SlideShare uma empresa Scribd logo
1 de 4
Ad Fraud By Type 
impressions 
clicks 
leads 
sales 
Est. Fraud Dollars 
Display 50% $4B 
Video 60% $2B 
Mobile 40% $2B 
Search 30% $6B 
$7B 
NOTE: “mobile” consists of display 
and search so part of the mobile spend 
is allocated to impression fraud and 
part to click fraud. 
$7B 
- 1 - Augustine Fou
Ad Fraud is Multi-tiered 
Mainstream sites with bot traffic 
• Legitimate publishers with real content that humans 
want to read 
• An unknown percentage of traffic is due to bots (good 
and malicious) 
Sites that “cheat” 
• Stacked ads, auto-refresh 
• High ad-load, low viewability 
• Purchased traffic, audience expansion 
Sites created for ad fraud 
• Created by template/algo 
• Enormous quantity of ads 
• All traffic/impressions from bots 
PUBLISHER 
FRAUD SITE 
user 
bot 
user 
crawler 
user 
bot 
bot 
bot 
bot 
bot 
bot 
bot 
Domain Level Fraud User Level Fraud 
- 2 - Augustine Fou
Dr. Augustine Fou – Digital Consigliere 
“I advise clients on optimizing 
advertising across all channels. One 
main area of focus is reducing ad waste 
due to fraud – fake impressions, clicks, 
leads, and sales.” 
FORMER CHIEF DIGITAL OFFICER, HCG (OMNICOM) 
MCKINSEY CONSULTANT 
CLIENT SIDE / AGENCY SIDE EXPERIENCE 
PROFESSOR AND COLUMNIST 
ENTREPRENEUR / SMALL BUSINESS OWNER 
PHD MATERIALS SCIENCE (MIT '95) AT AGE 23 
ClickZ Articles: http://bit.ly/augustine-fou-clickz 
Slideshares: http://bit.ly/augustine-fou-slideshares 
LinkedIn: http://linkd.in/augustinefou 
- 3 - Augustine Fou 
@acfou
Related Articles 
http://www.slideshare.net/augustinefou/the-good-guys-of- 
ad-fraud-2014-augustine-fou 
http://www.slideshare.net/augustinefou/motive-for-digital- 
ad-fraud-investigated-by-augustine-fou-31487332 
http://www.slideshare.net/augustinefou/video-ad-fraud-hidden- 
in-plain-sight-investigated-by-augustine-fou 
http://www.slideshare.net/augustinefou/search-ad-fraud- 
101-by-augustine-fou-technical-forensics 
- 4 - Augustine Fou

Mais conteúdo relacionado

Mais de Dr. Augustine Fou - Independent Ad Fraud Researcher

Mais de Dr. Augustine Fou - Independent Ad Fraud Researcher (20)

Impact of Loss of 3P Cookies on Publishers' Ad Revenue
Impact of Loss of 3P Cookies on Publishers' Ad RevenueImpact of Loss of 3P Cookies on Publishers' Ad Revenue
Impact of Loss of 3P Cookies on Publishers' Ad Revenue
 
Entire ecosystem supporting ad fraud 2018
Entire ecosystem supporting ad fraud 2018Entire ecosystem supporting ad fraud 2018
Entire ecosystem supporting ad fraud 2018
 
Digital Media Trust Collaborative
Digital Media Trust CollaborativeDigital Media Trust Collaborative
Digital Media Trust Collaborative
 
Programmatic reach analysis 2021
Programmatic reach analysis 2021Programmatic reach analysis 2021
Programmatic reach analysis 2021
 
2021 update on ad fraud brand safety privacy
2021 update on ad fraud brand safety privacy2021 update on ad fraud brand safety privacy
2021 update on ad fraud brand safety privacy
 
Browser and OS Share Jan 2021
Browser and OS Share Jan 2021Browser and OS Share Jan 2021
Browser and OS Share Jan 2021
 
Checking abnormal referrer traffic in google analytics
Checking abnormal referrer traffic in google analyticsChecking abnormal referrer traffic in google analytics
Checking abnormal referrer traffic in google analytics
 
History and Impact of Digital Ad Fraud
History and Impact of Digital Ad FraudHistory and Impact of Digital Ad Fraud
History and Impact of Digital Ad Fraud
 
Digital Fraud Viewability Benchmarks Q4 2020
Digital Fraud Viewability Benchmarks Q4 2020Digital Fraud Viewability Benchmarks Q4 2020
Digital Fraud Viewability Benchmarks Q4 2020
 
What CFEs can do about digital ad fraud
What CFEs can do about digital ad fraudWhat CFEs can do about digital ad fraud
What CFEs can do about digital ad fraud
 
Four types of digital ad spend updated august 2020
Four types of digital ad spend updated august 2020Four types of digital ad spend updated august 2020
Four types of digital ad spend updated august 2020
 
How to Use FouAnalytics For Marketers
How to Use FouAnalytics   For MarketersHow to Use FouAnalytics   For Marketers
How to Use FouAnalytics For Marketers
 
FouAnalytics DIY site media analytics fraud detection baked in
FouAnalytics DIY site media analytics fraud detection baked inFouAnalytics DIY site media analytics fraud detection baked in
FouAnalytics DIY site media analytics fraud detection baked in
 
Investigating digital ad fraud spi virtual meeting
Investigating digital ad fraud   spi virtual meetingInvestigating digital ad fraud   spi virtual meeting
Investigating digital ad fraud spi virtual meeting
 
Fraud by Browser Study
Fraud by Browser StudyFraud by Browser Study
Fraud by Browser Study
 
Digital Ad Fraud FAQ Question 1
Digital Ad Fraud FAQ Question 1Digital Ad Fraud FAQ Question 1
Digital Ad Fraud FAQ Question 1
 
Digital ad dollars trickle down chart
Digital ad dollars trickle down chartDigital ad dollars trickle down chart
Digital ad dollars trickle down chart
 
Botnets used for ad fraud spam ddos attacks
Botnets used for ad fraud spam ddos attacksBotnets used for ad fraud spam ddos attacks
Botnets used for ad fraud spam ddos attacks
 
Marketer Outcomes Study
Marketer Outcomes StudyMarketer Outcomes Study
Marketer Outcomes Study
 
Ad fraud update for publishers Feb 2020
Ad fraud update for publishers Feb 2020Ad fraud update for publishers Feb 2020
Ad fraud update for publishers Feb 2020
 

Último

₹5.5k {Cash Payment}New Friends Colony Call Girls In [Delhi NIHARIKA] 🔝|97111...
₹5.5k {Cash Payment}New Friends Colony Call Girls In [Delhi NIHARIKA] 🔝|97111...₹5.5k {Cash Payment}New Friends Colony Call Girls In [Delhi NIHARIKA] 🔝|97111...
₹5.5k {Cash Payment}New Friends Colony Call Girls In [Delhi NIHARIKA] 🔝|97111...Diya Sharma
 
AWS Community DAY Albertini-Ellan Cloud Security (1).pptx
AWS Community DAY Albertini-Ellan Cloud Security (1).pptxAWS Community DAY Albertini-Ellan Cloud Security (1).pptx
AWS Community DAY Albertini-Ellan Cloud Security (1).pptxellan12
 
Call Girls In Saket Delhi 💯Call Us 🔝8264348440🔝
Call Girls In Saket Delhi 💯Call Us 🔝8264348440🔝Call Girls In Saket Delhi 💯Call Us 🔝8264348440🔝
Call Girls In Saket Delhi 💯Call Us 🔝8264348440🔝soniya singh
 
VIP Kolkata Call Girl Dum Dum 👉 8250192130 Available With Room
VIP Kolkata Call Girl Dum Dum 👉 8250192130  Available With RoomVIP Kolkata Call Girl Dum Dum 👉 8250192130  Available With Room
VIP Kolkata Call Girl Dum Dum 👉 8250192130 Available With Roomdivyansh0kumar0
 
Enjoy Night⚡Call Girls Dlf City Phase 3 Gurgaon >༒8448380779 Escort Service
Enjoy Night⚡Call Girls Dlf City Phase 3 Gurgaon >༒8448380779 Escort ServiceEnjoy Night⚡Call Girls Dlf City Phase 3 Gurgaon >༒8448380779 Escort Service
Enjoy Night⚡Call Girls Dlf City Phase 3 Gurgaon >༒8448380779 Escort ServiceDelhi Call girls
 
Pune Airport ( Call Girls ) Pune 6297143586 Hot Model With Sexy Bhabi Ready...
Pune Airport ( Call Girls ) Pune  6297143586  Hot Model With Sexy Bhabi Ready...Pune Airport ( Call Girls ) Pune  6297143586  Hot Model With Sexy Bhabi Ready...
Pune Airport ( Call Girls ) Pune 6297143586 Hot Model With Sexy Bhabi Ready...tanu pandey
 
VIP Call Girls Kolkata Ananya 🤌 8250192130 🚀 Vip Call Girls Kolkata
VIP Call Girls Kolkata Ananya 🤌  8250192130 🚀 Vip Call Girls KolkataVIP Call Girls Kolkata Ananya 🤌  8250192130 🚀 Vip Call Girls Kolkata
VIP Call Girls Kolkata Ananya 🤌 8250192130 🚀 Vip Call Girls Kolkataanamikaraghav4
 
Russian Call girl in Ajman +971563133746 Ajman Call girl Service
Russian Call girl in Ajman +971563133746 Ajman Call girl ServiceRussian Call girl in Ajman +971563133746 Ajman Call girl Service
Russian Call girl in Ajman +971563133746 Ajman Call girl Servicegwenoracqe6
 
VIP Kolkata Call Girl Alambazar 👉 8250192130 Available With Room
VIP Kolkata Call Girl Alambazar 👉 8250192130  Available With RoomVIP Kolkata Call Girl Alambazar 👉 8250192130  Available With Room
VIP Kolkata Call Girl Alambazar 👉 8250192130 Available With Roomdivyansh0kumar0
 
Russian Call girls in Dubai +971563133746 Dubai Call girls
Russian  Call girls in Dubai +971563133746 Dubai  Call girlsRussian  Call girls in Dubai +971563133746 Dubai  Call girls
Russian Call girls in Dubai +971563133746 Dubai Call girlsstephieert
 
FULL ENJOY Call Girls In Mayur Vihar Delhi Contact Us 8377087607
FULL ENJOY Call Girls In Mayur Vihar Delhi Contact Us 8377087607FULL ENJOY Call Girls In Mayur Vihar Delhi Contact Us 8377087607
FULL ENJOY Call Girls In Mayur Vihar Delhi Contact Us 8377087607dollysharma2066
 
Russian Call Girls in Kolkata Ishita 🤌 8250192130 🚀 Vip Call Girls Kolkata
Russian Call Girls in Kolkata Ishita 🤌  8250192130 🚀 Vip Call Girls KolkataRussian Call Girls in Kolkata Ishita 🤌  8250192130 🚀 Vip Call Girls Kolkata
Russian Call Girls in Kolkata Ishita 🤌 8250192130 🚀 Vip Call Girls Kolkataanamikaraghav4
 
Radiant Call girls in Dubai O56338O268 Dubai Call girls
Radiant Call girls in Dubai O56338O268 Dubai Call girlsRadiant Call girls in Dubai O56338O268 Dubai Call girls
Radiant Call girls in Dubai O56338O268 Dubai Call girlsstephieert
 
AlbaniaDreamin24 - How to easily use an API with Flows
AlbaniaDreamin24 - How to easily use an API with FlowsAlbaniaDreamin24 - How to easily use an API with Flows
AlbaniaDreamin24 - How to easily use an API with FlowsThierry TROUIN ☁
 
Delhi Call Girls Rohini 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
Delhi Call Girls Rohini 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip CallDelhi Call Girls Rohini 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
Delhi Call Girls Rohini 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Callshivangimorya083
 
Networking in the Penumbra presented by Geoff Huston at NZNOG
Networking in the Penumbra presented by Geoff Huston at NZNOGNetworking in the Penumbra presented by Geoff Huston at NZNOG
Networking in the Penumbra presented by Geoff Huston at NZNOGAPNIC
 
On Starlink, presented by Geoff Huston at NZNOG 2024
On Starlink, presented by Geoff Huston at NZNOG 2024On Starlink, presented by Geoff Huston at NZNOG 2024
On Starlink, presented by Geoff Huston at NZNOG 2024APNIC
 
Hot Call Girls |Delhi |Hauz Khas ☎ 9711199171 Book Your One night Stand
Hot Call Girls |Delhi |Hauz Khas ☎ 9711199171 Book Your One night StandHot Call Girls |Delhi |Hauz Khas ☎ 9711199171 Book Your One night Stand
Hot Call Girls |Delhi |Hauz Khas ☎ 9711199171 Book Your One night Standkumarajju5765
 

Último (20)

₹5.5k {Cash Payment}New Friends Colony Call Girls In [Delhi NIHARIKA] 🔝|97111...
₹5.5k {Cash Payment}New Friends Colony Call Girls In [Delhi NIHARIKA] 🔝|97111...₹5.5k {Cash Payment}New Friends Colony Call Girls In [Delhi NIHARIKA] 🔝|97111...
₹5.5k {Cash Payment}New Friends Colony Call Girls In [Delhi NIHARIKA] 🔝|97111...
 
AWS Community DAY Albertini-Ellan Cloud Security (1).pptx
AWS Community DAY Albertini-Ellan Cloud Security (1).pptxAWS Community DAY Albertini-Ellan Cloud Security (1).pptx
AWS Community DAY Albertini-Ellan Cloud Security (1).pptx
 
Call Girls In Saket Delhi 💯Call Us 🔝8264348440🔝
Call Girls In Saket Delhi 💯Call Us 🔝8264348440🔝Call Girls In Saket Delhi 💯Call Us 🔝8264348440🔝
Call Girls In Saket Delhi 💯Call Us 🔝8264348440🔝
 
VIP Kolkata Call Girl Dum Dum 👉 8250192130 Available With Room
VIP Kolkata Call Girl Dum Dum 👉 8250192130  Available With RoomVIP Kolkata Call Girl Dum Dum 👉 8250192130  Available With Room
VIP Kolkata Call Girl Dum Dum 👉 8250192130 Available With Room
 
Enjoy Night⚡Call Girls Dlf City Phase 3 Gurgaon >༒8448380779 Escort Service
Enjoy Night⚡Call Girls Dlf City Phase 3 Gurgaon >༒8448380779 Escort ServiceEnjoy Night⚡Call Girls Dlf City Phase 3 Gurgaon >༒8448380779 Escort Service
Enjoy Night⚡Call Girls Dlf City Phase 3 Gurgaon >༒8448380779 Escort Service
 
Rohini Sector 26 Call Girls Delhi 9999965857 @Sabina Saikh No Advance
Rohini Sector 26 Call Girls Delhi 9999965857 @Sabina Saikh No AdvanceRohini Sector 26 Call Girls Delhi 9999965857 @Sabina Saikh No Advance
Rohini Sector 26 Call Girls Delhi 9999965857 @Sabina Saikh No Advance
 
Pune Airport ( Call Girls ) Pune 6297143586 Hot Model With Sexy Bhabi Ready...
Pune Airport ( Call Girls ) Pune  6297143586  Hot Model With Sexy Bhabi Ready...Pune Airport ( Call Girls ) Pune  6297143586  Hot Model With Sexy Bhabi Ready...
Pune Airport ( Call Girls ) Pune 6297143586 Hot Model With Sexy Bhabi Ready...
 
VIP Call Girls Kolkata Ananya 🤌 8250192130 🚀 Vip Call Girls Kolkata
VIP Call Girls Kolkata Ananya 🤌  8250192130 🚀 Vip Call Girls KolkataVIP Call Girls Kolkata Ananya 🤌  8250192130 🚀 Vip Call Girls Kolkata
VIP Call Girls Kolkata Ananya 🤌 8250192130 🚀 Vip Call Girls Kolkata
 
Russian Call girl in Ajman +971563133746 Ajman Call girl Service
Russian Call girl in Ajman +971563133746 Ajman Call girl ServiceRussian Call girl in Ajman +971563133746 Ajman Call girl Service
Russian Call girl in Ajman +971563133746 Ajman Call girl Service
 
VIP Kolkata Call Girl Alambazar 👉 8250192130 Available With Room
VIP Kolkata Call Girl Alambazar 👉 8250192130  Available With RoomVIP Kolkata Call Girl Alambazar 👉 8250192130  Available With Room
VIP Kolkata Call Girl Alambazar 👉 8250192130 Available With Room
 
Russian Call girls in Dubai +971563133746 Dubai Call girls
Russian  Call girls in Dubai +971563133746 Dubai  Call girlsRussian  Call girls in Dubai +971563133746 Dubai  Call girls
Russian Call girls in Dubai +971563133746 Dubai Call girls
 
FULL ENJOY Call Girls In Mayur Vihar Delhi Contact Us 8377087607
FULL ENJOY Call Girls In Mayur Vihar Delhi Contact Us 8377087607FULL ENJOY Call Girls In Mayur Vihar Delhi Contact Us 8377087607
FULL ENJOY Call Girls In Mayur Vihar Delhi Contact Us 8377087607
 
Dwarka Sector 26 Call Girls | Delhi | 9999965857 🫦 Vanshika Verma More Our Se...
Dwarka Sector 26 Call Girls | Delhi | 9999965857 🫦 Vanshika Verma More Our Se...Dwarka Sector 26 Call Girls | Delhi | 9999965857 🫦 Vanshika Verma More Our Se...
Dwarka Sector 26 Call Girls | Delhi | 9999965857 🫦 Vanshika Verma More Our Se...
 
Russian Call Girls in Kolkata Ishita 🤌 8250192130 🚀 Vip Call Girls Kolkata
Russian Call Girls in Kolkata Ishita 🤌  8250192130 🚀 Vip Call Girls KolkataRussian Call Girls in Kolkata Ishita 🤌  8250192130 🚀 Vip Call Girls Kolkata
Russian Call Girls in Kolkata Ishita 🤌 8250192130 🚀 Vip Call Girls Kolkata
 
Radiant Call girls in Dubai O56338O268 Dubai Call girls
Radiant Call girls in Dubai O56338O268 Dubai Call girlsRadiant Call girls in Dubai O56338O268 Dubai Call girls
Radiant Call girls in Dubai O56338O268 Dubai Call girls
 
AlbaniaDreamin24 - How to easily use an API with Flows
AlbaniaDreamin24 - How to easily use an API with FlowsAlbaniaDreamin24 - How to easily use an API with Flows
AlbaniaDreamin24 - How to easily use an API with Flows
 
Delhi Call Girls Rohini 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
Delhi Call Girls Rohini 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip CallDelhi Call Girls Rohini 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
Delhi Call Girls Rohini 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
 
Networking in the Penumbra presented by Geoff Huston at NZNOG
Networking in the Penumbra presented by Geoff Huston at NZNOGNetworking in the Penumbra presented by Geoff Huston at NZNOG
Networking in the Penumbra presented by Geoff Huston at NZNOG
 
On Starlink, presented by Geoff Huston at NZNOG 2024
On Starlink, presented by Geoff Huston at NZNOG 2024On Starlink, presented by Geoff Huston at NZNOG 2024
On Starlink, presented by Geoff Huston at NZNOG 2024
 
Hot Call Girls |Delhi |Hauz Khas ☎ 9711199171 Book Your One night Stand
Hot Call Girls |Delhi |Hauz Khas ☎ 9711199171 Book Your One night StandHot Call Girls |Delhi |Hauz Khas ☎ 9711199171 Book Your One night Stand
Hot Call Girls |Delhi |Hauz Khas ☎ 9711199171 Book Your One night Stand
 

Ad fraud by type by augustine fou digital forensics

  • 1. Ad Fraud By Type impressions clicks leads sales Est. Fraud Dollars Display 50% $4B Video 60% $2B Mobile 40% $2B Search 30% $6B $7B NOTE: “mobile” consists of display and search so part of the mobile spend is allocated to impression fraud and part to click fraud. $7B - 1 - Augustine Fou
  • 2. Ad Fraud is Multi-tiered Mainstream sites with bot traffic • Legitimate publishers with real content that humans want to read • An unknown percentage of traffic is due to bots (good and malicious) Sites that “cheat” • Stacked ads, auto-refresh • High ad-load, low viewability • Purchased traffic, audience expansion Sites created for ad fraud • Created by template/algo • Enormous quantity of ads • All traffic/impressions from bots PUBLISHER FRAUD SITE user bot user crawler user bot bot bot bot bot bot bot Domain Level Fraud User Level Fraud - 2 - Augustine Fou
  • 3. Dr. Augustine Fou – Digital Consigliere “I advise clients on optimizing advertising across all channels. One main area of focus is reducing ad waste due to fraud – fake impressions, clicks, leads, and sales.” FORMER CHIEF DIGITAL OFFICER, HCG (OMNICOM) MCKINSEY CONSULTANT CLIENT SIDE / AGENCY SIDE EXPERIENCE PROFESSOR AND COLUMNIST ENTREPRENEUR / SMALL BUSINESS OWNER PHD MATERIALS SCIENCE (MIT '95) AT AGE 23 ClickZ Articles: http://bit.ly/augustine-fou-clickz Slideshares: http://bit.ly/augustine-fou-slideshares LinkedIn: http://linkd.in/augustinefou - 3 - Augustine Fou @acfou
  • 4. Related Articles http://www.slideshare.net/augustinefou/the-good-guys-of- ad-fraud-2014-augustine-fou http://www.slideshare.net/augustinefou/motive-for-digital- ad-fraud-investigated-by-augustine-fou-31487332 http://www.slideshare.net/augustinefou/video-ad-fraud-hidden- in-plain-sight-investigated-by-augustine-fou http://www.slideshare.net/augustinefou/search-ad-fraud- 101-by-augustine-fou-technical-forensics - 4 - Augustine Fou