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CAMPAIGN ATTRIBUTION MODEL – DIGITAL MEDIA
A WORKSHOP BY UMAIR MOHSIN
GLOBAL DIRECTOR, MEDIA IDEE
About Media Idee
• Started in 2005.
• Is now Pakistan’s first
global agency with
offices in UK, Dubai and
Thailand.
• Serving clients in 5
countries.
• www.mediaidee.com
About Our Clients
L E T ’ S S TA R T
Our World
“THE TRANSPARENCY IN ADVERTISING SPENDING IS
APPROACHING UNPRECEDENTED LEVELS, AND THE EXPECTATION
OF ACCOUNTABILITY AND PROVEN ROI IS COMING TO THE
FOREFRONT OF MARKETING DEPARTMENTS - FAR DIFFERENT FROM
THE DAYS OF MR. WANAMAKER, IN WHICH IT WAS ACCEPTABLE
FOR A SUCCESSFUL CAPITALIST TO WASTE ONLY HALF OF THE
ADVERTISING BUDGET.”
Conversion Example
1. Paid Search
2. Referral
3. Organic Search
4. Social - Twitter
4. Email Link
6. Direct
7. Display
SALE
Live Preview
The
Reality

Where We Are Today
The Reality Today
We were initially taught to measure
performance via:
Clicks
Click-through-rates (CTRs)
Directly attributable conversions

We now know these don’t tell the whole
story
Keyword assists are important (Search)
Display Ads can be effective without
clicks
Social contributes throughout the process
Clicks don’t matter for measuring Display
8% of users contribute 80% of Display
clicks
In reality, conversions
take place over many
days and across
multiple channels.
Definition
Marketing attribution is the practice of
determining the role that channels play in
informing and influencing the customer
journey.
Should You Do It?
Faulty Logic
”Last Ad or Click” Model Attributes 100% of
the credit for a conversion to the last ad
seen or clicked. Is based on only a single
engagement. Attribution to last click has
forced marketers to allocate more budget
to media that sit at the bottom of the
conversion funnel like search.
How can we visualise our customer path to purchase?
•If customer journeys are relatively
simple with the majority
converting on the first visit, then
it’s unlikely that attribution
modelling will give you such a
great return on investment.
•This is most likely where it’s a
simple purchase such as flowers
and where a trusted brand is
involved with limited price or
feature comparison.

Q1. How
complex are
our customer
journeys?

•The next stage of analysis is to
consider the sequence of media
and How do different channel’s
journeys vary during the path to
purchase?

Q2. How
many visits
involve a
single visit
before
conversion?

Q4. What is
the different
sequence of
media
prompting
conversion?

•If, when you investigate the
number of visits per purchase, you
find that over three quarters
convert on the first visit the need
for a conversion attribution study
is going to be relatively small.
•As a rule of thumb, if more than
three quarters of your visitors
convert on a single visit then
channel interactions are less
important.

Q3. Number of
touchpoints
involved
before
conversion?
•The next level of detail is to
understand how many
touchpoints or interactions with a
brand occur before conversion.
There be some interactions on
other sites, particularly display ads
which aren’t recorded in the site
analytics.
Question: . How complex are our customer journeys?

Is there a high amount of overlap between any channels
on the multi-channel funnels overview report?
Question: Number of touchpoints involved before conversion?

Are more than 20% of conversions multi-path?
Question: How many visits involve a single visit before conversion?

Are more than 20% of conversions multi-day?
Q. What is the different sequence of media prompting conversion?
Simple Media Sequences

Complex Sequences
HOW TO BUILD AN
ATTRIBUTION MODEL
Start by identifying your
marketing goals. Are you focused
on branding and awareness,
lead generation, developing
Step 1
new business, or repeat business?
Are your current campaigns
meeting these objectives?
Step 2

Develop a basic outline for your
customer journey, including path
length, time to conversion, and
the relevant marketing channels.
Look for key details: does the
path differ based on the first
touchpoint? Does it differ by
order size or product category?

Google
Analytics
Think about how you assign
credit to these interactions today
– even if you’re new to attribution
modeling, you surely have some
Step 3
sort of intuitive model. What
would happen if you valued
interactions in the path
differently?
Step 4

Define the role and expected
impact of each campaign
element. When you start
modeling, check whether the
models match or contradict your
expectations.
NOW LET’S START WITH
THESE BASIC ATTRIBUTION
MODELS
Types Of Attribution
Models
First Touch
First Touch
Attributes 100% of the
conversion value to the first
channel with which the
customer interacted.
This model is appropriate if you
run ads or campaigns to
create initial awareness. For
example, if your brand is not
well known, you may place a
premium on the keywords or
channels that first exposed
customers to the brand.
First Touch
Last Interaction
Attributes 100% of the
conversion value to the last
channel with which the
customer interacted before
buying or converting.
This model is extremely
common – most likely
you’re already using some
version of it – so it’s a great
baseline for comparison
with other models.
Last Interaction

If your ads and campaigns are designed to attract people at the moment of purchase, or your business is
primarily transactional with a sales cycle that does not involve a consideration phase, the Last Interaction model
may be appropriate.
Linear
Gives equal credit to each channel
interaction on the way to
conversion.
This model might be used if your
campaigns are designed to
maintain contact and awareness
with the customer throughout the
entire sales cycle. In this case, each
touchpoint is equally important
during the consideration process.
Linear
Time Decay
Time Decay
Assigns the most credit to
touchpoints that occurred
nearest to the time of
conversion.
If the sales cycle involves only a
short consideration phase – for
example if you’re running a one
or two-day promotion – then
interactions that occurred a
week earlier would have less
value than those during the
promotion window.
Time Decay
Position Based
Position Based
Instead of giving all the credit to
either the first or last interaction, you
can split the credit between them.
The Position Based model allows you
to assign credit based on position in
the customer journey. The first
position highlights campaigns that
introduce customers, while the last
emphasizes those that close
conversions. This model can be used
to give more credit to those
interactions, or to assign customized
weights according to position.
Position Based
Model Attribution Tool - GA
Example
Step 5

Plan your next steps when you go
back. If you learn that a certain
campaign, source, or interaction
is performing differently than
expected, will you be able to
take action to change it?
Questions To Take Home
•
•
•
•
•
•
•
•

How long is my path to conversion?
How many sales did a channel or keyword contribute to?
Where in the path to conversion does a channel contribute (first, middle or
last)?
When does a channel or keyword contribute in the path to conversion?
What are the channel and keyword combinations that work best?
Where are performance partners (affiliates, referrals, etc) contributing?
How could I improve my performance partners commercials terms?
How does display and remarketing impact the path to conversion?
Summary One attribution model does not fit all
• or a subset of the visits.
Flexible allocation of sales across all
Configurable rules for defining attribution period:• Fixed length of time.
• Period defined by visit gaps.
Configurable rules for weighting:• Control of channel weighting.
• Control of brand weighting.
• Control of chain position weighting.
Allocation of multiple sale related values (e.g. margin).
Contact
Info.

Email: Umair.mohsin@mediaidee.com
Twitter: @umairmohsin / @wearemidigital
Blog: http://www.umairmohsin.com
Company: www.midigital.co
"Campaign Attribution Model” by Umair Mohsin, Media Idee

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"Campaign Attribution Model” by Umair Mohsin, Media Idee

  • 1. CAMPAIGN ATTRIBUTION MODEL – DIGITAL MEDIA A WORKSHOP BY UMAIR MOHSIN GLOBAL DIRECTOR, MEDIA IDEE
  • 2. About Media Idee • Started in 2005. • Is now Pakistan’s first global agency with offices in UK, Dubai and Thailand. • Serving clients in 5 countries. • www.mediaidee.com
  • 4. L E T ’ S S TA R T
  • 5. Our World “THE TRANSPARENCY IN ADVERTISING SPENDING IS APPROACHING UNPRECEDENTED LEVELS, AND THE EXPECTATION OF ACCOUNTABILITY AND PROVEN ROI IS COMING TO THE FOREFRONT OF MARKETING DEPARTMENTS - FAR DIFFERENT FROM THE DAYS OF MR. WANAMAKER, IN WHICH IT WAS ACCEPTABLE FOR A SUCCESSFUL CAPITALIST TO WASTE ONLY HALF OF THE ADVERTISING BUDGET.”
  • 10. 4. Social - Twitter
  • 14. SALE
  • 15.
  • 18. The Reality Today We were initially taught to measure performance via: Clicks Click-through-rates (CTRs) Directly attributable conversions We now know these don’t tell the whole story Keyword assists are important (Search) Display Ads can be effective without clicks Social contributes throughout the process Clicks don’t matter for measuring Display 8% of users contribute 80% of Display clicks
  • 19. In reality, conversions take place over many days and across multiple channels.
  • 20. Definition Marketing attribution is the practice of determining the role that channels play in informing and influencing the customer journey.
  • 22. Faulty Logic ”Last Ad or Click” Model Attributes 100% of the credit for a conversion to the last ad seen or clicked. Is based on only a single engagement. Attribution to last click has forced marketers to allocate more budget to media that sit at the bottom of the conversion funnel like search.
  • 23. How can we visualise our customer path to purchase? •If customer journeys are relatively simple with the majority converting on the first visit, then it’s unlikely that attribution modelling will give you such a great return on investment. •This is most likely where it’s a simple purchase such as flowers and where a trusted brand is involved with limited price or feature comparison. Q1. How complex are our customer journeys? •The next stage of analysis is to consider the sequence of media and How do different channel’s journeys vary during the path to purchase? Q2. How many visits involve a single visit before conversion? Q4. What is the different sequence of media prompting conversion? •If, when you investigate the number of visits per purchase, you find that over three quarters convert on the first visit the need for a conversion attribution study is going to be relatively small. •As a rule of thumb, if more than three quarters of your visitors convert on a single visit then channel interactions are less important. Q3. Number of touchpoints involved before conversion? •The next level of detail is to understand how many touchpoints or interactions with a brand occur before conversion. There be some interactions on other sites, particularly display ads which aren’t recorded in the site analytics.
  • 24. Question: . How complex are our customer journeys? Is there a high amount of overlap between any channels on the multi-channel funnels overview report?
  • 25. Question: Number of touchpoints involved before conversion? Are more than 20% of conversions multi-path?
  • 26. Question: How many visits involve a single visit before conversion? Are more than 20% of conversions multi-day?
  • 27. Q. What is the different sequence of media prompting conversion? Simple Media Sequences Complex Sequences
  • 28. HOW TO BUILD AN ATTRIBUTION MODEL
  • 29. Start by identifying your marketing goals. Are you focused on branding and awareness, lead generation, developing Step 1 new business, or repeat business? Are your current campaigns meeting these objectives?
  • 30. Step 2 Develop a basic outline for your customer journey, including path length, time to conversion, and the relevant marketing channels. Look for key details: does the path differ based on the first touchpoint? Does it differ by order size or product category? Google Analytics
  • 31. Think about how you assign credit to these interactions today – even if you’re new to attribution modeling, you surely have some Step 3 sort of intuitive model. What would happen if you valued interactions in the path differently?
  • 32. Step 4 Define the role and expected impact of each campaign element. When you start modeling, check whether the models match or contradict your expectations.
  • 33. NOW LET’S START WITH THESE BASIC ATTRIBUTION MODELS
  • 36. First Touch Attributes 100% of the conversion value to the first channel with which the customer interacted. This model is appropriate if you run ads or campaigns to create initial awareness. For example, if your brand is not well known, you may place a premium on the keywords or channels that first exposed customers to the brand.
  • 38.
  • 39. Last Interaction Attributes 100% of the conversion value to the last channel with which the customer interacted before buying or converting. This model is extremely common – most likely you’re already using some version of it – so it’s a great baseline for comparison with other models.
  • 40. Last Interaction If your ads and campaigns are designed to attract people at the moment of purchase, or your business is primarily transactional with a sales cycle that does not involve a consideration phase, the Last Interaction model may be appropriate.
  • 41.
  • 42. Linear Gives equal credit to each channel interaction on the way to conversion. This model might be used if your campaigns are designed to maintain contact and awareness with the customer throughout the entire sales cycle. In this case, each touchpoint is equally important during the consideration process.
  • 45. Time Decay Assigns the most credit to touchpoints that occurred nearest to the time of conversion. If the sales cycle involves only a short consideration phase – for example if you’re running a one or two-day promotion – then interactions that occurred a week earlier would have less value than those during the promotion window.
  • 48. Position Based Instead of giving all the credit to either the first or last interaction, you can split the credit between them. The Position Based model allows you to assign credit based on position in the customer journey. The first position highlights campaigns that introduce customers, while the last emphasizes those that close conversions. This model can be used to give more credit to those interactions, or to assign customized weights according to position.
  • 50.
  • 53. Step 5 Plan your next steps when you go back. If you learn that a certain campaign, source, or interaction is performing differently than expected, will you be able to take action to change it?
  • 54. Questions To Take Home • • • • • • • • How long is my path to conversion? How many sales did a channel or keyword contribute to? Where in the path to conversion does a channel contribute (first, middle or last)? When does a channel or keyword contribute in the path to conversion? What are the channel and keyword combinations that work best? Where are performance partners (affiliates, referrals, etc) contributing? How could I improve my performance partners commercials terms? How does display and remarketing impact the path to conversion?
  • 55. Summary One attribution model does not fit all • or a subset of the visits. Flexible allocation of sales across all Configurable rules for defining attribution period:• Fixed length of time. • Period defined by visit gaps. Configurable rules for weighting:• Control of channel weighting. • Control of brand weighting. • Control of chain position weighting. Allocation of multiple sale related values (e.g. margin).
  • 56. Contact Info. Email: Umair.mohsin@mediaidee.com Twitter: @umairmohsin / @wearemidigital Blog: http://www.umairmohsin.com Company: www.midigital.co