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Multi-Touch
Attribution
Analytics
Hi
Jennifer Wong
Dir of Product Marketing
HasOffers | MobileAppTracking
@Jenerationy
Multi-Touch
Attribution
Analytics
Dive deep into the relationships between your
multiple advertising partners and their interactions
with your audience.
Insight into multi-touch attribution empowers you to:
And let’s not forget, prevent you from paying for
duplicate installs!
Make better marketing decisions based on
a more complete picture of an advertising
partner’s full impact.
● Attributed Installs vs Install Assists
● Creating Awareness vs Driving
Conversions
● Install rates vs Conversions
● Click Through vs View Through
● Long Attribution lengths vs Short
Attribution Lengths
What we’re talking about today:
Installs:
New users that open the app for the first time.
Attributed Installs:
Publisher with the last click, within the attribution
window for the publisher.
Install Assists:
Publisher(s) with a click prior to the last click, within the
attribution window for the publisher.
Publisher Install Contributions :
The total number of installs for which the publisher was
involved (Attributed Installs + Install Assists).
Non-windowed Install Contributions:
Publisher(s) with a click within 30 days but outside of
the attribution window for the publisher.
DEFINITION
S
Attributed Installs
vs
Install Assists
Install
Contributions
498
Install Assists
47
You were
Last-click
Attributed
Installs
451
Your
Click
65760
You were not
Last-click
Install
Contributions
Install
Assists
Attributed
Installs
47
Clicks
Unique
Contributions
Rate
Assist
Rate
Clicks
0.09% 498 0.92%0.83%5423365752iPhone
Mobile
App
INSTALL SCENARIO 1
● Publisher 1 had a click 6 days ago and their attribution
window is set to 7 days.
● The install occurred today.
Publisher Install ContributionsInstall AssistsAttributed InstallsPublisher
1Publisher 1 1
INSTALL SCENARIO 2
● Publisher 1 had a click 6 days ago and their attribution
window is set to 7 days.
● Publisher 2 had a click 5 days ago and their attribution
window is also set to 7 days.
● The install occurred today.
Publisher Install ContributionsInstall AssistsAttributed InstallsPublisher
11Publisher 1
1Publisher 2 1
● Publisher 1 had a click 6 days ago and their attribution
window is set to 7 days.
● Publisher 2 had a click 5 days ago and their attribution
window is also set to 7 days.
● Publisher 3 had a click 1 day ago and their attribution
window is also set to 7 days as well.
● The install occurred today.
INSTALL
SCENARIO
3
Publisher Install ContributionsInstall AssistsAttributed InstallsPublisher
Publisher 1
Publisher 2
Publisher 3?
● Publisher 1 had a click 6 days ago and their attribution
window is set to 7 days.
● Publisher 2 had a click 5 days ago and their attribution
window is also set to 7 days.
● Publisher 3 had a click 1 day ago and their attribution
window is also set to 7 days as well.
● The install occurred today.
INSTALL
SCENARIO
3
Publisher Install ContributionsInstall AssistsAttributed InstallsPublisher
11Publisher 1
11Publisher 2
11Publisher 3
Publisher Install ContributionsInstall AssistsAttributed Installs
11010100Ad Partner 1
25050200Ad Partner 2
500400100Ad Partner 3
860460400Total
Creating Awareness
vs
Driving Conversions
The Importance of Analyzing Additional Install Interactions
● Uniqueness of advertising partner’s traffic sources
● Whether an advertising partner is missing out on
credit for installs due to last-click attribution
● Duplication / overlap between advertising partners
● Focus of advertising partners’ campaigns on
awareness vs. direct response
● Full impact of advertising partners’ campaigns
Analyzing Install Assists can provide insight on:
Install Assist Quantity – Is More Better?
1 RTB
2 Applifier
3 Vungle
4 Ampush
5 RevMob
6 PlayHaven
7 Millennial
8 InMobi
9 Airpush
Install Assists
Rank
Advertising
Partner
Overlap – Relationship Between the Install and the Assist
Install Assists
Attributed
Installs
OVERLAP
UNIQUE
Evaluate Different Campaign Goals:
Awareness vs. Direct Response
100 Attributed Installs / 10 Install Assists = 1000%
An advertising partner great at direct response
would look like this:
An advertising partner great at awareness would look like this since
other advertising partners better at direct response would be getting
attributed with the install by having the last click:
100 Attributed Installs / 400 Install Assists = 25%
Install Assist Ratio –
Creating Awareness vs. Driving Conversions
Assist Ratio =
Install Assists /
(Attributed Installs +
Install Assists)
Assist Ratio
Rank
ad network Assist Ratio
1 VisualTAP 32%
2 RevMob 31%
3 Moboqo 28%
4 RTB.com 27%
5 Altrooz 25%
6 Applifier 23%
7 Vungle 11%
8 Millennial 11%
9
DSNR Media
Group
10%
10 HeyZap 9%
Install Rates
vs
Interactions
Non-Windowed Install Contributions
While Install Assists are defined as clicks within a specified
attribution window but it's not the last-click before install, Non-
windowed Install Contributions are either:
The last click before the
install but outside of the
attribution window
An Install Assist
outside of the
attribution window
OR
Non-Windowed
Install Contributions
Install AssistsAttributed
Installs
Publisher’s Attribution Window
DAY
0
DAY
14
DAY
30
DRAWBRIDGE TWITTER
Non-Windowed
Install Contributions
Attributed
Installs
30 Day
Install Contributions
100 150
60 5
160 155
● Publisher 1 had a click 20 days ago and their attribution
window is set to 14 days.
● The install occurred today with no other click.
NON-WINDOWED INSTALL
CONTRIBUTION SCENARIO
1
Non-Windowed
Install Contributions
Install Assists
Attributed
Installs
Publisher
1Publisher 1
Installs
● Publisher 1 had a click 20 days ago and their attribution
window is set to 14 days.
● Publisher 2 had a click 7 days ago and their attribution
window is also set to 7 days.
● The install occurred today.
NON-WINDOWED INSTALL
CONTRIBUTION SCENARIO
2
Non-Windowed
Install Contributions
Install Assists
Attributed
Installs
Publisher
1Publisher 1
Installs
1Publisher 2
Publisher 3
1
● Publisher 1 had a click 20 days ago and their attribution
window is set to 14 days.
● Publisher 2 had a click 7 days ago and their attribution
window is also set to 7 days.
● Publisher 3 had a click 1 day ago and their attribution
window is also set to 7 days as well.
● The install occurred today.
NON-WINDOWED INSTALL
CONTRIBUTION SCENARIO
3
Non-Windowed
Install Contributions
Install Assists
Attributed
Installs
Publisher
Publisher 1
Installs
Publisher 2
Publisher 3?
● Publisher 1 had a click 20 days ago and their attribution
window is set to 14 days.
● Publisher 2 had a click 7 days ago and their attribution
window is also set to 7 days.
● Publisher 3 had a click 1 day ago and their attribution
window is also set to 7 days as well.
● The install occurred today.
NON-WINDOWED INSTALL
CONTRIBUTION SCENARIO
3
Non-Windowed
Install Contributions
Install Assists
Attributed
Installs
Publisher
1
1Publisher 1
Installs
1
Publisher 2
Publisher 3 1
Normalizing Measurement of App Installs
How, from a measurement perspective, do
you compare and credit your various
advertising partners if they are using
various standards, e.g.
a different attribution length?
Attribution
Lengths
Clicks 2000 2000
Attributed Installs 300 500
Cost 500 500
Install Rate 15% 25%
CPI $1.67 $1.00
AD PARTNER 1 AD PARTNER 2
AD PARTNER 1 AD PARTNER 2
Clicks 2000 2000
Attributed Installs 300 500
Install Assists 10 10
Non-windowed Install Contributions 300 2
Total Contributions 610 512
Cost 500 500
Install Rate 15% 25%
CPI $0.82 $0.98
SURVEY:
MAT Integrated Advertising Partner Attribution Lengths
50%
39%
17%
5%
28%
1 day 7 day 14 day 30 day
Setting Your Attribution Windows
Identifier Attribution Window
The allowed period of time between
click/impression and conversion to use the
unique identifier matching method.
For each of your advertising partners you can set the following
windows for both click and impressions:
Re-engagement Window
The allowed period of time between a completed
prior in-app event and the completion of the next
in-app event.
Fingerprint Attribution Window
The allowed period of time between
click/impression and conversion to use
the device fingerprinting method.
Install Referrer Attribution Window
The allowed period of time between
click/impression and conversion to use the
Google Play Install Referrer method.
Click ID Attribution Window
The allowed period of time between
click/impression and conversion to use the
Open URL with click ID method.
Impression Attribution View Percentage
(View-through Attribution setting must be
toggled to On)
The percentage of a view/impression
required before attribution will occur.
Potential Downsides to Longer Attribution Lengths
The user downloaded the app but waited several days (e.g. 20 days) to open
the app. Since third-party analytic providers can only track installs on first app
open (not on download), the install would be tracked on the 20th day after the
actual download.
The user had some other influence to download and install the app. For
example, an advertising partner shows an ad to a user and gets them to click
(in some cases mistakenly). 20 days later, a friend of the user who uses the
mobile app encourages them to download and install the mobile app. When
the user installs the app we have no way of knowing about the friend’s
persuasion and we would only have record of the last click and the install
would be attributed accordingly.
There are two potential reasons that this
occurs:
Calculate Total Contributions which is the sum of
Attributed Installs, Install Assists, and Non-windowed
Install Contributions.
Calculate Install (Conversion) Rates and CPI (Cost per
Install) using Total Contributions which will allow you
to compare apples to apples within a 30 day period.
If you prefer to measure installs at a shorter attribution
length, then check with the advertising partner to see if
it can be negotiated. Only some integrated advertising
partners can attribute on a custom length. Please do
not short-change your advertising partner by setting a
shorter length that is not negotiated and/or agreed
upon.
You can analyze your
advertising partners’ total
effectiveness and compare them
to each other accurately by
using a normalized attribution
length. When analyzing
normalized installs and
determining attribution lengths,
remember the following:
Click Through
vs
View Through
DEFINITION
S
7 days
View-through
(Impression)
Click-through
(Click)
Identifier
Matching 0
7 days
Google Play
Install Referrer N/A
1 day
Device
Fingerprinting 0
7 days
Open URL
w/Click ID N/A
● Publisher 1 had an impression 1 day ago.
● The install occurred today.
Non-Windowed
Install Contributions
Install Assists
Attributed
Installs
Publisher
1Publisher 1
Installs Is View-through
INSTALL SCENARIO 1
11
● Publisher 1 had an impression 2 days ago.
● The install occurred today.
Non-Windowed
Install Contributions
Install Assists
Attributed
Installs
Publisher
1Publisher 1
Installs Is View-through
INSTALL SCENARIO 2
1
● Publisher 1 had an impression 1 day ago.
● Publisher 2 had a click 5 hours ago.
● The install occurred today.
Non-Windowed
Install Contributions
Install Assists
Attributed
Installs
Publisher
1
1
Publisher 1
Installs Is View-through
1Publisher 2
INSTALL SCENARIO 3
1
● Publisher 1 had a click 5 days ago and has their attribution
window set to 7 days.
● Publisher 2 had a click 3 days ago and has their attribution
window for impressions set to 7 days.
● The install occurred 2 days ago.
● Publisher 3 had an impression 1 day ago.
● Publisher 4 had a click today.
Non-Windowed
Install Contributions
Install Assists
Attributed
Installs
Publisher
Publisher 1
Installs Is View-through
Publisher 2
Publisher 3
Publisher 4
INSTALL SCENARIO 4
● Publisher 1 had a click 5 days ago and has their attribution
window set to 7 days.
● Publisher 2 had a click 3 days ago and has their attribution
window for impressions set to 7 days.
● The install occurred 2 days ago.
● Publisher 3 had an impression 1 day ago.
● Publisher 4 had a click today.
Non-Windowed
Install Contributions
Install Assists
Attributed
Installs
Publisher
1
1
Publisher 1
Installs Is View-through
1Publisher 2
Publisher 3
Publisher 4
INSTALL SCENARIO 4
?
● Attributed Installs vs Install Assists
● Creating Awareness vs Driving
Conversions
● Install rates vs Conversions
● Click Through vs View Through
● Long Attribution lengths vs Short
Attribution Lengths
What we’re talking about today:
Hi
Jennifer Wong
Dir of Product Marketing
HasOffers | MobileAppTracking
Jennifer@hasoffers.com
@Jenerationy
THANK YOU!

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Multi-Touch Attribution Analytics - Mobile Acquisition Unlocked #GrowMAU

  • 2. Hi Jennifer Wong Dir of Product Marketing HasOffers | MobileAppTracking @Jenerationy
  • 4. Dive deep into the relationships between your multiple advertising partners and their interactions with your audience. Insight into multi-touch attribution empowers you to: And let’s not forget, prevent you from paying for duplicate installs! Make better marketing decisions based on a more complete picture of an advertising partner’s full impact.
  • 5. ● Attributed Installs vs Install Assists ● Creating Awareness vs Driving Conversions ● Install rates vs Conversions ● Click Through vs View Through ● Long Attribution lengths vs Short Attribution Lengths What we’re talking about today:
  • 6. Installs: New users that open the app for the first time. Attributed Installs: Publisher with the last click, within the attribution window for the publisher. Install Assists: Publisher(s) with a click prior to the last click, within the attribution window for the publisher. Publisher Install Contributions : The total number of installs for which the publisher was involved (Attributed Installs + Install Assists). Non-windowed Install Contributions: Publisher(s) with a click within 30 days but outside of the attribution window for the publisher. DEFINITION S
  • 8. Install Contributions 498 Install Assists 47 You were Last-click Attributed Installs 451 Your Click 65760 You were not Last-click Install Contributions Install Assists Attributed Installs 47 Clicks Unique Contributions Rate Assist Rate Clicks 0.09% 498 0.92%0.83%5423365752iPhone Mobile App
  • 9. INSTALL SCENARIO 1 ● Publisher 1 had a click 6 days ago and their attribution window is set to 7 days. ● The install occurred today. Publisher Install ContributionsInstall AssistsAttributed InstallsPublisher 1Publisher 1 1
  • 10. INSTALL SCENARIO 2 ● Publisher 1 had a click 6 days ago and their attribution window is set to 7 days. ● Publisher 2 had a click 5 days ago and their attribution window is also set to 7 days. ● The install occurred today. Publisher Install ContributionsInstall AssistsAttributed InstallsPublisher 11Publisher 1 1Publisher 2 1
  • 11. ● Publisher 1 had a click 6 days ago and their attribution window is set to 7 days. ● Publisher 2 had a click 5 days ago and their attribution window is also set to 7 days. ● Publisher 3 had a click 1 day ago and their attribution window is also set to 7 days as well. ● The install occurred today. INSTALL SCENARIO 3 Publisher Install ContributionsInstall AssistsAttributed InstallsPublisher Publisher 1 Publisher 2 Publisher 3?
  • 12. ● Publisher 1 had a click 6 days ago and their attribution window is set to 7 days. ● Publisher 2 had a click 5 days ago and their attribution window is also set to 7 days. ● Publisher 3 had a click 1 day ago and their attribution window is also set to 7 days as well. ● The install occurred today. INSTALL SCENARIO 3 Publisher Install ContributionsInstall AssistsAttributed InstallsPublisher 11Publisher 1 11Publisher 2 11Publisher 3
  • 13. Publisher Install ContributionsInstall AssistsAttributed Installs 11010100Ad Partner 1 25050200Ad Partner 2 500400100Ad Partner 3 860460400Total
  • 15. The Importance of Analyzing Additional Install Interactions ● Uniqueness of advertising partner’s traffic sources ● Whether an advertising partner is missing out on credit for installs due to last-click attribution ● Duplication / overlap between advertising partners ● Focus of advertising partners’ campaigns on awareness vs. direct response ● Full impact of advertising partners’ campaigns Analyzing Install Assists can provide insight on:
  • 16. Install Assist Quantity – Is More Better? 1 RTB 2 Applifier 3 Vungle 4 Ampush 5 RevMob 6 PlayHaven 7 Millennial 8 InMobi 9 Airpush Install Assists Rank Advertising Partner
  • 17. Overlap – Relationship Between the Install and the Assist Install Assists Attributed Installs OVERLAP UNIQUE
  • 18. Evaluate Different Campaign Goals: Awareness vs. Direct Response 100 Attributed Installs / 10 Install Assists = 1000% An advertising partner great at direct response would look like this: An advertising partner great at awareness would look like this since other advertising partners better at direct response would be getting attributed with the install by having the last click: 100 Attributed Installs / 400 Install Assists = 25%
  • 19. Install Assist Ratio – Creating Awareness vs. Driving Conversions Assist Ratio = Install Assists / (Attributed Installs + Install Assists) Assist Ratio Rank ad network Assist Ratio 1 VisualTAP 32% 2 RevMob 31% 3 Moboqo 28% 4 RTB.com 27% 5 Altrooz 25% 6 Applifier 23% 7 Vungle 11% 8 Millennial 11% 9 DSNR Media Group 10% 10 HeyZap 9%
  • 20.
  • 22. Non-Windowed Install Contributions While Install Assists are defined as clicks within a specified attribution window but it's not the last-click before install, Non- windowed Install Contributions are either: The last click before the install but outside of the attribution window An Install Assist outside of the attribution window OR
  • 25. ● Publisher 1 had a click 20 days ago and their attribution window is set to 14 days. ● The install occurred today with no other click. NON-WINDOWED INSTALL CONTRIBUTION SCENARIO 1 Non-Windowed Install Contributions Install Assists Attributed Installs Publisher 1Publisher 1 Installs
  • 26. ● Publisher 1 had a click 20 days ago and their attribution window is set to 14 days. ● Publisher 2 had a click 7 days ago and their attribution window is also set to 7 days. ● The install occurred today. NON-WINDOWED INSTALL CONTRIBUTION SCENARIO 2 Non-Windowed Install Contributions Install Assists Attributed Installs Publisher 1Publisher 1 Installs 1Publisher 2 Publisher 3 1
  • 27. ● Publisher 1 had a click 20 days ago and their attribution window is set to 14 days. ● Publisher 2 had a click 7 days ago and their attribution window is also set to 7 days. ● Publisher 3 had a click 1 day ago and their attribution window is also set to 7 days as well. ● The install occurred today. NON-WINDOWED INSTALL CONTRIBUTION SCENARIO 3 Non-Windowed Install Contributions Install Assists Attributed Installs Publisher Publisher 1 Installs Publisher 2 Publisher 3?
  • 28. ● Publisher 1 had a click 20 days ago and their attribution window is set to 14 days. ● Publisher 2 had a click 7 days ago and their attribution window is also set to 7 days. ● Publisher 3 had a click 1 day ago and their attribution window is also set to 7 days as well. ● The install occurred today. NON-WINDOWED INSTALL CONTRIBUTION SCENARIO 3 Non-Windowed Install Contributions Install Assists Attributed Installs Publisher 1 1Publisher 1 Installs 1 Publisher 2 Publisher 3 1
  • 29. Normalizing Measurement of App Installs How, from a measurement perspective, do you compare and credit your various advertising partners if they are using various standards, e.g. a different attribution length?
  • 31. Clicks 2000 2000 Attributed Installs 300 500 Cost 500 500 Install Rate 15% 25% CPI $1.67 $1.00 AD PARTNER 1 AD PARTNER 2
  • 32. AD PARTNER 1 AD PARTNER 2 Clicks 2000 2000 Attributed Installs 300 500 Install Assists 10 10 Non-windowed Install Contributions 300 2 Total Contributions 610 512 Cost 500 500 Install Rate 15% 25% CPI $0.82 $0.98
  • 33. SURVEY: MAT Integrated Advertising Partner Attribution Lengths 50% 39% 17% 5% 28% 1 day 7 day 14 day 30 day
  • 34. Setting Your Attribution Windows Identifier Attribution Window The allowed period of time between click/impression and conversion to use the unique identifier matching method. For each of your advertising partners you can set the following windows for both click and impressions: Re-engagement Window The allowed period of time between a completed prior in-app event and the completion of the next in-app event. Fingerprint Attribution Window The allowed period of time between click/impression and conversion to use the device fingerprinting method. Install Referrer Attribution Window The allowed period of time between click/impression and conversion to use the Google Play Install Referrer method. Click ID Attribution Window The allowed period of time between click/impression and conversion to use the Open URL with click ID method. Impression Attribution View Percentage (View-through Attribution setting must be toggled to On) The percentage of a view/impression required before attribution will occur.
  • 35. Potential Downsides to Longer Attribution Lengths The user downloaded the app but waited several days (e.g. 20 days) to open the app. Since third-party analytic providers can only track installs on first app open (not on download), the install would be tracked on the 20th day after the actual download. The user had some other influence to download and install the app. For example, an advertising partner shows an ad to a user and gets them to click (in some cases mistakenly). 20 days later, a friend of the user who uses the mobile app encourages them to download and install the mobile app. When the user installs the app we have no way of knowing about the friend’s persuasion and we would only have record of the last click and the install would be attributed accordingly. There are two potential reasons that this occurs:
  • 36. Calculate Total Contributions which is the sum of Attributed Installs, Install Assists, and Non-windowed Install Contributions. Calculate Install (Conversion) Rates and CPI (Cost per Install) using Total Contributions which will allow you to compare apples to apples within a 30 day period. If you prefer to measure installs at a shorter attribution length, then check with the advertising partner to see if it can be negotiated. Only some integrated advertising partners can attribute on a custom length. Please do not short-change your advertising partner by setting a shorter length that is not negotiated and/or agreed upon. You can analyze your advertising partners’ total effectiveness and compare them to each other accurately by using a normalized attribution length. When analyzing normalized installs and determining attribution lengths, remember the following:
  • 38. DEFINITION S 7 days View-through (Impression) Click-through (Click) Identifier Matching 0 7 days Google Play Install Referrer N/A 1 day Device Fingerprinting 0 7 days Open URL w/Click ID N/A
  • 39. ● Publisher 1 had an impression 1 day ago. ● The install occurred today. Non-Windowed Install Contributions Install Assists Attributed Installs Publisher 1Publisher 1 Installs Is View-through INSTALL SCENARIO 1 11
  • 40. ● Publisher 1 had an impression 2 days ago. ● The install occurred today. Non-Windowed Install Contributions Install Assists Attributed Installs Publisher 1Publisher 1 Installs Is View-through INSTALL SCENARIO 2 1
  • 41. ● Publisher 1 had an impression 1 day ago. ● Publisher 2 had a click 5 hours ago. ● The install occurred today. Non-Windowed Install Contributions Install Assists Attributed Installs Publisher 1 1 Publisher 1 Installs Is View-through 1Publisher 2 INSTALL SCENARIO 3 1
  • 42. ● Publisher 1 had a click 5 days ago and has their attribution window set to 7 days. ● Publisher 2 had a click 3 days ago and has their attribution window for impressions set to 7 days. ● The install occurred 2 days ago. ● Publisher 3 had an impression 1 day ago. ● Publisher 4 had a click today. Non-Windowed Install Contributions Install Assists Attributed Installs Publisher Publisher 1 Installs Is View-through Publisher 2 Publisher 3 Publisher 4 INSTALL SCENARIO 4
  • 43. ● Publisher 1 had a click 5 days ago and has their attribution window set to 7 days. ● Publisher 2 had a click 3 days ago and has their attribution window for impressions set to 7 days. ● The install occurred 2 days ago. ● Publisher 3 had an impression 1 day ago. ● Publisher 4 had a click today. Non-Windowed Install Contributions Install Assists Attributed Installs Publisher 1 1 Publisher 1 Installs Is View-through 1Publisher 2 Publisher 3 Publisher 4 INSTALL SCENARIO 4 ?
  • 44. ● Attributed Installs vs Install Assists ● Creating Awareness vs Driving Conversions ● Install rates vs Conversions ● Click Through vs View Through ● Long Attribution lengths vs Short Attribution Lengths What we’re talking about today:
  • 45. Hi Jennifer Wong Dir of Product Marketing HasOffers | MobileAppTracking Jennifer@hasoffers.com @Jenerationy