Predictive Marketing
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Predictive marketing: No PhD in statistics required! ...

Predictive marketing: No PhD in statistics required!

How do you provide the right content to the right customer at the right time through the right channel? How can you make more confident decisions from your data and become forward looking without having to be a “quant”? Hear how you can simplify predictive marketing solutions and techniques to enhance data analysis and make more intelligent decisions based on statistical modelling.

Learn about:

Segmentation and customer response scoring.
Forecasting.
Attribution and media mix modelling.

This session is for interactive marketers and web and business analysts in all industries.

Level: Advanced

Speakers:
Bill Gassman, Research Director, Gartner
Katrine Kieldsen, Senior Consultant, Adobe
John Bates, Product Manager - Predictive Analytics, Adobe

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Predictive Marketing Presentation Transcript

  • 1. #AdobeSummit #Measure Predictive Marketing: No PhD in Statistics Required! Katrine Kieldsen | Senior Consultant, Adobe Consulting | @kkieldsen #AdobeSummit John Bates | Product Manager – Predictive Marketing Solutions, Adobe Systems | @johnbbates Bill Gassman | Research Director, Gartner | @bgassman #Measure© 2012 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential.
  • 2. #AdobeSummit #MeasureKatrine Kieldsen John Bates Bill GassmanSenior Consultant, Adobe Consulting Product Manager - Predictive Research DirectorAdobe Systems Inc. Marketing Solutions Gartner Inc. Adobe Systems Inc.© 2012 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential. 2
  • 3. #AdobeSummit Today’s agenda #Measure 1. Adobe’s predictive marketing strategy 2. What is predictive marketing, really? 3. Adobe’s product roadmap – predictive marketing solutions 4. Product association & segmentation 5. Customer retention modeling 6. Forecasting & marketing budget allocation 7. An industry analyst’s point of view© 2012 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential. 3
  • 4. #AdobeSummit You can change your future #Measure "Any company can generate simple descriptive statistics about aspects of its business … but analytics competitors … use predictive modeling to identify the most profitable customers - plus those with the greatest profit potential [and then these companies act]…." - Thomas Davenport, Competing on Analytics, Harvard Business Review Eliminate the guesswork in marketing Rather than reactive approach, take a proactive approach to optimisation© 2012 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential. 4
  • 5. #AdobeSummit Soccernomics: applying moneyball in football #Measure Despite the relatively nascent state of predictive analytics in football, clubs like AC Milan have successfully implemented it to predict player injuries “The problem were trying to solve is that there are rich teams and there are poor teams, then theres fifty feet of crap, and then theres us. Its an unfair game.” – Billy Beane (Brad Pitt), Moneyball© 2012 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential. 5
  • 6. #AdobeSummit When “Moneyball” collides with digital marketing #Measure Within your industry (or even within your own organisation), there are competing marketing budgets and fierce competition “There is an epidemic failure within the game to understand what is really happening and this leads people who run major league baseball teams to misjudge their players and mismanage their teams.” – Peter Brand (Jonah Hill), Moneyball© 2012 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential. 6
  • 7. #AdobeSummit When “Moneyball” collides with digital marketing #Measure Within your industry (or even within your own organisation), there are competing marketing budgets and fierce competition – John Bates, Adobe Systems© 2012 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential. 7
  • 8. #AdobeSummit Adobe & the Digital Marketing Suite – leading predictive marketing #Measure supply chain While predictive analytics can be operation applied to many different fields, Adobe is the industry leader in the security intelligence application of predictive analytics sales and CRM to digital marketing marketing Predictive data mining general statistics marketing predictive mining real estate/facility management insurance/ investment/wealth management Empower digital marketers Predictive with intelligent, forward-looking analytics decisions© 2012 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential. 8
  • 9. #AdobeSummit What is predictive marketing, really? #Measure Marketing Data mining Predictive Descriptive analytics analytics© 2012 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential. 9
  • 10. #AdobeSummit Moving beyond techniques towards solutions #Measure Customer identification Segmentation & clustering Fraud detection Recommendations Customer development Predictive Customer attraction Content creation scoring Content half-life decay marketing Marketing mix modeling Pricing optimisation Community reaction Social/mobile performance Customer retention Propensity scoring Personalisation 1:1 marketing Sequence discovery© 2012 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential. 10
  • 11. #AdobeSummit Benefits of Adobe’s predictive marketing solution #Measure Predictive marketing provides value to everyone from analysts to technology experts to web content managers in all industries Digital Marketer Challenges Solved with Predictive Marketing Industries: Retail Advertiser Which audience variables are most predictive of increasing CTR? Media Publisher How much advertising inventory is forecasted for next week? Travel & hospitality Web experience manager How long should a new article be on the homepage? Telecommunications Manufacturing Analyst Which customer website actions are most predictive of conversion? Finance Technology expert Which variables should be tracked for future predictive modeling? Technology Social media manager What is the forecasted sentiment of a specific Twitter post? Consumer goods CRM manager Which customers are most likely to respond to a cross-sell offer?© 2012 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential. 11
  • 12. #AdobeSummit Valuable predictive marketing solutions #Measure Predictive marketing & data mining for marketers, publishers and merchandisers Anomaly Marketing Customer Social Marketing detection & segment response performance mix correlation identification scoring forecasting modeling Empower digital marketers with intelligent, forward-looking decisions© 2012 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential. 12
  • 13. #AdobeSummit #Measure Predictive Marketing: No PhD in Statistics Required! Katrine Kieldsen | Senior Consultant, Adobe Consulting | @kkieldsen #AdobeSummit #Measure© 2012 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential.
  • 14. #AdobeSummit Product association & segmentation #Measure Is your daughter pregnant? - ask TARGET!© 2012 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential. 14
  • 15. #AdobeSummit Product association & segmentation #Measure  Habits control half of the life of your prospects  Timing is everything Segment: pregnant woman  Pregnancy prediction score© 2012 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential. 15
  • 16. #AdobeSummit Product association & segmentation #Measure Don’t get creepy – Get sneaky© 2012 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential. 16
  • 17. #AdobeSummit Customer retention modeling #Measure Focu$ on retention© 2012 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential. 17
  • 18. #AdobeSummit Customer retention modeling #Measure Indicators unsubscribe newsletter NEW RETAIN close bank account $$$$ - $$$$$$$$$$ $ terminate insurance no purchase in 3 months .... etc .....© 2012 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential. 18
  • 19. #AdobeSummit Customer retention modeling #Measure x y z Retain $ Warning© 2012 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential. 19
  • 20. #AdobeSummit Forecasting & marketing budget allocation #Measure This will happen...© 2012 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential. 20
  • 21. #AdobeSummit Forecasting & marketing budget allocation #Measure ARIMA forcasting model Back-testing of model shows 98.9% accuracy Weeks before Black Friday / Cyber Monday the model forecasts a 20% decline in year-over-year traffic© 2012 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential. 21
  • 22. #AdobeSummit Forecasting & marketing budget allocation #Measure Statistically optimised spend Social SEM SEM Social Affiliates Display Affiliates Display Email Email© 2012 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential. 22
  • 23. #AdobeSummit #Measure Predictive Marketing: No PhD in Statistics Required! Bill Gassman | Gartner Industry Analyst | @bgassman | #AdobeSummit #Measure© 2012 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential.
  • 24. #AdobeSummit Predictive analytics: know the power and the limits #Measure If past history was all there was to the game, the richest people would be librarians. — Warren Buffett; Investor It’s far better to foresee even without certainty than not to foresee at all. — Henri Poincare; Mathematician, Philosopher It ain’t what you don’t know that gets you in trouble; its what you know for sure that ain’t so. — Mark Twain; Author© 2012 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential.
  • 25. #AdobeSummit Digital marketing is standing on the shoulder of giants #Measure© 2012 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential. 25
  • 26. Growing Business Complexity Requires #AdobeSummit More Scalable Analytics #Measure© 2012 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential.
  • 27. #AdobeSummit What can predictive analytics tell you? #Measure Location Needs and wants Channel Attitude to privacy Customer ID Channel preference Purchases Timing preference Payment Brand loyalty Price sensitivity Date and time© 2012 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential.
  • 28. #AdobeSummit More data = better predictions #Measure Social + Search + Clickstream + Call center + Data aggregators + Location = Score© 2012 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential.
  • 29. #AdobeSummit The modeling complexity spectrum #Measure Data mining Packaged workbenches analysis Flexible Problem understanding Pre-defined Extensive Data understanding Predetermined Rigorous Data preparation Automated Accurate Modeling Rapid Subtle Evaluation of results Automated Flexible Deployment Seamless© 2012 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential.
  • 30. #AdobeSummit Action to outcome: validating the models #Measure Did we make forecast? Do audience segments act as predicted? Goal-based What was What if we test the minority report? Which model works best for which segment? the impact on the customers value? What is the customer doing six months later? Objective-based What did the customer do? Was there a conversion?Tactic-based Did the customer opt out? Did the customer receive the offer?© 2012 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential.
  • 31. #AdobeSummit Stages of analytics maturity #Measure What happened and What will happen? What should I do? why? Information Insights Decisions • Who are my most valuable • Which customers are most • Which offer should I make customers? likely to respond to my to each customer?For example • Why is my attrition rate so next offer? • What if…? high? Descriptive & Predictive analytics Prescriptive analytics diagnostic analytics © 2012 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential.
  • 32. #AdobeSummit Context-aware marketing #Measure By 2015, context will be as influential to consumer services and relationships as search engines are to the Web Suggestion Organisations Proactive Providers Real-time Users Multichannel Hyperpersonalised Social, intent-driven Informed consent Ensemble interactions Federated content providers© 2012 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential.
  • 33. #AdobeSummit In closing #Measure 1. You can change your future by using forecasts to be proactive 2. Technology is useful across many roles 3. Detect anomalies, identify market segments, score visitor response, forecast social performance, model marketing mix 4. Timing is everything: don’t get creepy, get sneaky 5. Know the power – and the limits (trust but verify) 6. Packaged predictive analysis solutions trade scope for accessibility and relevance 7. The value of predictions is in the action taken. Mix forecast with context to increase relevance 8. Adobe offers predictive marketing in its Digital Marketing Suite© 2012 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential. 33
  • 34. #AdobeSummit Thank you! #Measure jbates@adobe.com kkieldse@adobe.com bill.gassman@gartner.com Obtain additional resources at: www.CMO.com Follow us: Facebook.com/AdobeDigMktg or @AdobeDigMktg© 2012 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential.