SlideShare a Scribd company logo
1 of 5
Download to read offline
February 2019 / Page 0marketing.scienceconsulting group, inc.
linkedin.com/in/augustinefou
Display spend not supported
hardware
usage
Source: Pew Internet 2000 - 2018
zoomed-in
zoomed-in
February 2019 / Page 1marketing.scienceconsulting group, inc.
linkedin.com/in/augustinefou
Real humans’ usage plateaued
hardware
usage
Source: Pew Internet ‘94 – ‘18
February 2019 / Page 2marketing.scienceconsulting group, inc.
linkedin.com/in/augustinefou
Real humans’ time spent - flat
February 2019 / Page 3marketing.scienceconsulting group, inc.
linkedin.com/in/augustinefou
About the Author
February 2019 / Page 4marketing.scienceconsulting group, inc.
linkedin.com/in/augustinefou
Dr. Augustine Fou – Researcher
2013
2014
Published slide decks and posts:
http://www.slideshare.net/augustinefou/presentations
https://www.linkedin.com/today/author/augustinefou
2016
2015
2017
20192018

More Related Content

What's hot

What's hot (20)

State of Digital Ad Fraud Q2 2018
State of Digital Ad Fraud Q2 2018State of Digital Ad Fraud Q2 2018
State of Digital Ad Fraud Q2 2018
 
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
 
Good Publishers Will Save Digital Marketing v2019
Good Publishers Will Save Digital Marketing v2019Good Publishers Will Save Digital Marketing v2019
Good Publishers Will Save Digital Marketing v2019
 
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
 
Analysis of fake safari impressions
Analysis of fake safari impressionsAnalysis of fake safari impressions
Analysis of fake safari impressions
 
Mobile display fraud is rampant beyond belief
Mobile display fraud is rampant beyond beliefMobile display fraud is rampant beyond belief
Mobile display fraud is rampant beyond belief
 
How Bad Measurements Harm Good Publishers
How Bad Measurements Harm Good PublishersHow Bad Measurements Harm Good Publishers
How Bad Measurements Harm Good Publishers
 
Why Fraud detection doesn't work
Why Fraud detection doesn't workWhy Fraud detection doesn't work
Why Fraud detection doesn't work
 
State of digital ad fraud 2017 by augustine fou
State of digital ad fraud 2017 by augustine fouState of digital ad fraud 2017 by augustine fou
State of digital ad fraud 2017 by augustine fou
 
Fraud investigation - apps loading pages
Fraud investigation -  apps loading pagesFraud investigation -  apps loading pages
Fraud investigation - apps loading pages
 
Case Studies of Reducing Bots Fraud by Augustine Fou
Case Studies of Reducing Bots Fraud by Augustine FouCase Studies of Reducing Bots Fraud by Augustine Fou
Case Studies of Reducing Bots Fraud by Augustine Fou
 
Context of Fraud in Digital Advertising Ecosystem
Context of Fraud in Digital Advertising EcosystemContext of Fraud in Digital Advertising Ecosystem
Context of Fraud in Digital Advertising Ecosystem
 
B2B marketers anti ad-fraud playbook
B2B marketers anti ad-fraud playbookB2B marketers anti ad-fraud playbook
B2B marketers anti ad-fraud playbook
 
How Ad Fraud Impacts Good Publishers
How Ad Fraud Impacts Good PublishersHow Ad Fraud Impacts Good Publishers
How Ad Fraud Impacts Good Publishers
 
Heart of Darkness - Modern Ad Fraud
Heart of Darkness - Modern Ad FraudHeart of Darkness - Modern Ad Fraud
Heart of Darkness - Modern Ad Fraud
 
Piracy Sites' Ad Fraud Double Whammy by Augustine Fou
Piracy Sites' Ad Fraud Double Whammy by Augustine FouPiracy Sites' Ad Fraud Double Whammy by Augustine Fou
Piracy Sites' Ad Fraud Double Whammy by Augustine Fou
 
Ad Fraud in Mobile Research by Augustine Fou
Ad Fraud in Mobile Research by Augustine FouAd Fraud in Mobile Research by Augustine Fou
Ad Fraud in Mobile Research by Augustine Fou
 
Bots Can Do Everything You Can Research by Augustine Fou
Bots Can Do Everything You Can Research by Augustine FouBots Can Do Everything You Can Research by Augustine Fou
Bots Can Do Everything You Can Research by Augustine Fou
 
Better Media Means Better Outcomes by Augustine Fou
Better Media Means Better Outcomes by Augustine FouBetter Media Means Better Outcomes by Augustine Fou
Better Media Means Better Outcomes by Augustine Fou
 
Illustrated ad fraud risks for advertisers
Illustrated ad fraud risks for advertisersIllustrated ad fraud risks for advertisers
Illustrated ad fraud risks for advertisers
 

Similar to Display Spend Not Supported by Humans Usage

#transformation10EventTrendsfor 201910 Event.docx
#transformation10EventTrendsfor 201910 Event.docx#transformation10EventTrendsfor 201910 Event.docx
#transformation10EventTrendsfor 201910 Event.docx
AASTHA76
 

Similar to Display Spend Not Supported by Humans Usage (20)

Unintended Consequences for Publishers using Adtech
Unintended Consequences for Publishers using AdtechUnintended Consequences for Publishers using Adtech
Unintended Consequences for Publishers using Adtech
 
Internet History
Internet HistoryInternet History
Internet History
 
Call for chapters multidisciplinary approaches to crowdfunding platforms i...
Call for chapters  multidisciplinary approaches to crowdfunding platforms   i...Call for chapters  multidisciplinary approaches to crowdfunding platforms   i...
Call for chapters multidisciplinary approaches to crowdfunding platforms i...
 
Upcoming conference in india in june, 2019
Upcoming conference in india in june, 2019Upcoming conference in india in june, 2019
Upcoming conference in india in june, 2019
 
Geold2015 wauer
Geold2015 wauerGeold2015 wauer
Geold2015 wauer
 
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
 
Sustainable Procurement Index for Health (SPIH) - Global Forum 2019 in Africa
Sustainable Procurement Index for Health (SPIH) - Global Forum 2019 in AfricaSustainable Procurement Index for Health (SPIH) - Global Forum 2019 in Africa
Sustainable Procurement Index for Health (SPIH) - Global Forum 2019 in Africa
 
Nativeye: Mobile research for innovation
Nativeye: Mobile research for innovationNativeye: Mobile research for innovation
Nativeye: Mobile research for innovation
 
Ad fraud is cash out for hacking
Ad fraud is cash out for hackingAd fraud is cash out for hacking
Ad fraud is cash out for hacking
 
Upcoming conferences on management and leadership in june, 2019
Upcoming conferences on management and leadership in june, 2019Upcoming conferences on management and leadership in june, 2019
Upcoming conferences on management and leadership in june, 2019
 
Diy CTV and OTT Ad Fraud Prevention
Diy CTV and OTT Ad Fraud PreventionDiy CTV and OTT Ad Fraud Prevention
Diy CTV and OTT Ad Fraud Prevention
 
Digital Ad Fraud Is Not Illegal Yet
Digital Ad Fraud Is Not Illegal YetDigital Ad Fraud Is Not Illegal Yet
Digital Ad Fraud Is Not Illegal Yet
 
Shellharbour Small Business Network RDA Illawarra - What Can Social Media Do ...
Shellharbour Small Business Network RDA Illawarra - What Can Social Media Do ...Shellharbour Small Business Network RDA Illawarra - What Can Social Media Do ...
Shellharbour Small Business Network RDA Illawarra - What Can Social Media Do ...
 
#transformation10EventTrendsfor 201910 Event.docx
#transformation10EventTrendsfor 201910 Event.docx#transformation10EventTrendsfor 201910 Event.docx
#transformation10EventTrendsfor 201910 Event.docx
 
Internet & Social Media trends
Internet & Social Media trendsInternet & Social Media trends
Internet & Social Media trends
 
Crop Science Summer Technology Showcase August 1, 2019
Crop Science Summer Technology Showcase August 1, 2019Crop Science Summer Technology Showcase August 1, 2019
Crop Science Summer Technology Showcase August 1, 2019
 
SkillsFuture Festival at NUS 2019- Impact of Industry 4.0 on Manufacturing an...
SkillsFuture Festival at NUS 2019- Impact of Industry 4.0 on Manufacturing an...SkillsFuture Festival at NUS 2019- Impact of Industry 4.0 on Manufacturing an...
SkillsFuture Festival at NUS 2019- Impact of Industry 4.0 on Manufacturing an...
 
The rise of industry 4.0 makes your manufacturing smarter
The rise of industry 4.0 makes your manufacturing smarterThe rise of industry 4.0 makes your manufacturing smarter
The rise of industry 4.0 makes your manufacturing smarter
 
Wisdom Stephen Hanson_ Portfolio
Wisdom Stephen Hanson_ Portfolio Wisdom Stephen Hanson_ Portfolio
Wisdom Stephen Hanson_ Portfolio
 
Social Media Advertising & Social Portfolio Management
Social Media Advertising & Social Portfolio ManagementSocial Media Advertising & Social Portfolio Management
Social Media Advertising & Social Portfolio Management
 

More from Dr. Augustine Fou - Independent Ad Fraud Researcher

More from Dr. Augustine Fou - Independent Ad Fraud Researcher (20)

Forensic Auditing of Digital Media.pdf
Forensic Auditing of Digital Media.pdfForensic Auditing of Digital Media.pdf
Forensic Auditing of Digital Media.pdf
 
Q1 2022 Update on ad fraud for AMM
Q1 2022 Update on ad fraud for AMMQ1 2022 Update on ad fraud for AMM
Q1 2022 Update on ad fraud for AMM
 
Ad blocking benchmarks q4 2021
Ad blocking benchmarks q4 2021Ad blocking benchmarks q4 2021
Ad blocking benchmarks q4 2021
 
Digital ad dollars trickle down chart
Digital ad dollars trickle down chartDigital ad dollars trickle down chart
Digital ad dollars trickle down chart
 
Still nothing but ad fraud 2021 dr augustine fou
Still nothing but ad fraud 2021 dr augustine fouStill nothing but ad fraud 2021 dr augustine fou
Still nothing but ad fraud 2021 dr augustine fou
 
Bad guys optimize ad fraud efficiency
Bad guys optimize ad fraud efficiencyBad guys optimize ad fraud efficiency
Bad guys optimize ad fraud efficiency
 
Alternative to ANA's end to end supply chain transparency study v final
Alternative to ANA's end to end supply chain transparency study v finalAlternative to ANA's end to end supply chain transparency study v final
Alternative to ANA's end to end supply chain transparency study v final
 
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
 
Digital Media Trust Collaborative
Digital Media Trust CollaborativeDigital Media Trust Collaborative
Digital Media Trust Collaborative
 
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
 
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
 
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
 

Recently uploaded

valsad Escorts Service ☎️ 6378878445 ( Sakshi Sinha ) High Profile Call Girls...
valsad Escorts Service ☎️ 6378878445 ( Sakshi Sinha ) High Profile Call Girls...valsad Escorts Service ☎️ 6378878445 ( Sakshi Sinha ) High Profile Call Girls...
valsad Escorts Service ☎️ 6378878445 ( Sakshi Sinha ) High Profile Call Girls...
Call Girls In Delhi Whatsup 9873940964 Enjoy Unlimited Pleasure
 
Call Girls in Prashant Vihar, Delhi 💯 Call Us 🔝9953056974 🔝 Escort Service
Call Girls in Prashant Vihar, Delhi 💯 Call Us 🔝9953056974 🔝 Escort ServiceCall Girls in Prashant Vihar, Delhi 💯 Call Us 🔝9953056974 🔝 Escort Service
Call Girls in Prashant Vihar, Delhi 💯 Call Us 🔝9953056974 🔝 Escort Service
9953056974 Low Rate Call Girls In Saket, Delhi NCR
 
Call Girls In Model Towh Delhi 💯Call Us 🔝8264348440🔝
Call Girls In Model Towh Delhi 💯Call Us 🔝8264348440🔝Call Girls In Model Towh Delhi 💯Call Us 🔝8264348440🔝
Call Girls In Model Towh Delhi 💯Call Us 🔝8264348440🔝
soniya singh
 
Lucknow ❤CALL GIRL 88759*99948 ❤CALL GIRLS IN Lucknow ESCORT SERVICE❤CALL GIRL
Lucknow ❤CALL GIRL 88759*99948 ❤CALL GIRLS IN Lucknow ESCORT SERVICE❤CALL GIRLLucknow ❤CALL GIRL 88759*99948 ❤CALL GIRLS IN Lucknow ESCORT SERVICE❤CALL GIRL
Lucknow ❤CALL GIRL 88759*99948 ❤CALL GIRLS IN Lucknow ESCORT SERVICE❤CALL GIRL
imonikaupta
 
Low Sexy Call Girls In Mohali 9053900678 🥵Have Save And Good Place 🥵
Low Sexy Call Girls In Mohali 9053900678 🥵Have Save And Good Place 🥵Low Sexy Call Girls In Mohali 9053900678 🥵Have Save And Good Place 🥵
Low Sexy Call Girls In Mohali 9053900678 🥵Have Save And Good Place 🥵
Chandigarh Call girls 9053900678 Call girls in Chandigarh
 

Recently uploaded (20)

DDoS In Oceania and the Pacific, presented by Dave Phelan at NZNOG 2024
DDoS In Oceania and the Pacific, presented by Dave Phelan at NZNOG 2024DDoS In Oceania and the Pacific, presented by Dave Phelan at NZNOG 2024
DDoS In Oceania and the Pacific, presented by Dave Phelan at NZNOG 2024
 
(+971568250507 ))# Young Call Girls in Ajman By Pakistani Call Girls in ...
(+971568250507  ))#  Young Call Girls  in Ajman  By Pakistani Call Girls  in ...(+971568250507  ))#  Young Call Girls  in Ajman  By Pakistani Call Girls  in ...
(+971568250507 ))# Young Call Girls in Ajman By Pakistani Call Girls in ...
 
Call Girls Ludhiana Just Call 98765-12871 Top Class Call Girl Service Available
Call Girls Ludhiana Just Call 98765-12871 Top Class Call Girl Service AvailableCall Girls Ludhiana Just Call 98765-12871 Top Class Call Girl Service Available
Call Girls Ludhiana Just Call 98765-12871 Top Class Call Girl Service Available
 
VIP Model Call Girls NIBM ( Pune ) Call ON 8005736733 Starting From 5K to 25K...
VIP Model Call Girls NIBM ( Pune ) Call ON 8005736733 Starting From 5K to 25K...VIP Model Call Girls NIBM ( Pune ) Call ON 8005736733 Starting From 5K to 25K...
VIP Model Call Girls NIBM ( Pune ) Call ON 8005736733 Starting From 5K to 25K...
 
Real Men Wear Diapers T Shirts sweatshirt
Real Men Wear Diapers T Shirts sweatshirtReal Men Wear Diapers T Shirts sweatshirt
Real Men Wear Diapers T Shirts sweatshirt
 
2nd Solid Symposium: Solid Pods vs Personal Knowledge Graphs
2nd Solid Symposium: Solid Pods vs Personal Knowledge Graphs2nd Solid Symposium: Solid Pods vs Personal Knowledge Graphs
2nd Solid Symposium: Solid Pods vs Personal Knowledge Graphs
 
valsad Escorts Service ☎️ 6378878445 ( Sakshi Sinha ) High Profile Call Girls...
valsad Escorts Service ☎️ 6378878445 ( Sakshi Sinha ) High Profile Call Girls...valsad Escorts Service ☎️ 6378878445 ( Sakshi Sinha ) High Profile Call Girls...
valsad Escorts Service ☎️ 6378878445 ( Sakshi Sinha ) High Profile Call Girls...
 
Call Girls in Prashant Vihar, Delhi 💯 Call Us 🔝9953056974 🔝 Escort Service
Call Girls in Prashant Vihar, Delhi 💯 Call Us 🔝9953056974 🔝 Escort ServiceCall Girls in Prashant Vihar, Delhi 💯 Call Us 🔝9953056974 🔝 Escort Service
Call Girls in Prashant Vihar, Delhi 💯 Call Us 🔝9953056974 🔝 Escort Service
 
Call Girls In Model Towh Delhi 💯Call Us 🔝8264348440🔝
Call Girls In Model Towh Delhi 💯Call Us 🔝8264348440🔝Call Girls In Model Towh Delhi 💯Call Us 🔝8264348440🔝
Call Girls In Model Towh Delhi 💯Call Us 🔝8264348440🔝
 
Call Now ☎ 8264348440 !! Call Girls in Rani Bagh Escort Service Delhi N.C.R.
Call Now ☎ 8264348440 !! Call Girls in Rani Bagh Escort Service Delhi N.C.R.Call Now ☎ 8264348440 !! Call Girls in Rani Bagh Escort Service Delhi N.C.R.
Call Now ☎ 8264348440 !! Call Girls in Rani Bagh Escort Service Delhi N.C.R.
 
Al Barsha Night Partner +0567686026 Call Girls Dubai
Al Barsha Night Partner +0567686026 Call Girls  DubaiAl Barsha Night Partner +0567686026 Call Girls  Dubai
Al Barsha Night Partner +0567686026 Call Girls Dubai
 
Lucknow ❤CALL GIRL 88759*99948 ❤CALL GIRLS IN Lucknow ESCORT SERVICE❤CALL GIRL
Lucknow ❤CALL GIRL 88759*99948 ❤CALL GIRLS IN Lucknow ESCORT SERVICE❤CALL GIRLLucknow ❤CALL GIRL 88759*99948 ❤CALL GIRLS IN Lucknow ESCORT SERVICE❤CALL GIRL
Lucknow ❤CALL GIRL 88759*99948 ❤CALL GIRLS IN Lucknow ESCORT SERVICE❤CALL GIRL
 
Call Now ☎ 8264348440 !! Call Girls in Sarai Rohilla Escort Service Delhi N.C.R.
Call Now ☎ 8264348440 !! Call Girls in Sarai Rohilla Escort Service Delhi N.C.R.Call Now ☎ 8264348440 !! Call Girls in Sarai Rohilla Escort Service Delhi N.C.R.
Call Now ☎ 8264348440 !! Call Girls in Sarai Rohilla Escort Service Delhi N.C.R.
 
VVIP Pune Call Girls Sinhagad WhatSapp Number 8005736733 With Elite Staff And...
VVIP Pune Call Girls Sinhagad WhatSapp Number 8005736733 With Elite Staff And...VVIP Pune Call Girls Sinhagad WhatSapp Number 8005736733 With Elite Staff And...
VVIP Pune Call Girls Sinhagad WhatSapp Number 8005736733 With Elite Staff And...
 
WhatsApp 📞 8448380779 ✅Call Girls In Mamura Sector 66 ( Noida)
WhatsApp 📞 8448380779 ✅Call Girls In Mamura Sector 66 ( Noida)WhatsApp 📞 8448380779 ✅Call Girls In Mamura Sector 66 ( Noida)
WhatsApp 📞 8448380779 ✅Call Girls In Mamura Sector 66 ( Noida)
 
All Time Service Available Call Girls Mg Road 👌 ⏭️ 6378878445
All Time Service Available Call Girls Mg Road 👌 ⏭️ 6378878445All Time Service Available Call Girls Mg Road 👌 ⏭️ 6378878445
All Time Service Available Call Girls Mg Road 👌 ⏭️ 6378878445
 
GDG Cloud Southlake 32: Kyle Hettinger: Demystifying the Dark Web
GDG Cloud Southlake 32: Kyle Hettinger: Demystifying the Dark WebGDG Cloud Southlake 32: Kyle Hettinger: Demystifying the Dark Web
GDG Cloud Southlake 32: Kyle Hettinger: Demystifying the Dark Web
 
Low Sexy Call Girls In Mohali 9053900678 🥵Have Save And Good Place 🥵
Low Sexy Call Girls In Mohali 9053900678 🥵Have Save And Good Place 🥵Low Sexy Call Girls In Mohali 9053900678 🥵Have Save And Good Place 🥵
Low Sexy Call Girls In Mohali 9053900678 🥵Have Save And Good Place 🥵
 
Busty Desi⚡Call Girls in Vasundhara Ghaziabad >༒8448380779 Escort Service
Busty Desi⚡Call Girls in Vasundhara Ghaziabad >༒8448380779 Escort ServiceBusty Desi⚡Call Girls in Vasundhara Ghaziabad >༒8448380779 Escort Service
Busty Desi⚡Call Girls in Vasundhara Ghaziabad >༒8448380779 Escort Service
 
Ganeshkhind ! Call Girls Pune - 450+ Call Girl Cash Payment 8005736733 Neha T...
Ganeshkhind ! Call Girls Pune - 450+ Call Girl Cash Payment 8005736733 Neha T...Ganeshkhind ! Call Girls Pune - 450+ Call Girl Cash Payment 8005736733 Neha T...
Ganeshkhind ! Call Girls Pune - 450+ Call Girl Cash Payment 8005736733 Neha T...
 

Display Spend Not Supported by Humans Usage

  • 1. February 2019 / Page 0marketing.scienceconsulting group, inc. linkedin.com/in/augustinefou Display spend not supported hardware usage Source: Pew Internet 2000 - 2018 zoomed-in zoomed-in
  • 2. February 2019 / Page 1marketing.scienceconsulting group, inc. linkedin.com/in/augustinefou Real humans’ usage plateaued hardware usage Source: Pew Internet ‘94 – ‘18
  • 3. February 2019 / Page 2marketing.scienceconsulting group, inc. linkedin.com/in/augustinefou Real humans’ time spent - flat
  • 4. February 2019 / Page 3marketing.scienceconsulting group, inc. linkedin.com/in/augustinefou About the Author
  • 5. February 2019 / Page 4marketing.scienceconsulting group, inc. linkedin.com/in/augustinefou Dr. Augustine Fou – Researcher 2013 2014 Published slide decks and posts: http://www.slideshare.net/augustinefou/presentations https://www.linkedin.com/today/author/augustinefou 2016 2015 2017 20192018