how ad fraud impacts good publishers

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How Ad Fraud Impacts Good Publishers April 2017 Augustine Fou, PhD. [email protected] m 212. 203 .7239

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Page 1: How Ad Fraud Impacts Good Publishers

How Ad Fraud Impacts Good Publishers

April 2017Augustine Fou, [email protected] 212. 203 .7239

Page 2: How Ad Fraud Impacts Good Publishers

Ad Fraud Background

Page 3: How Ad Fraud Impacts Good Publishers

April 2017 / Page 3marketing.scienceconsulting group, inc.

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Digital ad fraud is profitable and scalable

Source: https://hbr.org/2015/10/why-fraudulent-ad-networks-continue-to-thrive

“the profit margin is 99% … [especially with pay-for-use cloud services ]…”

“highly lucrative, and profitable… with margins from 80% to 94%…”

“why stop at 10 ads on the page; why

not load 13,000 ads on the page”

131 ads on pageX

100 iframes=

13,100 ads /page

Source: Digital Citizens Alliance Study, Feb 2014

Page 4: How Ad Fraud Impacts Good Publishers

April 2017 / Page 4marketing.scienceconsulting group, inc.

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92% of impressions clearly fraudulentIncreased CPM

prices by 800%Reduced 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

Page 5: How Ad Fraud Impacts Good Publishers

April 2017 / Page 5marketing.scienceconsulting group, inc.

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Methbot stayed hidden for years

Source: Dec 2016 WhiteOps Discloses Methbot Research

“the largest ad fraud discovered to date, a single botnet, Methbot, steals $3 - $5 million per day, $2 billion annualized.”

1. Targets video ad inventory$13 average CPM, 10X higher than display ads

2. Disguised as good publishersPretending to be good publishers to cover tracks

3. Simulated human actionsActively faked clicks, mouse movements, page scrolling

4. Obfuscated data center originsData center bots pretended to be from residential IP addresses

Page 6: How Ad Fraud Impacts Good Publishers

April 2017 / Page 6marketing.scienceconsulting group, inc.

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Ad fraud is now the largest form of crime

$20 billion

CounterfeitGoods U.S.

$18 billion

Somalipirates

$70B 2016E Digital Ad Spending

Bank robberies

$38 million

$31 billionU.S. alone

$1 billion

ATM Malware

Payment Card Fraud 2015

$22 billion

Source: Nilson Report Dec 2016

Source: ICC, U.S. DHS, et.

al

Source: World Bank Study 2013

Source: Kaspersky 2015

$7 in $100$3 in $100

“this is a PER YEAR number”

Digital Ad Fraud

Source: IAB H1 2016

$44 in $100

Page 7: How Ad Fraud Impacts Good Publishers

Where is Ad Fraud Concentrated?

Page 8: How Ad Fraud Impacts Good Publishers

April 2017 / Page 8marketing.scienceconsulting group, inc.

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CPM/CPC buckets (91% of spend) is most targeted

Impressions(CPM/CPV)

Clicks(CPC)

Search27%

91% digital spend

Display10%

Video7%

Mobile47%

Leads(CPL)

Sales(CPA)

Lead Gen$2.0B

Other$5.0B

• classifieds• sponsorship• rich media

(89% in 2015)Source: IAB 1H 2016 Report

(86% in 2014)

Page 9: How Ad Fraud Impacts Good Publishers

April 2017 / Page 9marketing.scienceconsulting group, inc.

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Two key ingredients of CPM and CPC FraudImpression (CPM) Fraud

(includes mobile display, video ads)

1. Put up fake websites and load tons of display ads on the pages

Search Click (CPC) Fraud

(includes mobile search ads)

2. Use fake users (bots) to repeatedly load pages to generate fake ad impressions

1. Put up fake websites and participate in search networks

2. Use fake users (bots) to type keywords and click on them to generate the CPC revenue

screen shots of fake sites

Page 10: How Ad Fraud Impacts Good Publishers

Fake Websites(cash-out sites)

Page 11: How Ad Fraud Impacts Good Publishers

April 2017 / Page 11marketing.scienceconsulting group, inc.

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99% human pageviews on “sites you’ve heard of”

100% botpageviews on

“fraud sites”

99% of human pageviews are on

“sites you’ve heard of”

“real content that real humans want to read”

WSJESPN

NYTimesReuters

CBSSports

1% of human pageviews are on

“long tail sites”

“niche content that some humans want

to read”

top 1 million sitesnext 10 million sites318 million sites

Verisign reports 329 million domains registered by Q4 2016Source: http://www.verisign.com/en_US/domain-names/dnib/index.xhtml

Page 12: How Ad Fraud Impacts Good Publishers

April 2017 / Page 12marketing.scienceconsulting group, inc.

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Countless fraud sites made by template

100% bot

Page 13: How Ad Fraud Impacts Good Publishers

Fake Visitors(bots)

Page 14: How Ad Fraud Impacts Good Publishers

April 2017 / Page 14marketing.scienceconsulting group, inc.

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Bots are automated browsers used for fraud

Headless BrowsersSeleniumPhantomJSZombie.jsSlimerJS

Mobile Simulators35 listed

Page 15: How Ad Fraud Impacts Good Publishers

April 2017 / Page 15marketing.scienceconsulting group, inc.

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Bots range in sophistication, and therefore cost

Javascript installed on webpage

Malware on PCsData Center BotsOn-Page BotsHeadless browsers

in data centersMalware installed on

humans’ devices

Less sophisticated More sophisticated

Source: AdAge/Augustine Fou, Mar 2014 Source: Forensiq Source: Augustine Fou, Oct 2015

“official industry lists catch NONE of these bots”

1 cent CPMsLoad pages, click

10 cent CPMsFake scroll, mouse movement, click

1 dollar CPMsReplay human-like mouse movements, clone cookies

Page 16: How Ad Fraud Impacts Good Publishers

“The equation of ad fraud is simple: buy traffic for $1 CPMs, sell ads for $10 CPMs; pocket $9 of pure profit.”

Page 17: How Ad Fraud Impacts Good Publishers

April 2017 / Page 17marketing.scienceconsulting group, inc.

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How Ad Fraud HarmsGood Publishers

Page 18: How Ad Fraud Impacts Good Publishers

April 2017 / Page 18marketing.scienceconsulting group, inc.

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What I heard from Publishers

“Ad fraud doesn’t affect us”

“I wasn’t really aware of bots and fraud”

“Our SSP has an anti-fraud vendor”

“we checked, we have very low bots”

Page 19: How Ad Fraud Impacts Good Publishers

April 2017 / Page 19marketing.scienceconsulting group, inc.

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Fraud siphons 1/2 of dollars out of ecosystem

Advertisers “ad spend” in digital nearly $70B in 2016

Publishers are left with only 1/2 of the dollars

Bad Guyssiphon 1/2 of ad spend OUT of the ecosystem

• Advertisers have lower ROI• Publishers have lower revenues

1/2

1/2

Usersuse ad blocking and need

to protect themselves

Page 20: How Ad Fraud Impacts Good Publishers

April 2017 / Page 20marketing.scienceconsulting group, inc.

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Good publishers left with little revenue

Source: IAB 2016 FY

Search Spend$35 $28

$29

Display Spend Other

$16$25

$6

Google Search FB+GOOG Display

$7.9 $7.2$1.5

$3.3B - What’s left for good publishers

Source: WhiteOps ANA 2016

Source: WhiteOps Methbot

“there’s at least a 4X upside, if we clean up the fraud”

CPC Fraud CPM Fraud

Source: eMarketer March 2017

2016

Page 21: How Ad Fraud Impacts Good Publishers

April 2017 / Page 21marketing.scienceconsulting group, inc.

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How ad revenue is diverted away

1. Bot visits good publisher site to collect “cookie”

2. Bot then visits fake sites to cause ad impressions to load there; those sites make the ad revenue

www.nejm.org healthsiteproductionalways.com

FOR EXAMPLE ONLY

Page 22: How Ad Fraud Impacts Good Publishers

April 2017 / Page 22marketing.scienceconsulting group, inc.

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How profit margins are depressed

www.nejm.org healthsiteproductionalways.com

$100 CPMs $0.10 CPMsvs

“Media agencies want to buy more of the low-cost stuff to lower their average costs.”

FOR EXAMPLE ONLY

Page 23: How Ad Fraud Impacts Good Publishers

“Are you buying ‘traffic’ or ‘inventory’? There’s plenty of

that … at low cost, even.”

“Real human audiences are scarce and valuable.”

Page 24: How Ad Fraud Impacts Good Publishers

April 2017 / Page 24marketing.scienceconsulting group, inc.

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http://www.olay.com/skin-care-products/OlayPro-X?utm_source=msn&utm_medium=cpc&utm_campaign=Olay_Search_Desktop

Brand risk when bad guys cover tracks

Click thru URL passes fake source “utm_source=msn”

to ‘launder’ the domain

buy eye cream online(expensive CPC keyword)

1. Fake site that carries search ads

Olay.com ad in #1 position

2. search ad served, fake click

Destination pagefake source declared

3. Click through to destination page

Page 25: How Ad Fraud Impacts Good Publishers

April 2017 / Page 25marketing.scienceconsulting group, inc.

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Premium audiences stolen by cookie matching

specialized audience:oncologists

jco.ascopubs.org

specialized audience can be targeted elsewhere

“cookie matching”(by placing javascript on your site)

FOR EXAMPLE ONLY

Page 26: How Ad Fraud Impacts Good Publishers

April 2017 / Page 26marketing.scienceconsulting group, inc.

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Bad measurements wrongly accuse publishers

Publisher does not have 90% bots and never had

“you have low viewability”

“you have 90% bots”• We want a refund• We won’t pay• We want make-goods

Page 27: How Ad Fraud Impacts Good Publishers

April 2017 / Page 27marketing.scienceconsulting group, inc.

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Unfair fight because bad guys cheat“Bad guys have higher (fake) viewability”

AD

Bad guys cheat by stacking all ads above the fold to fake 100% viewability

Good guys have to array ads on the page – e.g. lower average viewability.

Page 28: How Ad Fraud Impacts Good Publishers

April 2017 / Page 28marketing.scienceconsulting group, inc.

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Cybersecurity risks of 3rd party javascript

Source: https://www.exchangewire.com/blog/2016/05/19/%E2%80%8Bon-site-javascript-trackers-open-gaping-security-holes/

Page 29: How Ad Fraud Impacts Good Publishers

Current State of NHT Detection

Page 30: How Ad Fraud Impacts Good Publishers

April 2017 / Page 30marketing.scienceconsulting group, inc.

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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

10,000bots observed

in the wild

Page 31: How Ad Fraud Impacts Good Publishers

April 2017 / Page 31marketing.scienceconsulting group, inc.

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Limitations of current NHT detectionIn-Ad

(ad iframes)On-Site

(publishers’ sites)

• Used by advertisers to measure ad impressions

• Limitations – tag is in foreign iframe, can’t look outside of iframe

ad tag / pixel(in-ad measurement)

javascript embed(on-site measurement)

In-Network (ad exchange)

• Used by publishers to measure visitors to pages

• Limitations – most detailed data about characteristics of visitors

• Used by exchanges to screen bid requests

• Limitations – least info, relies on blacklists or probabilistic algorithms

ad served

bot

human

fraud site

good site

Page 32: How Ad Fraud Impacts Good Publishers

April 2017 / Page 32marketing.scienceconsulting group, inc.

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5% bots doesn’t mean 95% humans

good publishers

ad exchanges/networks

volume bars (green)

Stacked percentBlue (human)Red (bots)

red v blue trendlines

Page 33: How Ad Fraud Impacts Good Publishers

Case Examples

Page 34: How Ad Fraud Impacts Good Publishers

April 2017 / Page 34marketing.scienceconsulting group, inc.

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Good publishers taking action to reduce bots

Publisher 1 – stopped buying traffic

Publisher 2 – filtered data center traffic

Page 35: How Ad Fraud Impacts Good Publishers

April 2017 / Page 35marketing.scienceconsulting group, inc.

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Publishers filtering bots – on-site vs in-ad

On-Site measurement, bots are still coming

In-Ad measurement, bots and data centers filtered

10% red

-7% (filter)

3% red

Page 36: How Ad Fraud Impacts Good Publishers

April 2017 / Page 36marketing.scienceconsulting group, inc.

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About the Author

April 2017Augustine Fou, [email protected] 212. 203 .7239

Page 37: How Ad Fraud Impacts Good Publishers

April 2017 / Page 37marketing.scienceconsulting group, inc.

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Dr. Augustine Fou – Independent Ad Fraud Researcher2013

2014

Follow me on LinkedIn (click) and on Twitter @acfou (click)

Further reading:http://www.slideshare.net/augustinefou/presentationshttps://www.linkedin.com/today/author/augustinefou

2016

2015

Page 38: How Ad Fraud Impacts Good Publishers

April 2017 / Page 38marketing.scienceconsulting group, inc.

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Harvard Business Review – October 2015

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.