Chain Based Attribution: It's Not About Credit By Soren Ryherd
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Transcript of Chain Based Attribution: It's Not About Credit By Soren Ryherd
#SMX #21C @SorenRyherd
Attribution is About Supporting “Chains of Value”
CHAIN-BASED ATTRIBUTION:
IT’S NOT ABOUT CREDIT
#SMX #21C @SorenRyherd
Working Planet solves the problem of profitable customer acquisition
using paid digital media
“Advertising is a Financial Investment in a Financial Outcome”
Attribution Modeling – Predictive Financial Modeling – Media Mix Modeling
WorkingPlanet.com
#SMX #21C @SorenRyherd
Too often, the Attribution argument it is about which program or budget gets credit.
Attribution is Mired in “Credit”
Traditional Media Budget Allocation Process -‐ > Photo Credit: SteveBlank.com
#SMX #21C @SorenRyherd
Individual touchpoints in an attribution chain don’t create value by themselves. What is interesting about attribution data is that users are telling us they take a more complex path, in fact, that many need a more complex path.
Why “Credit” Misses the Point
#SMX #21C @SorenRyherd
Attribution shouldn’t be about dividing credit, but about understanding the chains of touchpoints that create value, and protecting the chain.
Holistic Viewpoint
Protecting the Chain is Everything
#SMX #21C @SorenRyherd
In auction-‐based media, determining what to pay is the crucial decision. Increasingly, what we pay is (correctly) tied to the value of the audience. When the audience utilizes multiple touches, we are forced to look at a more complex valuing of media.
Why the Discussion Exists
Display Non-Brand Search Brand Search VALUE
#SMX #21C @SorenRyherd
Classic attribution models focus on distributing the value across touchpoints, without regard to the impact on the chain. This is true regardless of whether that is last, first, weighted, etc.
We’re Forced to Do Something
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Distribute value based on the Fragility of the touchpoint
Chain-Based Attribution
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Existence is based on position in competitive auction Accurate tracking data may be missing Link exists based on ephemeral content
What Makes a Link Fragile?
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Volume in auctions is tightly tied to bids. Any degradation of bid can reduce impression share and destroy the chain.
Auction-Based Fragility
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In any performance-‐based system, feedback loops from customer value bring value “back” to the initial touchpoints. If there is a data gap, media that is highly valuable may appear valueless. Device migration, the lack of impression-‐based tracking, built-‐in (single touch) attribution reporting, and channel-‐specific tracking are largest sources of tracking-‐based fragility.
Tracking-Based Fragility
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Effect of Media on Out-Of-Channel Engagement
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Gaining knowledge where data gaps exist:
Understanding Cause & Effect
1. Geographic pulse testing to see out-‐of-‐channel effects 2. Regression-‐based modeling (watch out for latency!)
3. Dig into “Unknown Bucket” of Brand and Direct
4. Continually attack data gaps to infill picture with hard
data
#SMX #21C @SorenRyherd
Supporting Chains of Value – What to do
1. Start with the best data you can: per-‐user multi-‐touchpoint data 2. Try to understand cause and effect when there are tracking gaps 3. Fully support auction-‐based early touchpoints! 4. Continually work backwards from sales to refine approaches
Summary – Next Steps
#SMX #21C @SorenRyherd
SEE YOU AT THE NEXT #SMX
THANK YOU!