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EKSTRA BLADET NETSALG
          D




                        Predictive Behavioral Targeting
                              at ekstrabladet.dk
                                 ekstrabladet dk
Introduction
EKSTRA BLAD




                                                   Maria Voigt
                                        Project Manager – ekstrabladet.dk
          DET NETSALG




                                       Marketing Research Department

                                       Predictive Targeting Evaluation Project

                                       Advertising Method Expert




                                                 Stephan Noller
                                           Managing Director – nugg.ad

                                       Founded nugg.ad in 2006

                                       Profound experience in data analysis

                                       at TNS Group (Emnid, Infratest)

                                       at industry association AGOF
Introduction to ekstrabladet.dk
EKSTRA BLAD




                         Part of the media concern
                         JP/Politikens Hus
          DET NETSALG




                         Largest news site in Denmark

                         The site:
                            Breaking news
                            User profile

                         In comparison Ekstra Bladet is like:
                             Aftonbladet, Sweden
                             VG, N
                             VG Norway
                             Bild, Germany
                             The Sun, UK
The Danish Market
EKSTRA BLADET NETSALG
          D




                                            90% of the Danish population
                                                               p p
                                            have internet access.

                                            Danish internet population
                                             4 million real users
                                             3 billion page impressions
Challenges
EKSTRA BLAD




                           Demands for:
          DET NETSALG




                            Better results (more clicks, more sales)
                            Documented pay-off



                                   Is targeting the solution?

                           Ekstra Bladet tested two campaigns using
                           Predictive Behavioral Targeting (PBT) from nugg.ad
Predictive Behavioral Targeting (1/3)
EKSTRA BLAD




                                                                          Jim | Jane | Tom   Tim


                                                 ekstrabladet.dk/news      1     2     1      1
          DET NETSALG




                              Content Channels   ekstrabladet.dk/people    3     1     3      3
                              (Measured)         ekstrabladet.dk/sport     0     2     3      3
                                                 ekstrabladet.dk/tech      2     1     2      2




                             Step 1: Click Measurement (all Users)
Predictive Behavioral Targeting (2/3)
EKSTRA BLAD




                                                                               Jim | Jane | Tom   Tim


                                                      ekstrabladet.dk/news      1     2     1      1
          DET NETSALG




                              Content Channels        ekstrabladet.dk/people    3     1     3      3
                              (Measured)              ekstrabladet.dk/sport     0     2     3      3
                                                      ekstrabladet.dk/tech      2     1     2      2



                              Demography              Gender                    0     1     0
                              (Survey)                Age                       3     3



                              Product Interests       Body Care                 2     4     2
                              (Survey)                Food                      0     1     2



                              Psychography (Survey)   Trendsetter               0     2     2




                             Step 2: Online Survey (Sample)
Predictive Behavioral Targeting (3/3)
EKSTRA BLAD




                                                                               Jim | Jane | Tom   Tim


                                                      ekstrabladet.dk/news      1     2     1      1
          DET NETSALG




                              Content Channels        ekstrabladet.dk/people    3     1     3      3
                              (Measured)              ekstrabladet.dk/sport     0     2     3      3
                                                      ekstrabladet.dk/tech      2     1     2      2



                              Demography              Gender                    0     1     0      0
                              (Survey)                Age                       3     3            3



                              Product Interests       Body Care                 2     4     2      2
                              (Survey)                Food                      0     1     2      2



                              Psychography (Survey)   Trendsetter               0     2     2      2




                             Step 3a: Search for Tims nearest statistical twin
                                p
                             Step 3b: Tim inherits missing values from his “twin” Tom
Case Study – FDM Travels
EKSTRA BLAD




                               Campaign: weekend holidays
                               Ca pa g    ee e d o days
          DET NETSALG




                               Aim: sales/purchases

                               Creatives:
Case Study – FDM Travels
EKSTRA BLAD




                                                   300
          DET NETSALG




                                                   250
                        Index Click Through Rate




                                                   200
                                            R




                                                   150         136

                                                                     no PBT
                              C




                                                         100         PBT
                                                   100



                                                    50



                                                    0
                                                         Holidays




                                                         Day 1‐2
Case Study – FDM Travels
EKSTRA BLAD




                                                   300
          DET NETSALG




                                                   250
                        Index Click Through Rate




                                                   200
                                            R




                                                   150         136

                                                                                      no PBT
                              C




                                                         100           100            PBT
                                                   100                       93




                                                    50



                                                    0
                                                         Holidays    Plane or Train
                                                                        Tickets



                                                         Day 1‐2         Day 3‐4
Case Study – FDM Travels
EKSTRA BLAD




                                                   300
          DET NETSALG




                                                   250
                        Index Click Through Rate




                                                   200
                                            R




                                                                                                 155
                                                   150         136

                                                                                                            no PBT
                              C




                                                         100           100                 100              PBT
                                                   100                       93




                                                    50



                                                    0
                                                         Holidays    Plane or Train    Household income
                                                                        Tickets         >54.000€ AND
                                                                                      (Holidays OR Plane
                                                                                        or Train Tickets)

                                                         Day 1‐2         Day 3‐4          Day 5‐6
Case Study – FDM Travels
EKSTRA BLAD




                                                   300
          DET NETSALG




                                                   250
                        Index Click Through Rate




                                                   200
                                            R




                                                                                                155
                                                   150         136

                                                                                                                           no PBT
                              C




                                                                                                                  106      PBT
                                                         100           100                100               100
                                                   100                       93




                                                    50



                                                    0
                                                         Holidays    Plane or Train    Household income Household income
                                                                        Tickets         >54.000€ AND       >54.000€
                                                                                      (Holidays OR Plane
                                                                                        or Train Tickets)

                                                         Day 1‐2         Day 3‐4          Day 5‐6          Day 7‐8
Case Study – FDM Travels
EKSTRA BLAD




                                                   300
          DET NETSALG




                                                   250
                        Index Click Through Rate




                                                   200
                                                                                                                                 183
                                            R




                                                                                                155
                                                   150         136

                                                                                                                                       no PBT
                              C




                                                                                                                  106                  PBT
                                                         100           100                100               100            100
                                                   100                       93




                                                    50



                                                    0
                                                         Holidays    Plane or Train    Household income Household income   Women
                                                                        Tickets         >54.000€ AND       >54.000€
                                                                                      (Holidays OR Plane
                                                                                        or Train Tickets)

                                                         Day 1‐2         Day 3‐4          Day 5‐6          Day 7‐8         Day 9‐10
Case Study – FDM Travels
EKSTRA BLAD




                                                   300
                                                                                                                                                 280
          DET NETSALG




                                                   250
                        Index Click Through Rate




                                                   200
                                                                                                                                 183
                                            R




                                                                                                155
                                                   150         136

                                                                                                                                                          no PBT
                              C




                                                                                                                  106                                     PBT
                                                         100           100                100               100            100             100
                                                   100                       93




                                                    50



                                                    0
                                                         Holidays    Plane or Train    Household income Household income   Women         Holiday AND
                                                                        Tickets         >54.000€ AND       >54.000€                    Household Income
                                                                                      (Holidays OR Plane                                >54.000€ AND
                                                                                        or Train Tickets)                                  Women

                                                         Day 1‐2         Day 3‐4          Day 5‐6          Day 7‐8         Day 9‐10       Day 11‐12
FDM Travels: Conversion Rates/Online Sales
EKSTRA BLAD




                                      Not only click through rates increased. Also sales, which was the
                                      aim of the campaign, did.
          DET NETSALG




                                                300
                                                                                      275



                                                250




                                                200
                        Index Conversion Rate
                                            e




                                                                                                          no PBT
                                                150
                                                                                                          PBT
                              C




                                                                  100
                                                100




                                                 50




                                                 0
Case Study – DFDS Seaways
EKSTRA BLAD




                             Campaign: Rockcruise competition
          DET NETSALG




                             Aim: Click Through Rate

                             Creatives:
Case Study – DFDS Seaways
EKSTRA BLAD




                        300
          DET NETSALG




                                                                                                                                                     247
                        250                                                                                                    239




                        200



                                                                  145
                        150
                                                                                    125                                                                    no PBT
                                          118
                                                                                                                                                           PBT
                              100                         100           100                       100         96   100                       100
                        100



                         50



                          0
                                    Top                     Article           Top                   Article              Top                   Article

                                                Couples                                   30-49                                      20-29
EKSTRA BLAD
                        Overall Findings

                               Predictive Behavioral Targeting achieves much better
                               results than ordinary campaigns
          DET NETSALG




                                  Creatives and target group must be harmonized
                                  Targeting criteria m st be combined smartl
                                                     must             smartly

                               Targeting helps the advertiser redefine/optimize the
                               target group

                               Publisher can offer the advertisers a better product
                               with optimized inventory
Questions?
EKSTRA BLADET NETSALG
          D

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Ekstra Bladet - nugg.ad Case Study @ Interact

  • 1. EKSTRA BLADET NETSALG D Predictive Behavioral Targeting at ekstrabladet.dk ekstrabladet dk
  • 2. Introduction EKSTRA BLAD Maria Voigt Project Manager – ekstrabladet.dk DET NETSALG Marketing Research Department Predictive Targeting Evaluation Project Advertising Method Expert Stephan Noller Managing Director – nugg.ad Founded nugg.ad in 2006 Profound experience in data analysis at TNS Group (Emnid, Infratest) at industry association AGOF
  • 3. Introduction to ekstrabladet.dk EKSTRA BLAD Part of the media concern JP/Politikens Hus DET NETSALG Largest news site in Denmark The site: Breaking news User profile In comparison Ekstra Bladet is like: Aftonbladet, Sweden VG, N VG Norway Bild, Germany The Sun, UK
  • 4. The Danish Market EKSTRA BLADET NETSALG D 90% of the Danish population p p have internet access. Danish internet population 4 million real users 3 billion page impressions
  • 5. Challenges EKSTRA BLAD Demands for: DET NETSALG Better results (more clicks, more sales) Documented pay-off Is targeting the solution? Ekstra Bladet tested two campaigns using Predictive Behavioral Targeting (PBT) from nugg.ad
  • 6. Predictive Behavioral Targeting (1/3) EKSTRA BLAD Jim | Jane | Tom Tim ekstrabladet.dk/news 1 2 1 1 DET NETSALG Content Channels ekstrabladet.dk/people 3 1 3 3 (Measured) ekstrabladet.dk/sport 0 2 3 3 ekstrabladet.dk/tech 2 1 2 2 Step 1: Click Measurement (all Users)
  • 7. Predictive Behavioral Targeting (2/3) EKSTRA BLAD Jim | Jane | Tom Tim ekstrabladet.dk/news 1 2 1 1 DET NETSALG Content Channels ekstrabladet.dk/people 3 1 3 3 (Measured) ekstrabladet.dk/sport 0 2 3 3 ekstrabladet.dk/tech 2 1 2 2 Demography Gender 0 1 0 (Survey) Age 3 3 Product Interests Body Care 2 4 2 (Survey) Food 0 1 2 Psychography (Survey) Trendsetter 0 2 2 Step 2: Online Survey (Sample)
  • 8. Predictive Behavioral Targeting (3/3) EKSTRA BLAD Jim | Jane | Tom Tim ekstrabladet.dk/news 1 2 1 1 DET NETSALG Content Channels ekstrabladet.dk/people 3 1 3 3 (Measured) ekstrabladet.dk/sport 0 2 3 3 ekstrabladet.dk/tech 2 1 2 2 Demography Gender 0 1 0 0 (Survey) Age 3 3 3 Product Interests Body Care 2 4 2 2 (Survey) Food 0 1 2 2 Psychography (Survey) Trendsetter 0 2 2 2 Step 3a: Search for Tims nearest statistical twin p Step 3b: Tim inherits missing values from his “twin” Tom
  • 9. Case Study – FDM Travels EKSTRA BLAD Campaign: weekend holidays Ca pa g ee e d o days DET NETSALG Aim: sales/purchases Creatives:
  • 10. Case Study – FDM Travels EKSTRA BLAD 300 DET NETSALG 250 Index Click Through Rate 200 R 150 136 no PBT C 100 PBT 100 50 0 Holidays Day 1‐2
  • 11. Case Study – FDM Travels EKSTRA BLAD 300 DET NETSALG 250 Index Click Through Rate 200 R 150 136 no PBT C 100 100 PBT 100 93 50 0 Holidays Plane or Train Tickets Day 1‐2 Day 3‐4
  • 12. Case Study – FDM Travels EKSTRA BLAD 300 DET NETSALG 250 Index Click Through Rate 200 R 155 150 136 no PBT C 100 100 100 PBT 100 93 50 0 Holidays Plane or Train Household income Tickets >54.000€ AND (Holidays OR Plane or Train Tickets) Day 1‐2 Day 3‐4 Day 5‐6
  • 13. Case Study – FDM Travels EKSTRA BLAD 300 DET NETSALG 250 Index Click Through Rate 200 R 155 150 136 no PBT C 106 PBT 100 100 100 100 100 93 50 0 Holidays Plane or Train Household income Household income Tickets >54.000€ AND >54.000€ (Holidays OR Plane or Train Tickets) Day 1‐2 Day 3‐4 Day 5‐6 Day 7‐8
  • 14. Case Study – FDM Travels EKSTRA BLAD 300 DET NETSALG 250 Index Click Through Rate 200 183 R 155 150 136 no PBT C 106 PBT 100 100 100 100 100 100 93 50 0 Holidays Plane or Train Household income Household income Women Tickets >54.000€ AND >54.000€ (Holidays OR Plane or Train Tickets) Day 1‐2 Day 3‐4 Day 5‐6 Day 7‐8 Day 9‐10
  • 15. Case Study – FDM Travels EKSTRA BLAD 300 280 DET NETSALG 250 Index Click Through Rate 200 183 R 155 150 136 no PBT C 106 PBT 100 100 100 100 100 100 100 93 50 0 Holidays Plane or Train Household income Household income Women Holiday AND Tickets >54.000€ AND >54.000€ Household Income (Holidays OR Plane >54.000€ AND or Train Tickets) Women Day 1‐2 Day 3‐4 Day 5‐6 Day 7‐8 Day 9‐10 Day 11‐12
  • 16. FDM Travels: Conversion Rates/Online Sales EKSTRA BLAD Not only click through rates increased. Also sales, which was the aim of the campaign, did. DET NETSALG 300 275 250 200 Index Conversion Rate e no PBT 150 PBT C 100 100 50 0
  • 17. Case Study – DFDS Seaways EKSTRA BLAD Campaign: Rockcruise competition DET NETSALG Aim: Click Through Rate Creatives:
  • 18. Case Study – DFDS Seaways EKSTRA BLAD 300 DET NETSALG 247 250 239 200 145 150 125 no PBT 118 PBT 100 100 100 100 96 100 100 100 50 0 Top Article Top Article Top Article Couples 30-49 20-29
  • 19. EKSTRA BLAD Overall Findings Predictive Behavioral Targeting achieves much better results than ordinary campaigns DET NETSALG Creatives and target group must be harmonized Targeting criteria m st be combined smartl must smartly Targeting helps the advertiser redefine/optimize the target group Publisher can offer the advertisers a better product with optimized inventory