Multi-Channel Marketing and Analytics: Measuring and Optimising Your Marketing Effectiveness
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Transcript of Multi-Channel Marketing and Analytics: Measuring and Optimising Your Marketing Effectiveness
March 2015 © Datalicious Pty Ltd 1
March 2015 © Datalicious Pty Ltd 2
WELCOME!
Christian BartensFounder & CEODatalicious
> Using data to fatten the funnel
March 2015 © Datalicious Pty Ltd 3
Media Attribution & ModelingMaximise reach, awareness & increase ROI
Testing & OptimisationRemove barriers, drive sales
Boosting ROMI
Targeting & MerchandisingImprove engagement, boost loyalty
“Turning data into actionable insights to widen the conversion funnel”
> Wide range of data services
DataPlatforms
Data collection and processing
Adobe, Google Analytics, etc
Web and mobile analytics
Tag-less online data capture
Retail and call center analytics
Big data & data warehousing
Single customer view
InsightsAnalytics
Data mining and modelling
Tableau, Splunk, SPSS, R, etc
Customised dashboards
Media attribution analysis
Marketing mix modelling
Social media monitoring
Customer segmentation
ActionCampaigns
Data usage and application
SiteCore, ExactTarget, etc
Targeting and merchandising
Marketing automation
CRM strategy and execution
Data driven websites
Testing programs
March 2015 © Datalicious Pty Ltd 4
> Growing global presence
March 2015 © Datalicious Pty Ltd 5
v Manila
Sydney HQ
Auckland
San Diego
MunichLondon
New York
Singapore
Melbourne
Mumbai
Hong Kong
> Google Analytics Premium (GAP)
Full-service GAP offering including value-added services to maximise returnon platform investment for all clients
Clients can choose any 2 of the following Datalicious value-added service modules at no extra cost as part of their GAP deal:– Module 1: Weekly tech & tag management support– Module 2: Monthly analytics & reporting support– Module 3: Quarterly testing & optimisation support– Module 4: Quarterly media attribution support– Module 5: Quarterly best practice review– Module 6: Annual data strategy development
March 2015 © Datalicious Pty Ltd 6
> Datalicious product development
March 2015 © Datalicious Pty Ltd 7
Segment
Engage
Analyse
Measure
“Collecting, analysing and actioning data”
dataexchange
> Clients across all industries
March 2015 © Datalicious Pty Ltd 8
© Datalicious Pty Ltd 9March 2015
John Wanamaker"Half the money I spend on advertising is wasted;
the trouble is I don't know which half."
Direct mail, email, etc
FacebookTwitter, etc
> Channels influence each other
March 2015 © Datalicious Pty Ltd 10
POS kiosks, loyalty cards, etc
CRMprogram
Home pages, portals, etc
YouTube, blog, etc
Paid search
Organic search
Landing pages, offers, etc
PR, WOM,events, etc
TV, print, radio, etc
= Paid media
= Viral elements
Website, call center, retail
= Sales channels
Display ads, affiliates, etc
> Media attribution approaches
March 2015 © Datalicious Pty Ltd 11
Success
$100
Success
$100
Display AffiliateSearch
$100Success
$100Last channel
gets all credit
First channel gets all credit
All channels get equal credit
Success
$100All channels get
custom credit
Display
$100Affiliate Search
Display
$33Affiliate
$33Search
$33
Display
$15Affiliate
$35Search
$50
> The ideal media dashboard
Channel Investment ROMI Return
Brand equityBaseline
($100) n/a $40
OfflineTV, print, outdoor, etc
$7 330% $30
DirectDirect mail, email, etc
$1 400% $5
OnlineSearch, display, social, etc
$2 1150% $25
March 2015 © Datalicious Pty Ltd 12
> ROMI as competitive advantage
March 2015 © Datalicious Pty Ltd 13
74% of marketers do not engage in any form of media attribution aside from the last click leaving 26% of marketers with a serious competitive advantage as their media investment is likely to generate a much higher ROMI.
© Datalicious Pty Ltd 14March 2015
Part 1How to track
the path to purchase
> Duplication across channels
March 2015 © Datalicious Pty Ltd 15
Display ads
Email blasts
Paid search
Organic search
$Bid
mgmt
Ad server
Email platform
Google Analytics
$
$
$
> Duplication across channels
March 2015 © Datalicious Pty Ltd 16
Display impression
Paid search $
Ad Server
Bid mgmt.
Web analytics
Display click
Ad server cookie
Organic search
Analytics cookie
Analytics cookie
Analytics cookie
Bid mgmt. cookie
Ad server cookie
Central analyticsplatform
$
$
$
> De-duplication across channels
March 2015 © Datalicious Pty Ltd 17
Display ads
Email blasts
Paid search
Organic search
$
Closer
Paid search
Display ad views
TV/print responses
> Full purchase path tracking
March 2015 © Datalicious Pty Ltd 18
Influencer Influencer $
Display ad clicks
Online sales
Affiliateclicks
Social referrals
Offline sales
Organic search
Social buzz
Retail visits
Lifetime profit
Organic search
Emails, direct mail
Direct site visits
Introducer
> Ad clicks inadequate measure
March 2015 © Datalicious Pty Ltd 19
Only a small minority of people actually click on ads, the majority merely processes them (if at all) like any other advertising without an immediate response so advertisers cannot rely on clicks as the sole success measure but should instead focus on impressions delivered
Confirmation email, login
> Offline sales driven by online
March 2015 © Datalicious Pty Ltd 20
Website research
Phone sales
Retail sales
Online sales
Cookie
Advertising campaign
Fulfilment, CRM, etc
Online sales confirmation
Virtual sales confirmation
> Search call to action for offline
March 2015 © Datalicious Pty Ltd 21
> Search call to action for TV
March 2015 © Datalicious Pty Ltd 22
Consumers are now experts at multi-tasking, especially while watching TV. They are constantly online and ready to search so a unique search call to action is ideal to track responses from TV ads. In addition, consumers also remember search terms better than phone numbers or vanity URLs which increases overall response rates and it is easier to control the user experience from a search response (i.e. what landing page to send people to).
March 2015 © Datalicious Pty Ltd 23
March 2015 © Datalicious Pty Ltd 24
What promoted your visit today? Recent branch visit Saw an ad on television Saw an ad in the newspaper Recommendation from family/friends […]
> Website entry survey
March 2015 © Datalicious Pty Ltd 25
Channel % of Conversions
Straight to Site 27%
SEO Branded 15%
SEM Branded 9%
SEO Generic 7%
SEM Generic 14%
Display Advertising 7%
Affiliate Marketing 9%
Referrals 5%
Email Marketing 7%
De-duped Campaign Report
}Channel % of Influence
Word of Mouth 32%
Blogging & Social Media 24%
Newspaper Advertising 9%
Display Advertising 14%
Email Marketing 7%
Retail Promotions 14%
Greatest Influencer on Branded Search / STS
Conversions attributed to search terms that contain brand keywords and direct website visits are most likely not the originating channel that generated the awareness and as such conversion credits should be re-allocated.
> Website entry survey example
March 2015 © Datalicious Pty Ltd 26
In this retail example, the exposure to retail display ads was the biggest website traffic driver for direct visits as well as visits originating from search terms that included branded keywords – before TV, word of mouth and print ads.
> Purchase path for each cookie
March 2015 © Datalicious Pty Ltd 27
Mobile Home Work
Tablet Media Etc
Device path 2
Device path 1+2
> Combining purchase paths
March 2015 © Datalicious Pty Ltd 28
Touch point 1
Sale
Touch point 1
Touch point 2
Touch point 3
Sale
Device path 1
Touch point 2
Touch point 2
Touch point 1
ID point
ID point
© Datalicious Pty Ltd 29March 2015
Part 2Developing the
media attribution model
> Media attribution approaches
March 2015 © Datalicious Pty Ltd 30
Success
$100
Success
$100
Display AffiliateSearch
$100Success
$100Last channel
gets all credit
First channel gets all credit
All channels get equal credit
Success
$100All channels get
custom credit
Display
$100Affiliate Search
Display
$33Affiliate
$33Search
$33
Display
$15Affiliate
$35Search
$50
> First and last click attribution
March 2015 © Datalicious Pty Ltd 31
Chart shows percentage of channel touch points that lead to a conversion.
Neither first nor last-click measurementwould provide true picture
Paid/Organic Search
Emails/Shopping Engines
> Standard attribution models
The First/Last Interaction model plus … The Linear model might be used if your
campaigns are designed to maintain awareness with the customer throughout the entire sales cycle.
The Position Based model can be used to adjust credit for different parts of the customer journey, such as early interactions that create awareness and late interactions that close sales.
The Time Decay model assigns the most credit to touch points that occurred nearest to the time of conversion. It can be useful for campaigns with short sales cycles, such as promotions.
March 2015 © Datalicious Pty Ltd 32
> Media attribution models
March 2015 © Datalicious Pty Ltd 33
$100
Even/linear attribution
Time decayattribution
Custom attribution
10% 15% 25% 50%
Display impression
Display impression
Display click
Search click
10% 10% 50% 30%
25% 25% 25% 25%
10% 30% 10% 50%
10% 50% 30%10%
> Custom (weighted) attribution
March 2015 © Datalicious Pty Ltd 34
$100
Weighted attribution
$100
Weighted attribution
Display impression
Display impression
Display click
Search click
Display impression
Search click
Display impression
Displayclick
Touch point 1
> Analytics to pick the best model
March 2015 © Datalicious Pty Ltd 35
Touch point 2
Touch point 3
Touch point N
CloserInfluencer Influencer $Introducer
Touch point 1
Touch point 2
Touch point 3
Touch point N
Touch point 1
Touch point 2
Touch point 3
Touch point N
✖
✔
✖
> Custom models most effective
March 2015 © Datalicious Pty Ltd 36
56% of marketers consider a unique or custom (weighted) media attribution approach that does not use a standard out-of-the-box methodology as most effective.
March 2015 © Datalicious Pty Ltd 37
March 2015 © Datalicious Pty Ltd 38
What promoted your visit today? Recent branch visit Saw an ad on television Saw an ad in the newspaper Recommendation from family/friends […]
Individual path 1
Individual path 1
Individual path N
> Individual purchase path tracking
March 2015 © Datalicious Pty Ltd 39
Touch point 1
Touch point 2
Individual transaction
Touch point 1
Individual transaction
Touch point 2
Touch point 1
Touch point 2
Touch point N
Individual transaction
Touch point N
Touch point N
Individual path 1
Touch point N
> Econometric media mix modelling
March 2015 © Datalicious Pty Ltd 40
Total revenue
Total revenue
Total revenue
Total revenue
Spend channel 1
Spend channel 1
Spend channel 1
Totals week N
Spend channel N
Spend channel N
Total revenue
Totals week 1
Totals week 2
Totals week 3
Totals week 4
Spend channel 2
Spend channel 2
Spend channel 2
> Pathing & modelling combined
March 2015 © Datalicious Pty Ltd 41
Touch point 1
Touch point 2
Individual transaction
Spend channel 2
Spend channel N
Spend channel 1
Individual path 1
Touch point N
Influencing factors Offline media spend Competitive activity Geo-demographics Transaction history Client satisfaction Social sentiment Interest rates Weather Pricing
Influence factor N
Influence factor N
Influence factor N
March 2015 © Datalicious Pty Ltd 42
© Datalicious Pty Ltd 43March 2015
Part 3Case studies and
Media attribution study
> Media attribution approaches
March 2015 © Datalicious Pty Ltd 44
Display AffiliateSearch
$100Success
$100Last channel
gets all credit
Success
$100All channels get
custom credit
Display
$15Affiliate
$35Search
$50
vs.
> Media attribution study
March 2015 45© Datalicious Pty Ltd
data.li/mastudy
> Display being undervalued
March 2015 46© Datalicious Pty Ltd
data.li/mastudy
> Display influencing search
March 2015 47© Datalicious Pty Ltd
data.li/mastudy
> Unique display audience
March 2015 48© Datalicious Pty Ltd
data.li/mastudy
> Display influencing conversions
March 2015 49© Datalicious Pty Ltd
data.li/mastudy
> Media mix imbalance
March 2015 50© Datalicious Pty Ltd
data.li/mastudy
> Media mix imbalance
March 2015 51© Datalicious Pty Ltd
data.li/mastudy
> Media attribution
March 2015 © Datalicious Pty Ltd 52
Vodafone Data Driven Attribution (DDA) in Google Analytics Premium (GAP) designed to optimise the overall media mix across paid and organic media channels resulting in a significant project ROI.
> Media attribution
March 2015 © Datalicious Pty Ltd 53
Suncorp purchase path tracking and media attribution modelling in order to optimise the overall Suncorp insurance budget mix across paid and earned media resulting in an overall project ROI of 2,078%.
> Media attribution
March 2015 © Datalicious Pty Ltd 54
Telstra purchase path tracking and media attribution including social designed to optimise the overall Telstra budget mix across paid and earned media resulting in an overall project ROI of 403%.
> Media attribution
March 2015 © Datalicious Pty Ltd 55
Telstra purchase path tracking and media attribution including social designed to optimise the overall Telstra budget mix across paid and earned media resulting in an overall project ROI of 403%.
"[...] Datalicious are helping us to move from a last click measurement model to a more accurate media
attribution approach. [...] had to overcome some unique challenges but the Datalicious' expertise helped us
through those. [...] potential to significantly change our media planning in order to boost performance across
channels. Highly recommended."
> Media attribution
March 2015 © Datalicious Pty Ltd 56
Medibank Data Driven Attribution (DDA) in Google Analytics Premium (GAP) designed to optimise the overall media mix across paid and organic media channels resulting in a significant project ROI.
> Media attribution
March 2015 © Datalicious Pty Ltd 57
Medibank Data Driven Attribution (DDA) in Google Analytics Premium (GAP) designed to optimise the overall media mix across paid and organic media channels resulting in a significant project ROI.
“The decision to partner with Datalicious for the GAP implementation was based on the depth of their prior
web analytics and media attribution experience […]. We feel that insights delivered by an independent 3rd party
will provide a more lively discussion and thus better outcome, especially in areas of […] media optimisation.”