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Data driven marketing
Increasing campaign response rates
through data driven targeting
Datalicious company history
• Datalicious was founded in late 2007
• Strong Omniture web analytics history
• 1 of 4 Omniture Service Partners globally
• Now 360 data agency with specialist team
• Combination of analysts and developers
• Making data accessible and actionable
• Evangelizing smart data driven marketing
• Driving industry best practice (ADMA)
October 2010 © Datalicious Pty Ltd 2
Data driven marketing
October 2010 © Datalicious Pty Ltd 3
Media attribution
Optimising channel mix
Testing
Improving usability
$$$
Targeting
Increasing relevance
Increase revenue by 10-20%
October 2010 © Datalicious Pty Ltd 4
By coordinating the consumer’s end-to-end experience,
companies could enjoy revenue increases of 10-20%.
Google: “get more value from digital marketing”
or http://bit.ly/cAtSUN
The consumer data journey
October 2010 © Datalicious Pty Ltd 5
To retention messagesTo transactional data
From suspect to To customer
From behavioural data From awareness messages
TimeTime
prospect
Coordination across channels
October 2010 © Datalicious Pty Ltd 6
Off-site
targeting
On-site
targeting
Profile
targeting
Generating
awareness
Creating
engagement
Maximising
revenue
TV, radio, print,
outdoor, search
marketing, display
ads, performance
networks, affiliates,
social media, etc
Retail stores, call
centers, brochures,
websites, landing
pages, mobile apps,
online chat, etc
Outbound calls, direct
mail, emails, SMS, etc
Off-site
targeting
On-site
targeting
Profile
targeting
Combining targeting platforms
October 2010 © Datalicious Pty Ltd 7
October 2010 © Datalicious Pty Ltd 8
October 2010 © Datalicious Pty Ltd 9
On-site
segments
Off-site
segments
Combining technology
October 2010 © Datalicious Pty Ltd 10
Campaign response data
Combining data sets
October 2010 © Datalicious Pty Ltd 11
Customer profile data
+ The whole is greater
than the sum of its parts
Website behavioural data
Behaviours plus transactions
October 2010 © Datalicious Pty Ltd 12
one-off collection of demographical data
age, gender, address, etc
customer lifecycle metrics and key dates
profitability, expiration, etc
predictive models based on data mining
propensity to buy, churn, etc
historical data from previous transactions
average order value, points, etc
CRM Profile
Updated Occasionally
+
tracking of purchase funnel stage
browsing, checkout, etc
tracking of content preferences
products, brands, features, etc
tracking of external campaign responses
search terms, referrers, etc
tracking of internal promotion responses
emails, internal search, etc
Site Behaviour
Updated Continuously
Facebook as subscription option
October 2010 © Datalicious Pty Ltd 13
Facebook Connect gives your
company the following data
and more with just one click!
Email address, first name, last name,
middle name, picture, affiliations, last
profile update, time zone, religion,
political interests, interests, sex, birthday,
attracted to which sex, why they want to
meet someone, home town, relationship
status, current location, activities, music
interests, tv show interests, education
history, work history, family and ID
(influencers only)
(all contacts)
Appending social data to customer profiles
Name, age, gender, occupation, location, social
profiles and influencer ranking based on email
October 2010 14© Datalicious Pty Ltd
The study examined data
from two of the UK’s busiest
ecommerce websites, ASDA
and William Hill.
Given that more than half
of all page impressions on
these sites are from logged-in
users, they provided a robust
sample to compare IP-based and cookie-based analysis against.
The results were staggering, for example an IP-based approach
overestimated visitors by up to 7.6 times whilst a cookie-based
approach overestimated visitors by up to 2.3 times.
Google: ”red eye cookie report pdf” or http://bit.ly/cszp2o
Overestimating unique visitors
October 2010 15© Datalicious Pty Ltd
Maximise identification points
20%
40%
60%
80%
100%
120%
140%
160%
0 4 8 12 16 20 24 28 32 36 40 44 48
Weeks
−−− Probability of identification through Cookies
October 2010 16© Datalicious Pty Ltd
Sample site visitor composition
October 2010 © Datalicious Pty Ltd 17
30% existing customers with extensive
profile including transactional history of
which maybe 50% can actually be
identified as individuals
30% new visitors with no
previous website history
aside from campaign or
referrer data of which
maybe 50% is useful
10% serious
prospects
with limited
profile data
30% repeat visitors with
referral data and some
website history allowing
50% to be segmented by
content affinity
Phase Segment A/B Channels Data Points
Awareness
Consideration
Purchase Intent
Up/Cross-Sell
Developing a targeting matrix
October 2010 18© Datalicious Pty Ltd
Phase Segment A/B Channels Data Points
Awareness Seen this?
Social, display,
search, etc
Default
Consideration Great feature!
Social, search,
website, etc
Download,
product view
Purchase Intent Great value!
Search, site,
emails, etc
Cart add,
checkout, etc
Up/Cross-Sell Add this!
Direct mail,
emails, etc
Email response,
login, etc
Developing a targeting matrix
October 2010 19© Datalicious Pty Ltd
Potential home page layout
October 2010 © Datalicious Pty Ltd 20
Branded header
Rule based offer
Customise content
delivery on the fly
based on referrer
data, past content
consumption or
profile data for
existing customers.
Targeted
offer Popular
links,
FAQs
Targeted
offer
Login
Prospect targeting parameters
October 2010 © Datalicious Pty Ltd 21
Affinity targeting in action
October 2010 © Datalicious Pty Ltd 22
Different type of
visitors respond to
different ads. By
using category
affinity targeting,
response rates are
lifted significantly
across products.
Message
CTR By Category Affinity
Postpay Prepay Broadb. Business
Blackberry Bold - - - +
5GB Mobile Broadband - - + -
Blackberry Storm + - + +
12 Month Caps - + - +
Google: “vodafone
omniture case study”
or http://bit.ly/de70b7
Potential newsletter layout
October 2010 © Datalicious Pty Ltd 23
Closest
stores,
offers
etc
Rule based branded header
Data verification
Rule based offer
Profile based offer
Using profile data
enhanced with
website behaviour
data imported into
the email delivery
platform to build
business rules and
customise content
delivery.
NPS
Customer profiling in action
October 2010 © Datalicious Pty Ltd 24
Using website and email responses
to learn a little bite more about
subscribers at every
touch point to keep
refining profiles
and messages.
Potential landing page layout
October 2010 © Datalicious Pty Ltd 25
Rule based branded header
Campaign message match
Targeted offer
Passing data on user
preferences through
to the website via
parameters in email
click-through URLs
to customise
content delivery.
Call to action
Avinash Kaushik:
“The principle of garbage in, garbage out
applies here. […] what makes a behaviour
targeting platform tick, and produce results, is
not its intelligence, it is your ability to actually
feed it the right content which it can then target
[…]. You feed your BT system crap and it will
quickly and efficiently target crap to your
customers. Faster then you could
ever have yourself.”
Quality content is key
October 2010 26© Datalicious Pty Ltd
ClickTale testing case study
October 2010 © Datalicious Pty Ltd 27
1. Define success metrics
2. Define and validate segments
3. Develop targeting and message matrix
4. Transform matrix into business rules
5. Develop and test content
6. Start targeting and automate
7. Keep testing and refining
8. Communicate results
Keys to effective targeting
October 2010 © Datalicious Pty Ltd 28
October 2010 © Datalicious Pty Ltd 29
ADMA short course
“Analyse to optimise”
In Melbourne & Sydney
October/November
By Datalicious
October 2010 © Datalicious Pty Ltd 30
Email me
cbartens@datalicious.com
Follow us
twitter.com/datalicious
Learn more
blog.datalicious.com

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Aprimo Omniture Webex: Data Driven Marketing

  • 1. Data driven marketing Increasing campaign response rates through data driven targeting
  • 2. Datalicious company history • Datalicious was founded in late 2007 • Strong Omniture web analytics history • 1 of 4 Omniture Service Partners globally • Now 360 data agency with specialist team • Combination of analysts and developers • Making data accessible and actionable • Evangelizing smart data driven marketing • Driving industry best practice (ADMA) October 2010 © Datalicious Pty Ltd 2
  • 3. Data driven marketing October 2010 © Datalicious Pty Ltd 3 Media attribution Optimising channel mix Testing Improving usability $$$ Targeting Increasing relevance
  • 4. Increase revenue by 10-20% October 2010 © Datalicious Pty Ltd 4 By coordinating the consumer’s end-to-end experience, companies could enjoy revenue increases of 10-20%. Google: “get more value from digital marketing” or http://bit.ly/cAtSUN
  • 5. The consumer data journey October 2010 © Datalicious Pty Ltd 5 To retention messagesTo transactional data From suspect to To customer From behavioural data From awareness messages TimeTime prospect
  • 6. Coordination across channels October 2010 © Datalicious Pty Ltd 6 Off-site targeting On-site targeting Profile targeting Generating awareness Creating engagement Maximising revenue TV, radio, print, outdoor, search marketing, display ads, performance networks, affiliates, social media, etc Retail stores, call centers, brochures, websites, landing pages, mobile apps, online chat, etc Outbound calls, direct mail, emails, SMS, etc
  • 8. October 2010 © Datalicious Pty Ltd 8
  • 9. October 2010 © Datalicious Pty Ltd 9
  • 11. Campaign response data Combining data sets October 2010 © Datalicious Pty Ltd 11 Customer profile data + The whole is greater than the sum of its parts Website behavioural data
  • 12. Behaviours plus transactions October 2010 © Datalicious Pty Ltd 12 one-off collection of demographical data age, gender, address, etc customer lifecycle metrics and key dates profitability, expiration, etc predictive models based on data mining propensity to buy, churn, etc historical data from previous transactions average order value, points, etc CRM Profile Updated Occasionally + tracking of purchase funnel stage browsing, checkout, etc tracking of content preferences products, brands, features, etc tracking of external campaign responses search terms, referrers, etc tracking of internal promotion responses emails, internal search, etc Site Behaviour Updated Continuously
  • 13. Facebook as subscription option October 2010 © Datalicious Pty Ltd 13 Facebook Connect gives your company the following data and more with just one click! Email address, first name, last name, middle name, picture, affiliations, last profile update, time zone, religion, political interests, interests, sex, birthday, attracted to which sex, why they want to meet someone, home town, relationship status, current location, activities, music interests, tv show interests, education history, work history, family and ID
  • 14. (influencers only) (all contacts) Appending social data to customer profiles Name, age, gender, occupation, location, social profiles and influencer ranking based on email October 2010 14© Datalicious Pty Ltd
  • 15. The study examined data from two of the UK’s busiest ecommerce websites, ASDA and William Hill. Given that more than half of all page impressions on these sites are from logged-in users, they provided a robust sample to compare IP-based and cookie-based analysis against. The results were staggering, for example an IP-based approach overestimated visitors by up to 7.6 times whilst a cookie-based approach overestimated visitors by up to 2.3 times. Google: ”red eye cookie report pdf” or http://bit.ly/cszp2o Overestimating unique visitors October 2010 15© Datalicious Pty Ltd
  • 16. Maximise identification points 20% 40% 60% 80% 100% 120% 140% 160% 0 4 8 12 16 20 24 28 32 36 40 44 48 Weeks −−− Probability of identification through Cookies October 2010 16© Datalicious Pty Ltd
  • 17. Sample site visitor composition October 2010 © Datalicious Pty Ltd 17 30% existing customers with extensive profile including transactional history of which maybe 50% can actually be identified as individuals 30% new visitors with no previous website history aside from campaign or referrer data of which maybe 50% is useful 10% serious prospects with limited profile data 30% repeat visitors with referral data and some website history allowing 50% to be segmented by content affinity
  • 18. Phase Segment A/B Channels Data Points Awareness Consideration Purchase Intent Up/Cross-Sell Developing a targeting matrix October 2010 18© Datalicious Pty Ltd
  • 19. Phase Segment A/B Channels Data Points Awareness Seen this? Social, display, search, etc Default Consideration Great feature! Social, search, website, etc Download, product view Purchase Intent Great value! Search, site, emails, etc Cart add, checkout, etc Up/Cross-Sell Add this! Direct mail, emails, etc Email response, login, etc Developing a targeting matrix October 2010 19© Datalicious Pty Ltd
  • 20. Potential home page layout October 2010 © Datalicious Pty Ltd 20 Branded header Rule based offer Customise content delivery on the fly based on referrer data, past content consumption or profile data for existing customers. Targeted offer Popular links, FAQs Targeted offer Login
  • 21. Prospect targeting parameters October 2010 © Datalicious Pty Ltd 21
  • 22. Affinity targeting in action October 2010 © Datalicious Pty Ltd 22 Different type of visitors respond to different ads. By using category affinity targeting, response rates are lifted significantly across products. Message CTR By Category Affinity Postpay Prepay Broadb. Business Blackberry Bold - - - + 5GB Mobile Broadband - - + - Blackberry Storm + - + + 12 Month Caps - + - + Google: “vodafone omniture case study” or http://bit.ly/de70b7
  • 23. Potential newsletter layout October 2010 © Datalicious Pty Ltd 23 Closest stores, offers etc Rule based branded header Data verification Rule based offer Profile based offer Using profile data enhanced with website behaviour data imported into the email delivery platform to build business rules and customise content delivery. NPS
  • 24. Customer profiling in action October 2010 © Datalicious Pty Ltd 24 Using website and email responses to learn a little bite more about subscribers at every touch point to keep refining profiles and messages.
  • 25. Potential landing page layout October 2010 © Datalicious Pty Ltd 25 Rule based branded header Campaign message match Targeted offer Passing data on user preferences through to the website via parameters in email click-through URLs to customise content delivery. Call to action
  • 26. Avinash Kaushik: “The principle of garbage in, garbage out applies here. […] what makes a behaviour targeting platform tick, and produce results, is not its intelligence, it is your ability to actually feed it the right content which it can then target […]. You feed your BT system crap and it will quickly and efficiently target crap to your customers. Faster then you could ever have yourself.” Quality content is key October 2010 26© Datalicious Pty Ltd
  • 27. ClickTale testing case study October 2010 © Datalicious Pty Ltd 27
  • 28. 1. Define success metrics 2. Define and validate segments 3. Develop targeting and message matrix 4. Transform matrix into business rules 5. Develop and test content 6. Start targeting and automate 7. Keep testing and refining 8. Communicate results Keys to effective targeting October 2010 © Datalicious Pty Ltd 28
  • 29. October 2010 © Datalicious Pty Ltd 29 ADMA short course “Analyse to optimise” In Melbourne & Sydney October/November By Datalicious
  • 30. October 2010 © Datalicious Pty Ltd 30 Email me cbartens@datalicious.com Follow us twitter.com/datalicious Learn more blog.datalicious.com

Editor's Notes

  1. Please insert the actual statistics into the text below the graph and point out that this is based on McKinsey research and best practice Admit that NDS is not there to make money and there might not be any direct competitors but point out that the above applies for leads as well And although we might have a limited amount of direct competitors we’re competing for attention with other sectors The smoother the overall experience is from TV ad over website content to application process the better we can compete Use the actual care careers numbers to make the connection clear