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Smart Reinvestment:
The Case for Conversion Attribution
23 August 2012


Yossi Synett – Research Analytics Team Lead




                              1
History of Attribution

         Reinvestment = Attribution
Agenda
         Types of Attribution Models

         Viewing Data via Different
         Models

         How to choose the right model




                             2
History of Conversion
            Attribution




                          3
The early days of PPC



                                           2003 Yahoo! buys Overture




                        2002 AdWords goes to PPC Model




                                                          4
The assumption: One Conversion = One Click




                                     5
Discovering the need for conversion attribution




                 Green T-Shirt    Blue T-Shirt     Red T-Shirt
                 Great Prices     Great Prices   XL Size Available
                  T-shirt.com     T-shirt.com      T-shirt.com


                Keyword 1        Keyword 2       Keyword 3




     Last Click Attribution Model:
     •Solves conversion duplication issue
     •Assumes last click is most important


                                                                     6
Reinvestment = Conversion
                Attribution




                              7
Reinvestment based on data

All strategic decisions in Paid Search are based on data


                         Forecasting & Scenarios

                           Algorithm Configuration

                             Algorithm Selection

                                Geographies

                                   Devices

                                     Sites and Content

                                        Campaign Structure

                                             Ad Copy & Testing

                                               Keyword Selection

                                                  Attribution Model

                                                    Multi-Channel Data Connections

                                                      Multi-Source Data Reconciliation

                                                                            8
GroovyTravel.com investment strategy (with last touch attribution)




    cheap flights to Mexico         GroovyTravel.com




                                                           Total ROAS = 1.88




         ROAS = 0.83                    ROAS = 5

                                                       9
GroovyTravel.com investment strategy (with last touch attribution)




    cheap flights to Mexico         GroovyTravel.com




                                                            Total ROAS = 1.63




          ROAS = 0.9                    ROAS = 2

                                                       10
GroovyTravel.com path to conversion




                                      11
GroovyTravel.com investment strategy (with divide equally attribution)




     cheap flights to Mexico            GroovyTravel.com




                                                                Total ROAS = 1.88




          ROAS = 1.54                     ROAS = 2.88

                                                           12
GroovyTravel.com investment strategy (with divide equally attribution)




     cheap flights to Mexico            GroovyTravel.com




                                                                Total ROAS = 1.64




          ROAS = 1.38                     ROAS = 2.33

                                                           13
Last Click Attribution Undervalues
FB Performance

                              Increase in Facebook ROI for Retail
                              Advertiser Based on Revenue Attribution


          First      Prefer         Distribute   U-Shaped   Prefer      Last
          Only        First          Evenly                  Last      Touch




      • Last Touch
                              20%       40%       60%       80%      100%



                                                                        14
Last Click Attribution Undervalues
FB Performance

                               Increase in Facebook ROI for Retail
                               Advertiser Based on Revenue Attribution


           First      Prefer         Distribute   U-Shaped   Prefer      Last
           Only        First          Evenly                  Last      Touch




      • Prefer Last

      • Last Touch
                               20%       40%       60%       80%      100%



                                                                         15
Last Click Attribution Undervalues
FB Performance

                               Increase in Facebook ROI for Retail
                               Advertiser Based on Revenue Attribution


           First      Prefer         Distribute   U-Shaped   Prefer      Last
           Only        First          Evenly                  Last      Touch




      • U-Shaped

      • Prefer Last

      • Last Touch
                               20%       40%       60%       80%      100%



                                                                         16
Last Click Attribution Undervalues
FB Performance

                                Increase in Facebook ROI for Retail
                                Advertiser Based on Revenue Attribution


           First       Prefer         Distribute   U-Shaped   Prefer      Last
           Only         First          Evenly                  Last      Touch




      • Distribute Evenly

      • U-Shaped

      • Prefer Last

      • Last Touch
                                20%       40%       60%       80%      100%



                                                                          17
Last Click Attribution Undervalues
FB Performance

                                Increase in Facebook ROI for Retail
                                Advertiser Based on Revenue Attribution


           First       Prefer         Distribute   U-Shaped   Prefer      Last
           Only         First          Evenly                  Last      Touch




      • Prefer First

      • Distribute Evenly

      • U-Shaped

      • Prefer Last

      • Last Touch
                                20%       40%       60%       80%      100%



                                                                          18
Last Click Attribution Undervalues
FB Performance

                                Increase in Facebook ROI for Retail
                                Advertiser Based on Revenue Attribution


           First       Prefer         Distribute   U-Shaped   Prefer      Last
           Only         First          Evenly                  Last      Touch


      • First Only

      •Prefer First

      • Distribute Evenly

      • U-Shaped

      •

      • Last Touch
                                20%       40%       60%       80%      100%



                                                                          19
Types of Attribution




                       20
Attribution Models: Last click


                                Blue T-Shirt    Red T-Shirt
               Green T-Shirt
                                Great Prices      XL Size
                Great Prices                     Available
                T-shirt.com     T-shirt.com
                                                T-shirt.com

               Keyword 1       Keyword 2       Keyword 3




     Industry Default Model




                                                              21
Attribution Models: Linear


                              Blue T-Shirt        Red T-Shirt
            Green T-Shirt
                              Great Prices          XL Size
             Great Prices                          Available
             T-shirt.com      T-shirt.com
                                                  T-shirt.com

            Keyword 1        Keyword 2           Keyword 3




                            Attribution Models
                                Linear Ratio
                                  U Shaped
                             Distribute Evenly
                     Single Click Only (First or Last)



                                                                22
Attribution Models: Non Linear


                              Blue T-Shirt        Red T-Shirt
            Green T-Shirt
                              Great Prices          XL Size
             Great Prices                          Available
             T-shirt.com      T-shirt.com
                                                  T-shirt.com

            Keyword 1        Keyword 2           Keyword 3




                            Attribution Models
                                Linear Ratio
                                  U Shaped
                             Distribute Evenly
                     Single Click Only (First or Last)



                                                                23
Attribution Models: Distribute evenly


                              Blue T-Shirt        Red T-Shirt
            Green T-Shirt
                              Great Prices          XL Size
             Great Prices                          Available
             T-shirt.com      T-shirt.com
                                                  T-shirt.com

            Keyword 1        Keyword 2           Keyword 3




                            Attribution Models
                                Linear Ratio
                                  U Shaped
                             Distribute Evenly
                     Single Click Only (First or Last)



                                                                24
Attribution Models: Single Point


                              Blue T-Shirt        Red T-Shirt
            Green T-Shirt
                              Great Prices          XL Size
             Great Prices                          Available
             T-shirt.com      T-shirt.com
                                                  T-shirt.com

            Keyword 1        Keyword 2           Keyword 3




                            Attribution Models
                                Linear Ratio
                                  U Shaped
                             Distribute Evenly
                     Single Click Only (First or Last)



                                                                25
Viewing Data via Different
                  Models




                             26
Considering multiple
channels using the Kenshoo
Attribution Model Simulator
Leading pet supply cataloger using
last touch attribution

Brought data from various
channels (e-mail, CSE, display)
into Kenshoo

Using the Kenshoo Attribution
Model Simulator, they were able
see the best and worst case ROI
for a given channel under different
models

They could also determine which
model was the best fit for their
business by seeing how different
channels would benefit or lose
from changing models


                                      27
Case Study: Moving away from last click

         U.S. national service center chain increases ROI by changing attribution model
         following a multi-model attribution analysis
         //////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////




           Key Lessons

• Different regions have different
  behaviors
• Last click model was holding
  back potential new to file
  customers
• Prefer last model better
  allocated money




                                                                                                                                                           28
How to choose the right model




                                29
Get insights


• Any single model will only show a single viewpoint, compare different models
  for the most comprehensive view

• Lower costs by pruning ads that have no touch-points in any conversion
  attribution model

• Expand assisting keywords to find new traffic generators and widen you
  market reach

• Don’t miss the forest for the trees, apply real world categories and use your
  own business logic to make attribution model decisions
 ❙[Don’t worry, Kenshoo can help with this]




                                                                  30
Thank you




            31

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The Case for Conversion Attribution: Kenshoo and Figaro Digital Seminar

  • 1. Smart Reinvestment: The Case for Conversion Attribution 23 August 2012 Yossi Synett – Research Analytics Team Lead 1
  • 2. History of Attribution Reinvestment = Attribution Agenda Types of Attribution Models Viewing Data via Different Models How to choose the right model 2
  • 3. History of Conversion Attribution 3
  • 4. The early days of PPC 2003 Yahoo! buys Overture 2002 AdWords goes to PPC Model 4
  • 5. The assumption: One Conversion = One Click 5
  • 6. Discovering the need for conversion attribution Green T-Shirt Blue T-Shirt Red T-Shirt Great Prices Great Prices XL Size Available T-shirt.com T-shirt.com T-shirt.com Keyword 1 Keyword 2 Keyword 3 Last Click Attribution Model: •Solves conversion duplication issue •Assumes last click is most important 6
  • 8. Reinvestment based on data All strategic decisions in Paid Search are based on data Forecasting & Scenarios Algorithm Configuration Algorithm Selection Geographies Devices Sites and Content Campaign Structure Ad Copy & Testing Keyword Selection Attribution Model Multi-Channel Data Connections Multi-Source Data Reconciliation 8
  • 9. GroovyTravel.com investment strategy (with last touch attribution) cheap flights to Mexico GroovyTravel.com Total ROAS = 1.88 ROAS = 0.83 ROAS = 5 9
  • 10. GroovyTravel.com investment strategy (with last touch attribution) cheap flights to Mexico GroovyTravel.com Total ROAS = 1.63 ROAS = 0.9 ROAS = 2 10
  • 11. GroovyTravel.com path to conversion 11
  • 12. GroovyTravel.com investment strategy (with divide equally attribution) cheap flights to Mexico GroovyTravel.com Total ROAS = 1.88 ROAS = 1.54 ROAS = 2.88 12
  • 13. GroovyTravel.com investment strategy (with divide equally attribution) cheap flights to Mexico GroovyTravel.com Total ROAS = 1.64 ROAS = 1.38 ROAS = 2.33 13
  • 14. Last Click Attribution Undervalues FB Performance Increase in Facebook ROI for Retail Advertiser Based on Revenue Attribution First Prefer Distribute U-Shaped Prefer Last Only First Evenly Last Touch • Last Touch 20% 40% 60% 80% 100% 14
  • 15. Last Click Attribution Undervalues FB Performance Increase in Facebook ROI for Retail Advertiser Based on Revenue Attribution First Prefer Distribute U-Shaped Prefer Last Only First Evenly Last Touch • Prefer Last • Last Touch 20% 40% 60% 80% 100% 15
  • 16. Last Click Attribution Undervalues FB Performance Increase in Facebook ROI for Retail Advertiser Based on Revenue Attribution First Prefer Distribute U-Shaped Prefer Last Only First Evenly Last Touch • U-Shaped • Prefer Last • Last Touch 20% 40% 60% 80% 100% 16
  • 17. Last Click Attribution Undervalues FB Performance Increase in Facebook ROI for Retail Advertiser Based on Revenue Attribution First Prefer Distribute U-Shaped Prefer Last Only First Evenly Last Touch • Distribute Evenly • U-Shaped • Prefer Last • Last Touch 20% 40% 60% 80% 100% 17
  • 18. Last Click Attribution Undervalues FB Performance Increase in Facebook ROI for Retail Advertiser Based on Revenue Attribution First Prefer Distribute U-Shaped Prefer Last Only First Evenly Last Touch • Prefer First • Distribute Evenly • U-Shaped • Prefer Last • Last Touch 20% 40% 60% 80% 100% 18
  • 19. Last Click Attribution Undervalues FB Performance Increase in Facebook ROI for Retail Advertiser Based on Revenue Attribution First Prefer Distribute U-Shaped Prefer Last Only First Evenly Last Touch • First Only •Prefer First • Distribute Evenly • U-Shaped • • Last Touch 20% 40% 60% 80% 100% 19
  • 21. Attribution Models: Last click Blue T-Shirt Red T-Shirt Green T-Shirt Great Prices XL Size Great Prices Available T-shirt.com T-shirt.com T-shirt.com Keyword 1 Keyword 2 Keyword 3 Industry Default Model 21
  • 22. Attribution Models: Linear Blue T-Shirt Red T-Shirt Green T-Shirt Great Prices XL Size Great Prices Available T-shirt.com T-shirt.com T-shirt.com Keyword 1 Keyword 2 Keyword 3 Attribution Models Linear Ratio U Shaped Distribute Evenly Single Click Only (First or Last) 22
  • 23. Attribution Models: Non Linear Blue T-Shirt Red T-Shirt Green T-Shirt Great Prices XL Size Great Prices Available T-shirt.com T-shirt.com T-shirt.com Keyword 1 Keyword 2 Keyword 3 Attribution Models Linear Ratio U Shaped Distribute Evenly Single Click Only (First or Last) 23
  • 24. Attribution Models: Distribute evenly Blue T-Shirt Red T-Shirt Green T-Shirt Great Prices XL Size Great Prices Available T-shirt.com T-shirt.com T-shirt.com Keyword 1 Keyword 2 Keyword 3 Attribution Models Linear Ratio U Shaped Distribute Evenly Single Click Only (First or Last) 24
  • 25. Attribution Models: Single Point Blue T-Shirt Red T-Shirt Green T-Shirt Great Prices XL Size Great Prices Available T-shirt.com T-shirt.com T-shirt.com Keyword 1 Keyword 2 Keyword 3 Attribution Models Linear Ratio U Shaped Distribute Evenly Single Click Only (First or Last) 25
  • 26. Viewing Data via Different Models 26
  • 27. Considering multiple channels using the Kenshoo Attribution Model Simulator Leading pet supply cataloger using last touch attribution Brought data from various channels (e-mail, CSE, display) into Kenshoo Using the Kenshoo Attribution Model Simulator, they were able see the best and worst case ROI for a given channel under different models They could also determine which model was the best fit for their business by seeing how different channels would benefit or lose from changing models 27
  • 28. Case Study: Moving away from last click U.S. national service center chain increases ROI by changing attribution model following a multi-model attribution analysis ////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////// Key Lessons • Different regions have different behaviors • Last click model was holding back potential new to file customers • Prefer last model better allocated money 28
  • 29. How to choose the right model 29
  • 30. Get insights • Any single model will only show a single viewpoint, compare different models for the most comprehensive view • Lower costs by pruning ads that have no touch-points in any conversion attribution model • Expand assisting keywords to find new traffic generators and widen you market reach • Don’t miss the forest for the trees, apply real world categories and use your own business logic to make attribution model decisions ❙[Don’t worry, Kenshoo can help with this] 30
  • 31. Thank you 31