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Alex
Maksimov
Measurement & Analytics Lead
Google UK
Measurement Strategy
©2020 INCUBETA. ALL RIGHTS RESERVED.
Measurement strategy
Measurement & Analytics Lead
Alex Maksimov
Why?
Privacy and personalisation
Consumers
User expectations are rising as
people demand more
transparency, choice, and
control over how their online
data is used
Advertisers
Companies want to provide
more personalised
messaging and retargeting
through customer data
vs
The industry is shifting
Regulatory Changes
New regulations such as GDPR
are impacting how data can
be collected
and used
User Privacy Controls
Users are demanding more
control and transparency over
data collected and used for ads
personalization
Browser Updates
Heightened controls are
impacting traditional data
collection (e.g. third party
cookies and device identifiers)
The predictive era
Broadcast Era
Target an audience in an
environment with the
understanding not everyone
is relevant. Reaching the
majority of your target
audience.
Precision Era
Target the right customers
at the right time with the
right media. Aspiration to 1:1
marketing.
Predictive Era
Striving for the best of both
worlds in a privacy safe way.
Doing more with less.
Sophisticated algorithms.
You are here
Implications for advertisers
How and what brands can measure
Crediting marketing activity with
customer or business outcomes
Getting to the right number
Marketers need to do more with less
The right number?
Econometrics/MMM
A regression model estimates
the effect of all advertising on
weekly sales, alongside all
other factors.
Digital
Attribution
Credit is assigned to
digital media
touchpoints based on
their involvement in
conversions
Controlled Experiments
Users or regions are matched to
differ only by their media
exposure. Uplift is inferred to have
been caused by media.
Three
common
tools
Lloyd Shapley 1923 - 2016
(in the precision era)
Digital Attribution
Television Radio
Social
Paid Search
Organic
Search
Email
Direct Mail
Display OLV
Content
Affiliate
Conversion
(in the prediction era?)
Digital Attribution
More data Less data
Deterministic Probabilistic
3P 1P
Strengths and weaknesses (not exhaustive)
Digital Attribution
Strengths
● Managing budgets within a channel
● Getting fast insight - can be close to real
time
● On the fly bidding decisions
● Valuing beyond the last click
Weaknesses
● Showing the incremental impact of the
advertising
● It can’t tell you anything about something
that is not in the system
● It assumes that the media in the tool is
what caused the outcome
Francis Galton 1822 - 1911
Simplified version
Econometrics for marketing
Sales ~ Base Sales + Advertising + Other Factors + Error
What would have
happened anyway
Paid EarnedOwned
Under Advertiser
Control
Outside Advertiser
Control
Because no model
is perfect
Traditional Digital
Products Distribution
Promotions
Price Trends
Weather
Competitor
Activity
EconomyService
Season
● TV
● Radio
● Outdoor
● Print
● Sponsorship
● Door Drops
● Paid Search
● Display
● Online Video
● Paid Social
● Website
● Owned Social
● Direct Mail
● PR
● Organic search
● Social engagement
● Word of mouth
Strengths and weaknesses (not exhaustive)
Econometrics for marketing
Strengths
● Estimating the contribution of marketing
and media to the overall business
● Explaining what (is likely to have) caused
short term sales
● Making budget recommendations
for advertising channels
● Showing how channels work together
● [Advanced] Looking at brand advertising’s
impact on sales
Weaknesses
● Recommending what to do when you
change price, product, strategy
● Making quick decisions - they require >2
years of historical data - and take a fair
time to do (most of this is collecting and
cleaning data)
● Explaining things that follow sales
(Example: always on media - often there
won’t be enough variation in the data for
the model to pick it up)
Louis Pasteur 1822 - 1895
The scientific method in the general form
Controlled Experiments
Make an
observation
Ask a
question
Form a
hypothesis
Conduct an
experiment
Accept the
hypothesis
Reject the
hypothesis
Strengths and weaknesses (not exhaustive)
Controlled Experiments
Strengths
● Showing the incremental impact
of a change on any metric
● Proving the value of a specific channel
● Testing new approaches
● Moderating the findings from
other tools
Weaknesses
● Dealing with many changes at once
● Allowing marketers to carry on with the
same level of spend
● Getting real-time results - normally
experiments take 4-12 weeks to run
Multiple solutions for a diverse set of insights
The future?
Incremental marketing mix attribution:
A blend of MMM, Experiments and Attribution, that works
across all channels, and controls for external factors.
Maybe it’ll do the creative too :-)
Thank you

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Incibeta ignite google-measurement stategy (1)

  • 1. Alex Maksimov Measurement & Analytics Lead Google UK Measurement Strategy ©2020 INCUBETA. ALL RIGHTS RESERVED.
  • 2. Measurement strategy Measurement & Analytics Lead Alex Maksimov
  • 4. Privacy and personalisation Consumers User expectations are rising as people demand more transparency, choice, and control over how their online data is used Advertisers Companies want to provide more personalised messaging and retargeting through customer data vs
  • 5. The industry is shifting Regulatory Changes New regulations such as GDPR are impacting how data can be collected and used User Privacy Controls Users are demanding more control and transparency over data collected and used for ads personalization Browser Updates Heightened controls are impacting traditional data collection (e.g. third party cookies and device identifiers)
  • 6. The predictive era Broadcast Era Target an audience in an environment with the understanding not everyone is relevant. Reaching the majority of your target audience. Precision Era Target the right customers at the right time with the right media. Aspiration to 1:1 marketing. Predictive Era Striving for the best of both worlds in a privacy safe way. Doing more with less. Sophisticated algorithms. You are here
  • 7. Implications for advertisers How and what brands can measure Crediting marketing activity with customer or business outcomes Getting to the right number Marketers need to do more with less
  • 8. The right number? Econometrics/MMM A regression model estimates the effect of all advertising on weekly sales, alongside all other factors. Digital Attribution Credit is assigned to digital media touchpoints based on their involvement in conversions Controlled Experiments Users or regions are matched to differ only by their media exposure. Uplift is inferred to have been caused by media. Three common tools
  • 10. (in the precision era) Digital Attribution Television Radio Social Paid Search Organic Search Email Direct Mail Display OLV Content Affiliate Conversion
  • 11. (in the prediction era?) Digital Attribution More data Less data Deterministic Probabilistic 3P 1P
  • 12. Strengths and weaknesses (not exhaustive) Digital Attribution Strengths ● Managing budgets within a channel ● Getting fast insight - can be close to real time ● On the fly bidding decisions ● Valuing beyond the last click Weaknesses ● Showing the incremental impact of the advertising ● It can’t tell you anything about something that is not in the system ● It assumes that the media in the tool is what caused the outcome
  • 14. Simplified version Econometrics for marketing Sales ~ Base Sales + Advertising + Other Factors + Error What would have happened anyway Paid EarnedOwned Under Advertiser Control Outside Advertiser Control Because no model is perfect Traditional Digital Products Distribution Promotions Price Trends Weather Competitor Activity EconomyService Season ● TV ● Radio ● Outdoor ● Print ● Sponsorship ● Door Drops ● Paid Search ● Display ● Online Video ● Paid Social ● Website ● Owned Social ● Direct Mail ● PR ● Organic search ● Social engagement ● Word of mouth
  • 15. Strengths and weaknesses (not exhaustive) Econometrics for marketing Strengths ● Estimating the contribution of marketing and media to the overall business ● Explaining what (is likely to have) caused short term sales ● Making budget recommendations for advertising channels ● Showing how channels work together ● [Advanced] Looking at brand advertising’s impact on sales Weaknesses ● Recommending what to do when you change price, product, strategy ● Making quick decisions - they require >2 years of historical data - and take a fair time to do (most of this is collecting and cleaning data) ● Explaining things that follow sales (Example: always on media - often there won’t be enough variation in the data for the model to pick it up)
  • 17. The scientific method in the general form Controlled Experiments Make an observation Ask a question Form a hypothesis Conduct an experiment Accept the hypothesis Reject the hypothesis
  • 18. Strengths and weaknesses (not exhaustive) Controlled Experiments Strengths ● Showing the incremental impact of a change on any metric ● Proving the value of a specific channel ● Testing new approaches ● Moderating the findings from other tools Weaknesses ● Dealing with many changes at once ● Allowing marketers to carry on with the same level of spend ● Getting real-time results - normally experiments take 4-12 weeks to run
  • 19. Multiple solutions for a diverse set of insights The future? Incremental marketing mix attribution: A blend of MMM, Experiments and Attribution, that works across all channels, and controls for external factors. Maybe it’ll do the creative too :-)