Remember… it’s a marathon, not a sprint!


      Things are getting interesting. The future of attribution is right around the corner.

The goal is not about who gets credit, but where best to spend your digital dollars for optimal
                        return on each of your marketing campaigns.




@porter32

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Alex Porter's Smart Attribution presentation from SESNY 2013

  • 1. Putting Your Money Where It Counts Smart Attribution Modeling Alex Porter Location3 Media President (speaker logo) www.location3.com New York | March 25–28 #SESNY
  • 2. New York| March 25–28, 2013 | #SESNY “Attribution theory deals with how the social perceiver uses information to arrive at causal explanations for events. It examines what information is gathered and how it is combined to form a causal judgment” (Fiske & Taylor, 1991) Attribution theory is concerned with how and why ordinary people explain events as they do. @porter32
  • 3. New York| March 25–28, 2013 | #SESNY Who gets credit? @porter32
  • 4. New York| March 25–28, 2013 | #SESNY Types of Attribution • Multi-Channel Attribution, Online to Store • Multi-Channel Attribution, Across Multiple Screens • Multi-Channel Attribution, Across Digital Channels • Click Based Attribution • Full Funnel Attribution @porter32
  • 5. New York| March 25–28, 2013 | #SESNY Types of Attribution @porter32
  • 6. New York| March 25–28, 2013 | #SESNY Types of Attribution @porter32
  • 7. New York| March 25–28, 2013 | #SESNY Advice from Avinash @porter32
  • 8. New York| March 25–28, 2013 | #SESNY Algorithmic Attribution Algorithmic Weighting: To remove the guesswork in attribution can use machine-learning and proven algorithms to calculate probability-based weightings for assist impressions and clicks. While it’s hard to say which approach is best, we have seen that most prefer transparency vs. opacity, and known algorithms to proprietary models. If you’re going to put your neck on the line to defend a new measurement standard, you should be comfortable with the approach and underlying assumptions. In general, a transparent, statistically validated approach is best. Steve Lathem, Attribution 101 @porter32
  • 9. New York| March 25–28, 2013 | #SESNY How to get started: • Build a Data Management Platform and Partner with a Tracking Vendor/Tag Management • License/Partner with a Attribution Vendor @porter32
  • 10. New York| March 25–28, 2013 | #SESNY Data Management Platform @porter32
  • 11. New York| March 25–28, 2013 | #SESNY Attribution Vendors @porter32
  • 12. New York| March 25–28, 2013 | #SESNY Barriers to Entry @porter32
  • 13. New York| March 25–28, 2013 | #SESNY Dangers of Attribution • “If we send someone a catalog and say, ‘Congratulations on your first child!’ and they’ve never told us they’re pregnant, that’s going to make some people uncomfortable,” Pole told me. • “We are very conservative about compliance with all privacy laws. But even if you’re following the law, you can do things where people get queasy.” @porter32
  • 14. New York| March 25–28, 2013 | #SESNY Keys to Success @porter32
  • 15. New York| March 25–28, 2013 | #SESNY Keys to Success @porter32
  • 16. New York| March 25–28, 2013 | #SESNY Basic Case Study Beyond Last Click • Sample of cities that generated over 1,000 bookings during the trial period • Divided cities into two categories, one of which formed a control group • Control group had its Google Adwords campaigns switched off for the 12 week test period • Lastminute said the test showed the ‘last click wins’ rule does not give proper value to channels that appear early in the conversion funnel (i.e. research, price comparison, etc) • “The core results of the study revealed that for every individual conversion that was previously attributed to Google AdWords, 1.43 conversions should have been attributed in this way.” • “In other words turning off the non-branded search terms in Google Adwords will results in a 43% larger decline than reported by Lastminute’s tracking systems.” Source: http://www.travolution.co.uk/articles/2012/12/14/6289/lastminute-adjusts-google-adwords-approach-after-attribution-test.html @porter32
  • 17. New York| March 25–28, 2013 | #SESNY People to Follow Steve Latham - @stevelatham - CEO, Encore Media Metrics • “There is a myth that everything in digital is infinitely measurable and explainable. Unfortunately this is not true; there is no perfect solution. That said, there are many good solutions available, and the absence of a perfect solution is not an excuse for doing nothing.” James Green - @JamesANGreen - CFO, Magnetic • “Attribution is only as good as the mind of the marketer who creates the marketing plan…. The more sophisticated the technology, the more reliant we are on truly smart individuals to plan, implement and interpret.” Tom Pitts - @tom_pitts - Marketing Analytics Manager, AdRoll.com • “I believe most marketers can find easier ways to optimize and refine their strategy by using simpler segmentation, analysis and combining their web data with transaction data, before moving onto a more complex attribution model.” @porter32
  • 18. New York| March 25–28, 2013 | #SESNY People to Follow Yaakov Kimelfeld - Chief Research Officer, Kantar Media Compete • “The most crucial omission of the current solutions, however, is their limited ability to answer the “why” questions…In order to overcome this, attribution solutions should go hybrid, combining tagging/cookie pool data with the data from online behavioral panel.” Avinash Kaushik, @avinash, Digital Marketing Evangelist, Google • “The three-step “attract, acquire, retain” model is now broken into 37 different pieces. You are going to have to deal with the multi- channel attribution problems, if you want your company to have an effective advertising and marketing strategy. Here’s the good news: You don’t have to try to boil the ocean in one go.” @porter32
  • 19. New York| March 25–28, 2013 | #SESNY GET TO THE CHOPPER! • 44% of interactive marketers have no process in place to assign credit - not even last click (IAB). Don’t be in this group! • Understand what you are trying to solve. • Get your data in one place. • Try out different models, play with the data. • Utilize free multi-channel reports in Google. • Run some tests, measure, run some more. @porter32
  • 20. New York| March 25–28, 2013 | #SESNY Remember… it’s a marathon, not a sprint! Things are getting interesting. The future of attribution is right around the corner. The goal is not about who gets credit, but where best to spend your digital dollars for optimal return on each of your marketing campaigns. @porter32