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Attribution
modelling
Mikko Piippo
Hopkins Oy
Attribution
modelling
@mikkopiippo
Analytics	&	Insights	consultant
Partner,	Hopkins	Oy
Mikko Piippo
Wanamaker’s
dilemma
“Half the money I
spend on advertising is
wasted. The trouble is I
don’t know which half.”
- John Wanamaker (1838-1922)
@mikkopiippo
10 years ago digital marketers
believed they had solved the
dilemma.
@mikkopiippo
After all, we were using Google
Analytics.
@mikkopiippo
We were wrong.
Our attribution model was (and
is) broken.
@mikkopiippo
We attributed every sale to the
last touchpoint (campaign or
media).
@mikkopiippo
Social
media
TV
Radio
Google
Banner
ad
Google
ad
Goal =
Sale
TV
Google
Banner
ad
Google
ad
Goal =
Sale
Social
media
Google
Google
Bing
Goal =
Sale
@mikkopiippo
Marketing decisions.
@mikkopiippo
Even the
very best
players
need a
team.
Someone
must pass
the ball.
@mikkopiippo
Using a broken model leads to
bad decisions.
@mikkopiippo
Because of this, we need
attribution models.
@mikkopiippo
Social
media
Google
Google
Bing
Goal =
Sale
Linear model:
25 % of the
credit goes to
each
touchpoint.
@mikkopiippo
Social
media
Google
Google
Bing
Goal =
Sale
The best
standard model:
Time decay
model.
@mikkopiippo
Social
media
Google
Google
Bing
Goal =
Sale
In time decay
models, less
credit is given to
a touchpoint as
time goes by.
@mikkopiippo
Only two parameters to
decide: the half-life (period of
decay) & tracking window.
@mikkopiippo
The they must be based on
customer behavior.
@mikkopiippo
If 80 % of customers converted
in 7 days, I use a 7 day half-
life.
@mikkopiippo
In ecommerce, 7 days is
usually more than enough.
Sometimes 2 days is all you
need.
@mikkopiippo
More complex models?
@mikkopiippo
Attribution model with
only digital marketing
channels and
assumption of a
single device per
user.
Attribution model with
only digital marketing
channels and
assumption of
multiple devices per
user.
Attribution model with
digital, nondigital and
face-to-face
marketing channels
and assumption of
multiple devices per
user.
Increasing complexity of attribution
@mikkopiippo
“There is nothing you'll
attempt that will be more
complex and challenging.”
Avinash Kaushik, Google
@mikkopiippo
Start from the simplest case:
one user, one screen, many
touchpoints.
@mikkopiippo
1.
Experiment with different
models.
@mikkopiippo
2.
Time decay models are the
most useful standard models.
@mikkopiippo
3.
All models are wrong but some
are useful.
Georg E.P. Box (1919-2013)
@mikkopiippo
mikko.piippo@hopkins.fi
https://twitter.com/mikkopiippo
https://www.linkedin.com/in/mikkopiippo
Thank you!
Attribution in digital marketing

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Attribution in digital marketing