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Procurement Should Step In
to Help Reduce Ad Fraud
April 2017
Augustine Fou, PhD.
acfou@mktsci.com
212. 203 .7239
April 2017 / Page 1marketing.scienceconsulting group, inc.
linkedin.com/in/augustinefou
What is ad fraud ?
Ad Fraud = ad impressions caused
by bots, not seen by humans
Impressions
(CPM) Fraud
(includes mobile display, video ads)
Search Clicks
(CPC) Fraud
(includes mobile search ads)
April 2017 / Page 2marketing.scienceconsulting group, inc.
linkedin.com/in/augustinefou
Advertisers’ budgets diverted to fake sites
$40 billion
Display Spend
$21
FB+GOOG Display
$11E
CPM Fraud
$8
100% bot traffic
“fraud (cash out) sites”
• No content
• Stolen content
• Fake content
low CPMs
higher CPMs
“sites with real content that
real humans want to read”
Source: DCN/ WhiteOps 2015
April 2017 / Page 3marketing.scienceconsulting group, inc.
linkedin.com/in/augustinefou
Fake sites have no content, no humans
Identical sites
made by template
Alphanumeric
domains
So they can sell ad
“inventory” at low prices
Source: Sadbottrue.com
April 2017 / Page 4marketing.scienceconsulting group, inc.
linkedin.com/in/augustinefou
“sites that carry ads”
There’s 15X more fake sites, than good
Source: Verisign, Q4 2016
329M
domains
$83B
digital
Google
Search
FB+GOOG
Display
$29
billion
“sites you’ve heard of”
WSJ
ESPN
NYTimes
Economist
Reuters
Elle
top 1 million + next 10 million
159 million
carry adsno ads
3%
“Digital spend outside
of Google/Facebook”
Fraud is successful …
April 2017 / Page 6marketing.scienceconsulting group, inc.
linkedin.com/in/augustinefou
Fake sites successfully sell ads… how?
100% viewability
(fake)
AD
Stack ads all
above the fold to
trick detection
0% NHT
(fake)
Buy traffic that is
guaranteed to
pass fraud filters
clean placement
(fake)
Pass fake source
or forge fake
placement details
http://www.olay.co
m/skin-care-
products/OlayPro-
X?utm_source=elle
&utm_medium=dis
play
+ +
“by tricking measurement and reporting”
April 2017 / Page 7marketing.scienceconsulting group, inc.
linkedin.com/in/augustinefou
But only humans convert, bots don’t …
Measure
Ads
Measure
Arrivals
Measure
Conversions
346
1743
5
156
A
B
30X more human
conversion events
• More arrivals
• Better quality
more humans (blue)
good publishers
low-cost media,
ad exchanges
April 2017 / Page 8marketing.scienceconsulting group, inc.
linkedin.com/in/augustinefou
Case in point… Chase
“JPMorgan had already decided
last year to oversee its own
programmatic buying operation.
Advertisements for JPMorgan
Chase were appearing on about
400,000 websites a month. [But]
only 12,000, or 3 percent, led to
activity beyond an impression.
[Then, Chase] limited its display
ads to about 5,000 websites. We
haven’t seen any deterioration on
our performance metrics,” Ms.
Lemkau said.”
“99% reduction in ‘reach’ … Same Results.”
Source: NYTimes, March 29, 2017
(because it wasn’t real, human reach)
April 2017 / Page 9marketing.scienceconsulting group, inc.
linkedin.com/in/augustinefou
Beware mobile… MORE rampant fraud
Bad apps load impressions
in background, not in use
Source: Forensiq
Fake mobile devices install
apps and interact w/ them
Download and Install
Launch and Interact
“more money; less measurable”
What can procurement do?
April 2017 / Page 11marketing.scienceconsulting group, inc.
linkedin.com/in/augustinefou
Focus on real, human conversions
Organic sources
have more humans
(dark blue)
Conversion actions (calls)
are well correlated to
humans; bots don’t call
April 2017 / Page 12marketing.scienceconsulting group, inc.
linkedin.com/in/augustinefou
Measure for humans in all campaigns
Lower quality paid sources
mean higher cost per human
acquired – like 11X the cost.
Sources of different
quality send widely
different amounts of
humans to landing pages.
April 2017 / Page 13marketing.scienceconsulting group, inc.
linkedin.com/in/augustinefou
Actively reduce bots/fraud in-flight
Launch Week 3 onwardWeeks 1-2
Initial baseline
measurement
Measurement after
first optimization
After eliminating several
“problematic” networks
April 2017 / Page 14marketing.scienceconsulting group, inc.
linkedin.com/in/augustinefou
Verify analytics, look for anomalies
click on links
load webpages tune bounce rate
tune pages/visit
“bad guys’ bots are advanced enough to fake most metrics”
April 2017 / Page 15marketing.scienceconsulting group, inc.
linkedin.com/in/augustinefou
Insist on line-item details from vendors
Line item details
Overall average
9.4% CTR
“fraud hides easily
in averages”
“line item details
reveal obvious fraud”
Current Fraud Detection
Can’t Catch it
April 2017 / Page 17marketing.scienceconsulting group, inc.
linkedin.com/in/augustinefou
Fraud bots are NOT on any list
user-agents.org
bad guys’ bots
2%
and “on the wane”
Source: GroupM, Feb 2017
bot list-matching
4%
Source: IAB Australia, Mar 2017
400
bot names in list
“not on any list”
disguised as popular
browsers – Internet
Explorer; constantly
adapting to avoid
detection
10,000
bots observed
in the wild
April 2017 / Page 18marketing.scienceconsulting group, inc.
linkedin.com/in/augustinefou
In-ad measurements could be entirely wrong
Publisher Webpage
publisher.com
Foreign Ad iFrames
adserver.com
Cross-domain (XSS) security
restrictions mean iframe cannot:
• read content in parent frame
• detect actions in parent frame
• see where it is on the page
(above- or below- fold)
• detect characteristics of the
parent page
1x1 pixel
js ad tags
ride along
inside iframe
incorrectly reported as
100% viewable
April 2017 / Page 19marketing.scienceconsulting group, inc.
linkedin.com/in/augustinefou
Methbot stayed hidden for years
Source: Dec 2016 WhiteOps Discloses Methbot Research
“Methbot, steals $2 billion annualized;
and it avoided detection for years.”
1. Targeted video ad inventory
$13 average CPM, 10X
higher than display ads
2. Disguised as good publishers
Pretending to be good
publishers to cover tracks
3. Simulated human actions
Actively faked clicks, mouse
movements, page scrolling
4. Obfuscated data center origins
Data center bots pretended to
be from residential IP addresses
April 2017 / Page 20marketing.scienceconsulting group, inc.
linkedin.com/in/augustinefou
Fraud comes in LARGE numbers…
Increased CPM prices
by 800%
Decreased impression
volume by 92%
Source: http://adexchanger.com/ad-exchange-news/6-months-after-fraud-cleanup-appnexus-shares-effect-on-its-exchange/
260 billion
20 billion
> $1.60
< 20 cents
“Having fraud DETECTION is not the
same as having fraud PROTECTION.”
“Let’s go fight some bad guys
together!”
April 2017 / Page 23marketing.scienceconsulting group, inc.
linkedin.com/in/augustinefou
About the Author
April 2017
Augustine Fou, PhD.
acfou@mktsci.com
212. 203 .7239
April 2017 / Page 24marketing.scienceconsulting group, inc.
linkedin.com/in/augustinefou
Dr. Augustine Fou – Independent Ad Fraud Researcher
2013
2014
Follow me on LinkedIn (click) and on Twitter
@acfou (click)
Further reading:
http://www.slideshare.net/augustinefou/presentations
https://www.linkedin.com/today/author/augustinefou
2016
2015
April 2017 / Page 25marketing.scienceconsulting group, inc.
linkedin.com/in/augustinefou
Harvard Business Review
Excerpt:
Hunting the Bots
Fou, a prodigy who earned a Ph.D. from MIT at
23, belongs to the generation that witnessed
the rise of digital marketers, having crafted his
trade at American Express, one of the most
successful American consumer brands, and at
Omnicom, one of the largest global advertising
agencies. Eventually stepping away from
corporate life, Fou started his own practice,
focusing on digital marketing fraud
investigation.
Fou’s experiment proved that fake traffic is
unproductive traffic. The fake visitors inflated
the traffic statistics but contributed nothing to
conversions, which stayed steady even after the
traffic plummeted (bottom chart). Fake traffic is
generated by “bad-guy bots.” A bot is computer
code that runs automated tasks.

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Procurement to Help Reduce Ad Fraud

  • 1. Procurement Should Step In to Help Reduce Ad Fraud April 2017 Augustine Fou, PhD. acfou@mktsci.com 212. 203 .7239
  • 2. April 2017 / Page 1marketing.scienceconsulting group, inc. linkedin.com/in/augustinefou What is ad fraud ? Ad Fraud = ad impressions caused by bots, not seen by humans Impressions (CPM) Fraud (includes mobile display, video ads) Search Clicks (CPC) Fraud (includes mobile search ads)
  • 3. April 2017 / Page 2marketing.scienceconsulting group, inc. linkedin.com/in/augustinefou Advertisers’ budgets diverted to fake sites $40 billion Display Spend $21 FB+GOOG Display $11E CPM Fraud $8 100% bot traffic “fraud (cash out) sites” • No content • Stolen content • Fake content low CPMs higher CPMs “sites with real content that real humans want to read” Source: DCN/ WhiteOps 2015
  • 4. April 2017 / Page 3marketing.scienceconsulting group, inc. linkedin.com/in/augustinefou Fake sites have no content, no humans Identical sites made by template Alphanumeric domains So they can sell ad “inventory” at low prices Source: Sadbottrue.com
  • 5. April 2017 / Page 4marketing.scienceconsulting group, inc. linkedin.com/in/augustinefou “sites that carry ads” There’s 15X more fake sites, than good Source: Verisign, Q4 2016 329M domains $83B digital Google Search FB+GOOG Display $29 billion “sites you’ve heard of” WSJ ESPN NYTimes Economist Reuters Elle top 1 million + next 10 million 159 million carry adsno ads 3% “Digital spend outside of Google/Facebook”
  • 7. April 2017 / Page 6marketing.scienceconsulting group, inc. linkedin.com/in/augustinefou Fake sites successfully sell ads… how? 100% viewability (fake) AD Stack ads all above the fold to trick detection 0% NHT (fake) Buy traffic that is guaranteed to pass fraud filters clean placement (fake) Pass fake source or forge fake placement details http://www.olay.co m/skin-care- products/OlayPro- X?utm_source=elle &utm_medium=dis play + + “by tricking measurement and reporting”
  • 8. April 2017 / Page 7marketing.scienceconsulting group, inc. linkedin.com/in/augustinefou But only humans convert, bots don’t … Measure Ads Measure Arrivals Measure Conversions 346 1743 5 156 A B 30X more human conversion events • More arrivals • Better quality more humans (blue) good publishers low-cost media, ad exchanges
  • 9. April 2017 / Page 8marketing.scienceconsulting group, inc. linkedin.com/in/augustinefou Case in point… Chase “JPMorgan had already decided last year to oversee its own programmatic buying operation. Advertisements for JPMorgan Chase were appearing on about 400,000 websites a month. [But] only 12,000, or 3 percent, led to activity beyond an impression. [Then, Chase] limited its display ads to about 5,000 websites. We haven’t seen any deterioration on our performance metrics,” Ms. Lemkau said.” “99% reduction in ‘reach’ … Same Results.” Source: NYTimes, March 29, 2017 (because it wasn’t real, human reach)
  • 10. April 2017 / Page 9marketing.scienceconsulting group, inc. linkedin.com/in/augustinefou Beware mobile… MORE rampant fraud Bad apps load impressions in background, not in use Source: Forensiq Fake mobile devices install apps and interact w/ them Download and Install Launch and Interact “more money; less measurable”
  • 12. April 2017 / Page 11marketing.scienceconsulting group, inc. linkedin.com/in/augustinefou Focus on real, human conversions Organic sources have more humans (dark blue) Conversion actions (calls) are well correlated to humans; bots don’t call
  • 13. April 2017 / Page 12marketing.scienceconsulting group, inc. linkedin.com/in/augustinefou Measure for humans in all campaigns Lower quality paid sources mean higher cost per human acquired – like 11X the cost. Sources of different quality send widely different amounts of humans to landing pages.
  • 14. April 2017 / Page 13marketing.scienceconsulting group, inc. linkedin.com/in/augustinefou Actively reduce bots/fraud in-flight Launch Week 3 onwardWeeks 1-2 Initial baseline measurement Measurement after first optimization After eliminating several “problematic” networks
  • 15. April 2017 / Page 14marketing.scienceconsulting group, inc. linkedin.com/in/augustinefou Verify analytics, look for anomalies click on links load webpages tune bounce rate tune pages/visit “bad guys’ bots are advanced enough to fake most metrics”
  • 16. April 2017 / Page 15marketing.scienceconsulting group, inc. linkedin.com/in/augustinefou Insist on line-item details from vendors Line item details Overall average 9.4% CTR “fraud hides easily in averages” “line item details reveal obvious fraud”
  • 18. April 2017 / Page 17marketing.scienceconsulting group, inc. linkedin.com/in/augustinefou Fraud bots are NOT on any list user-agents.org bad guys’ bots 2% and “on the wane” Source: GroupM, Feb 2017 bot list-matching 4% Source: IAB Australia, Mar 2017 400 bot names in list “not on any list” disguised as popular browsers – Internet Explorer; constantly adapting to avoid detection 10,000 bots observed in the wild
  • 19. April 2017 / Page 18marketing.scienceconsulting group, inc. linkedin.com/in/augustinefou In-ad measurements could be entirely wrong Publisher Webpage publisher.com Foreign Ad iFrames adserver.com Cross-domain (XSS) security restrictions mean iframe cannot: • read content in parent frame • detect actions in parent frame • see where it is on the page (above- or below- fold) • detect characteristics of the parent page 1x1 pixel js ad tags ride along inside iframe incorrectly reported as 100% viewable
  • 20. April 2017 / Page 19marketing.scienceconsulting group, inc. linkedin.com/in/augustinefou Methbot stayed hidden for years Source: Dec 2016 WhiteOps Discloses Methbot Research “Methbot, steals $2 billion annualized; and it avoided detection for years.” 1. Targeted video ad inventory $13 average CPM, 10X higher than display ads 2. Disguised as good publishers Pretending to be good publishers to cover tracks 3. Simulated human actions Actively faked clicks, mouse movements, page scrolling 4. Obfuscated data center origins Data center bots pretended to be from residential IP addresses
  • 21. April 2017 / Page 20marketing.scienceconsulting group, inc. linkedin.com/in/augustinefou Fraud comes in LARGE numbers… Increased CPM prices by 800% Decreased impression volume by 92% Source: http://adexchanger.com/ad-exchange-news/6-months-after-fraud-cleanup-appnexus-shares-effect-on-its-exchange/ 260 billion 20 billion > $1.60 < 20 cents
  • 22. “Having fraud DETECTION is not the same as having fraud PROTECTION.”
  • 23. “Let’s go fight some bad guys together!”
  • 24. April 2017 / Page 23marketing.scienceconsulting group, inc. linkedin.com/in/augustinefou About the Author April 2017 Augustine Fou, PhD. acfou@mktsci.com 212. 203 .7239
  • 25. April 2017 / Page 24marketing.scienceconsulting group, inc. linkedin.com/in/augustinefou Dr. Augustine Fou – Independent Ad Fraud Researcher 2013 2014 Follow me on LinkedIn (click) and on Twitter @acfou (click) Further reading: http://www.slideshare.net/augustinefou/presentations https://www.linkedin.com/today/author/augustinefou 2016 2015
  • 26. April 2017 / Page 25marketing.scienceconsulting group, inc. linkedin.com/in/augustinefou Harvard Business Review Excerpt: Hunting the Bots Fou, a prodigy who earned a Ph.D. from MIT at 23, belongs to the generation that witnessed the rise of digital marketers, having crafted his trade at American Express, one of the most successful American consumer brands, and at Omnicom, one of the largest global advertising agencies. Eventually stepping away from corporate life, Fou started his own practice, focusing on digital marketing fraud investigation. Fou’s experiment proved that fake traffic is unproductive traffic. The fake visitors inflated the traffic statistics but contributed nothing to conversions, which stayed steady even after the traffic plummeted (bottom chart). Fake traffic is generated by “bad-guy bots.” A bot is computer code that runs automated tasks.