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Presented at InnoTech Austin on November 8, 2012. All rights reserved.
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Attribution 101Giving Credit Where Credit Is Due
November 8, 2012
Aruna Thota, Director of Product Management, Adometry
© Copyright 2012 Adometry, Inc. All Rights Reserved. Confidential. 2
The Attribution Problem
© Copyright 2012 Adometry, Inc. All Rights Reserved. Confidential. 3
Timberland
© Copyright 2012 Adometry, Inc. All Rights Reserved. Confidential. 4
Timberland
•Who gets the credit?
•?
© Copyright 2012 Adometry, Inc. All Rights Reserved. Confidential. 5
What Is Attribution?
•Attribution is a way to assign value to each channel or marketing touch point that played a role in influencing the consumer to make a purchase.
•Currently Attribution focus is mostly on online media
© Copyright 2012 Adometry, Inc. All Rights Reserved. Confidential. 6
Types Of Attribution Models
© Copyright 2012 Adometry, Inc. All Rights Reserved. Confidential. 7
Current State Of Attribution
Sources:6. Digital Attribution Comes Of Age
© Copyright 2012 Adometry, Inc. All Rights Reserved. Confidential. 8
But, Wait…
Total Revenue
= +Offline Revenue
Online Revenue
© Copyright 2012 Adometry, Inc. All Rights Reserved. Confidential. 9
And….
Offline Revenue
Online Revenue
Offline Advertising
Online Advertising
Advertising Revenue
© Copyright 2012 Adometry, Inc. All Rights Reserved. Confidential. 10
There Is More…
© Copyright 2012 Adometry, Inc. All Rights Reserved. Confidential. 11
Types Of Attribution
Offline Revenue
Online Revenue
Offline Advertising
Online Advertising
Advertising Revenue
1. Digital Attribution
2. Online to Offline3. Offline to Online
4. Multi Device
© Copyright 2012 Adometry, Inc. All Rights Reserved. Confidential. 12
Why Is Attribution Important?
© Copyright 2012 Adometry, Inc. All Rights Reserved. Confidential. 13
Marketers Want To Be Data Driven
Source: http://www.iab.net/media/file/2012-BRITE-NYAMA-Marketing-ROI-Study.pdf
•91% of high level decision makers believe successful brands use data to drive decisions
•When it comes to CMO’s 100% believe data and measurement is key to driving decisions
© Copyright 2012 Adometry, Inc. All Rights Reserved. Confidential. 14
But, Marketers Struggle With Data
Source: http://www.iab.net/media/file/2012-BRITE-NYAMA-Marketing-ROI-Study.pdf
© Copyright 2012 Adometry, Inc. All Rights Reserved. Confidential. 15
And They Fail To Measure ROI
Source: http://www.iab.net/media/file/2012-BRITE-NYAMA-Marketing-ROI-Study.pdf
•57% do not tie marketing budgets to ROI
•37% don’t include financial metrics in measurement of ROI
•82% don’t include both spend and returns to evaluate ROI
•22% use brand awareness as the sole measure for marketing
•Wrong metrics Wrong marketing investments
© Copyright 2012 Adometry, Inc. All Rights Reserved. Confidential. 16
Benefits Of Attribution
I Measure, I Optimize, Therefore I am
What you do not measure does not exist
© Copyright 2012 Adometry, Inc. All Rights Reserved. Confidential. 17
Other Benefits
1. Understand true CPA’s and negotiate CPA with Affiliates
2. Reduce and eventually eliminate wasted spend
3. Understand non-linear performance of marketing
4. Improve planning
© Copyright 2012 Adometry, Inc. All Rights Reserved. Confidential. 18
Example Using Display Impact On Search
© Copyright 2012 Adometry, Inc. All Rights Reserved. Confidential. 19
Display Refines Search Queries
Sources1.Display Advertising Impact: Search Lift and Social Influence (A field experiment by researchers at Stanford university)
Exposed to Display Ad
5 – 25% more relevant search queries1
No Display Exposure More generic search terms• More expensive• More long tail keywords• Increased PPC complexity
© Copyright 2012 Adometry, Inc. All Rights Reserved. Confidential. 20
Other Studies3 Indicate Positive Lifts Across Multiple Kpis
• For consumers exposed to brand display campaigns
Sources:3. The Silent Click: Building Brands Online
1 in 5Conduct related search
1 in 3Visit
brands web site
50% More Time on
site
10% More Money Online
Higher Order Value
$
Higher Repeat
$$
More Loyal
$$$
Better Advocates
$$$$
© Copyright 2012 Adometry, Inc. All Rights Reserved. Confidential. 21
Startup Steps For Attribution
© Copyright 2012 Adometry, Inc. All Rights Reserved. Confidential. 22
What Level Of Attribution Do You Need?
•Depends on the complexity of your business – start by analyzing your referrer data
© Copyright 2012 Adometry, Inc. All Rights Reserved. Confidential. 23
Identify The Right Metrics
•If you start measuring something you start optimizing it, even if it is wrong – example CTR
© Copyright 2012 Adometry, Inc. All Rights Reserved. Confidential. 24
Test Things To Gain Confidence
•Start with digital first
© Copyright 2012 Adometry, Inc. All Rights Reserved. Confidential. 25
Bring Everyone Onboard
•Change Organizational Structures and Incentive Mechanisms
© Copyright 2012 Adometry, Inc. All Rights Reserved. Confidential. 26
The Adometry Attribution Solution
© Copyright 2012 Adometry, Inc. All Rights Reserved. Confidential. 27
Data Driven Attribution
•Adometry uses a bottom-up approach to attribution by first assigning fractional credit at the most granular impression level.
•Allow the data to point out the hidden correlations and insights within your marketing efforts.
© Copyright 2012 Adometry, Inc. All Rights Reserved. Confidential. 28
The Adometry Attribution Methodology
© Copyright 2012 Adometry, Inc. All Rights Reserved. Confidential. 29
Looking backward, a user had events E1, E2, E3, E4
& then converted.
What fractional credit goes to each Ei?
$E1 E3 E4E2
The Attribution Problem
© Copyright 2012 Adometry, Inc. All Rights Reserved. Confidential. 30
Looking backward, a user had events E1, E2, E3, E4
& then converted.
What fractional credit goes to each Ei?
The Attribution Problem
ConversionEvent
E1 E3 E4E2
© Copyright 2012 Adometry, Inc. All Rights Reserved. Confidential. 31
How important is each event in driving conversions?
Adometry’s Advanced Attribution
% Conversion
E1 E3 E4E2
% Conversion
E1 E3 E4E2
© Copyright 2012 Adometry, Inc. All Rights Reserved. Confidential. 32
Making incremental changes to media spend, to maximize lift in a target KPI
Search Display
Acrosschannels
Site/Placements
emailSocial
Withinchannels
Offline
What Is Optimization?
© Copyright 2012 Adometry, Inc. All Rights Reserved. Confidential. 33
Average vs Incremental Metrics
Optimization requires a non-linear model
Marginal eCPA
≠ Average
eCPA
© Copyright 2012 Adometry, Inc. All Rights Reserved. Confidential. 34
Superior Advanced Optimization
34
Training Data
KPI’s•# Conversions•# Unique visitors•$ Revenue/Profit•Custom
Exogenous data•Economic Indices•Weather•Custom
Daily ad spend
• Social• TV• Offline• Affiliate
• Display• Search• Email
Planned Budget Allocations
Constraints
Starting Point Optimization Results
Non-Linear Model Constraint Driven More Accurate
Optimal SpendReallocation
Max Projected KPI Lift
© Copyright 2012 Adometry, Inc. All Rights Reserved. Confidential. 35
Comprehensive, Data-Driven Methodology | End-to-End Service | Ease of Integration
Input Automation from Media Partners Ad & Audience Verification
Frequency Capping
Media Modeler
Report Labs
Funnel Stage Analysis
Exclusive Reach
Output Automatically to DSPs & Search Management
Viewability
Advanced Attribution
© Copyright 2012 Adometry, Inc. All Rights Reserved. Confidential. 36
• Ensure viewability• Target the right audience• Protect your brand
MONITORCAMPAIGNSTO MITIGATE
WASTE
IMPACT: Immediate 10-20% waste reduction
Viewability & Brand Safety:
• Am I getting what I paid for?
• Is the target audience seeing my ad?
• Are my ads placed on brand damaging sites?
Advanced Attribution
© Copyright 2012 Adometry, Inc. All Rights Reserved. Confidential. 37
“Easy Button” to optimize campaign performance based on constraints and key performance indicators
IMPROVE PERFORMANCE AND PREDICT SUCCESS
IMPACT: Immediate 20-40% aggregate ROAS lift through optimization
Multiple Channels + Multiple Campaigns = More Work than Time:
• How do I get more out of my ad spend?
• Where do I start to make adjustments?
Advanced Attribution
© Copyright 2012 Adometry, Inc. All Rights Reserved. Confidential. 38
• Determine what is and isn’t working
• Cycle the improvements
GLEANINSIGHTSTO BUILD
BETTERCAMPAIGNS
IMPACT: Longer term 25-75% aggregate ROAS lift throughbetter campaign development & strategies through attribution
Making Decisions Based on the Wrong Metrics:• How do I know what is really
influencing customer conversions?
• How are the channels interacting with each other?
Advanced Attribution
© Copyright 2012 Adometry, Inc. All Rights Reserved. Confidential. 39
Selecting An Attribution Vendor
© Copyright 2012 Adometry, Inc. All Rights Reserved. Confidential. 40
What To Look For In An Attribution Solution
•Quality & completeness of data
•Data driven & self learning model
•Flexible and customizable
• Insights & recommendations
•“Easy button”
•Best practices guidance
•Vendor as a partner
Thank you
Aruna Thota, Director of Product Management, [email protected]