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Personalisation 2.0
Predictive algorithms for behavioral targeting to engage and retain visitors
David Goy & Dr. Jan-Paul Lüdtke
11.08.2015
Onsite optimisation and personalisation are not the same
Multivariate Testing is not enough
Winning options in A/B/n tests neglect important needs
Winning options in A/B/n tests neglect important needs
Variation A
Variation B
13% CR = Winner ?
8% CR
BUT
We need to consider all relevant
KPIs!
● What about likelihood of
recurring visits and
purchases?
● What about returns?
● And what can we do about
the remaining 87%?
Personalisation must not follow simple rules
Session-based heuristics neglect the nature of online purchases
70%of online shoppers leave
tabs between purchases
43%of online shoppers take
multiple sessions to make a purchase
BUT
Visitors will abuse session-based heuristics
Behavioral targeting requires algorithmic understanding
and reaction to visitors intentions
Online retailer need to consider complete customer journeys
+
EXIT
EXIT
Smart algorithms identify the right targeting moments
How Gaastra moved from simple heuristics to intelligent on-
site personalisation
About Gaastra
at a glance
● Founded in 1897
● Leading premium brand for sailing fashion
● Online shop since 2007 and active in five countries
● Personalisation solutions
○ Recommendation and cross-selling engine
○ On-site targeting
○ CRM-Segmentation
How real-time targeting started at Gaastra
Trigger rule: Exit gestures
Location: Position in centre of page
Content: 10% off
Major drawbacks
● Workload
● Lacking performance transparency
● High costs due to high display count of incentives
● Affiliate network provision
From rule-based targeting to behavioral personalisation
Demo: http://akanoo.com/de/interactive/workshop/
Results
Major benefits
● Proactive campaign management and optimisation
● Reduced and more specific amount of targeting
● Full transparency on added revenue and CLV
+33%
CR UPLIFT
vs. control group
+16%
REV UPLIFT
vs. control group
+5.7%
TOTAL CLV
on overall shop
Your Personalisation Check List
Tick the boxes and your personalisation partner will improve your bottom line
Considers different visitor personas.
Prevents coupon or voucher abuse.
Only charges for truly incremental revenue
or profits.
Proves that personalisation increases
Customer Lifetime Value.
Any further questions?
Find more information on akanoo.com or
write us a mail to hi@akanoo.com!

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How predictive algorithms help you to engage and retain visitors

  • 1. Personalisation 2.0 Predictive algorithms for behavioral targeting to engage and retain visitors David Goy & Dr. Jan-Paul Lüdtke 11.08.2015
  • 2.
  • 3. Onsite optimisation and personalisation are not the same
  • 5. Winning options in A/B/n tests neglect important needs
  • 6. Winning options in A/B/n tests neglect important needs Variation A Variation B 13% CR = Winner ? 8% CR BUT We need to consider all relevant KPIs! ● What about likelihood of recurring visits and purchases? ● What about returns? ● And what can we do about the remaining 87%?
  • 7. Personalisation must not follow simple rules
  • 8. Session-based heuristics neglect the nature of online purchases 70%of online shoppers leave tabs between purchases 43%of online shoppers take multiple sessions to make a purchase BUT
  • 9. Visitors will abuse session-based heuristics
  • 10. Behavioral targeting requires algorithmic understanding and reaction to visitors intentions
  • 11. Online retailer need to consider complete customer journeys + EXIT
  • 12. EXIT Smart algorithms identify the right targeting moments
  • 13. How Gaastra moved from simple heuristics to intelligent on- site personalisation
  • 14. About Gaastra at a glance ● Founded in 1897 ● Leading premium brand for sailing fashion ● Online shop since 2007 and active in five countries ● Personalisation solutions ○ Recommendation and cross-selling engine ○ On-site targeting ○ CRM-Segmentation
  • 15. How real-time targeting started at Gaastra Trigger rule: Exit gestures Location: Position in centre of page Content: 10% off Major drawbacks ● Workload ● Lacking performance transparency ● High costs due to high display count of incentives ● Affiliate network provision
  • 16. From rule-based targeting to behavioral personalisation Demo: http://akanoo.com/de/interactive/workshop/ Results Major benefits ● Proactive campaign management and optimisation ● Reduced and more specific amount of targeting ● Full transparency on added revenue and CLV +33% CR UPLIFT vs. control group +16% REV UPLIFT vs. control group +5.7% TOTAL CLV on overall shop
  • 17. Your Personalisation Check List Tick the boxes and your personalisation partner will improve your bottom line Considers different visitor personas. Prevents coupon or voucher abuse. Only charges for truly incremental revenue or profits. Proves that personalisation increases Customer Lifetime Value.
  • 18. Any further questions? Find more information on akanoo.com or write us a mail to hi@akanoo.com!

Editor's Notes

  1. Encadrer de rouge l’aboutissement de chaque session. Prendre en considération si le visiteur est acheteur ou non. Comparer toutes les sessions entre elles.
  2. And the right message