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Your attribution is wrong!
Is there a better one?
By Mariia Bocheva, OWOX BI
Let’s get closer
1. Do you know what attribution is?
2. What attribution model do you currently use?
3. Have you tried any custom models?
4. Do you consider offline data?
What is attribution?
An example
A typical “customer journey”...
A typical “customer journey”...
A typical “customer journey”...
A typical “customer journey”...
A typical “customer journey”...
So, who gets the credit?
So, who gets the credit?
So, who gets the credit?
So, who gets the credit?
A typical customer purchase journey
Description
Why do we need attribution?
Interest / Awareness
Description
Why do we need attribution?
Interest / Awareness
Consideration
Description
Why do we need attribution?
Interest / Awareness
Conversion
Consideration
Description
Why do we need attribution?
Interest / Awareness
Conversion
Retention
Consideration
Description
Why do we need attribution?
Interest / Awareness
Conversion
Retention
Consideration
Less Targeted,
Less Attributable
Description
Why do we need attribution?
Interest / Awareness
Conversion
Retention
Consideration
Less Targeted,
Less Attributable
Highly Targeted,
Highly Attributable
In the context of (online) marketing...
Common mistakes
Difficulties on the attribution way
1. You have data from different Ad platforms
2. You want to estimate the value of every step and session for particular user
3. You want to understand which bundles of ad channels work well together
4. You don’t know what to attribute – sales, LTV, margin, hypothetical credit
Why do we need attribution?
“Half the money I spend on
advertising is wasted; the
trouble is I don’t know which
half.”
- John Wanamaker, early 1900s
Questions a business needs to answer
1. How do I achieve Sales plan?
2. How to allocate marketing budget?
3. How to decrease costs?
4. How to increase sales?
The way business makes a decision
HIPPO opinion
Campaign A
Campaign B
A/B Testing ad campaigns
Campaign A
Campaign B
150 Clicks
100 Clicks
A/B Testing ad campaigns
Campaign A
Campaign B
150 Clicks
100 Clicks
$1,000
$2,000
A/B Testing ad campaigns
Campaign A
Campaign B
150 Clicks
100 Clicks
$1,000
$2,000
-$100 in Returns -$500
A/B Testing ad campaigns
Campaign A
Campaign B
150 Clicks
100 Clicks
$1,000
$2,000
-$100 in Returns -$500
A/B Testing ad campaigns
Available Attribution
Models
Position based models
First Click
First Click Last Click
Position based models
First Click Last Click Last Non-Direct Click
Position based models
Linear
Position based models
First Click Last Click Last Non-Direct Click
Linear Time Decay
Position based models
First Click Last Click Last Non-Direct Click
Linear Time Decay Position Based
Position based models
First Click Last Click Last Non-Direct Click
Last Click attribution
Source: Ad Roll 2017
44% of marketers still use last click attribution.
Only 18% use algorithmic attribution.
72.4% of marketers indicate that they
● don’t know why they
chose their model
● selected the easiest
attribution option
available to them
Why is this happening?
1. Lack of understanding of the potential attribution impact
2. No ownership of attribution or analytics
3. Scattered data
What Else Is Available
At The Market?
Other Google Attribution models
Comprehensiveness
Actionability
Low
Low High
High
Attribution 360Google Attribution
Google
Analytics
Analytics 360
DCM
AdWords DS
What if not LNDC?
1. Markov Chains
2. Shepley value
3. Funnel Based model
4. Custom algorithms
Attribution with Markov Chains
To work with Markov Chain Attribution Models you need
to know R
Attribution with Markov Chains
Attribution with Markov Chains
Game theory attribution uses algorithms and the Shapley value to identify
the impact of each touchpoint and then fairly distribute credit to each
touchpoint in a conversion path
Shapley Value Based Attribution
Custom attribution models
Answear story:
1. Multi-brand online store selling clothes, footwear and accessories
2. Founded in Poland in 2010
3. Operates in several different counties
Divided channels in logical groups
● Comparison — price comparison services: hotline, ceneo.
● Affiliate — affiliate websites: zanox.
● Retargeting — retargeting services: criteo, rtbhouse.
● Cpc — paid search: google brand and non-brand + social.
● Display — display ads: google with graphic ads, viva.
● Email campaigns: external.
Defined main KPIs and assigned values
Assigned value to each channel
Built reports
Optimized costs
1. Determine the steps of the funnel
Useful Visit → Product Page View →
Add to Cart → Purchase
2. Create segments of the customers’
sessions
Device type; User type; Region
3. Calculate the probability and value
between the steps of the funnel
Funnel Based Attribution
Create your own funnel
Blog
Session 1
Webinars DemoSite
Session 2
Session 3
1 2 3 4 5 6 7 8 9 10 11 12 13
Non-Linear Funnels
Without a bidding integration,
attribution has no impact
Optimize marketing campaigns based on data
70% of marketers struggle to act
upon the insights of attribution.
Source: Ad Roll 2017
ineffective ineffective
Takeaways
Key takeaways
1. Start with a clear goal, strategy and set of objectives
2. Get internal buy-in for attribution
3. Focus on defining the customer journey
4. Consider physical as well as digital touchpoints
5. Ensure the data quality
6. Use flexible technology
7. Test different models that align with your business goals
8. Act on the results
Useful links
1. Comparison of different attribution models in the OWOX BI Blog
2. Custom attribution model by Answear
3. Article on how OWOX BI uses attribution for decision making
4. Markov Chains
5. Shapley Values
www.owox.com/c/Bratislava
m.bocheva@owox.com
www.owox.com
Otázky?

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