SlideShare a Scribd company logo

Bots Range in Sophistication

•Download as PPTX, PDF•
•
Dr. Augustine Fou - Independent Ad Fraud Researcher
Dr. Augustine Fou - Independent Ad Fraud Researcher

There are many types of bots. Some are simple; others are more advanced and therefore cost more. The key is that bots are used to make money and they won't work harder than they need to, to get the job done.

Data & Analytics
1 of 1
May 2017 / Page 0marketing.scienceconsulting group, inc. linkedin.com/in/augustinefou Bots range in sophistication, and therefore cost Javascript on page or scripts Sophisticated (29%)Moderate (46%)Simple (25%) Headless browsers in data centers Malware on humans’ devices (residential) Less sophisticated More sophisticated Source: AdAge/Augustine Fou, Mar 2014 Source: Forensiq Source: Augustine Fou, Oct 2015 1 cent CPMs 10 cent CPMs 1 dollar CPMs Source: Distil Networks 2017

Recommended

At-Scale Ad Fraud Absorbs Most Digital Dollars
At-Scale Ad Fraud Absorbs Most Digital DollarsAt-Scale Ad Fraud Absorbs Most Digital Dollars
At-Scale Ad Fraud Absorbs Most Digital DollarsDr. Augustine Fou - Independent Ad Fraud Researcher
 
State of Digital Ad Fraud August 2017
State of Digital Ad Fraud August 2017State of Digital Ad Fraud August 2017
State of Digital Ad Fraud August 2017Dr. Augustine Fou - Independent Ad Fraud Researcher
 
60 Cents per Dollar Goes to Working Digital Media
60 Cents per Dollar Goes to Working Digital Media60 Cents per Dollar Goes to Working Digital Media
60 Cents per Dollar Goes to Working Digital MediaDr. Augustine Fou - Independent Ad Fraud Researcher
 
Most popular browsers mimicked by fraud bots
Most popular browsers mimicked by fraud botsMost popular browsers mimicked by fraud bots
Most popular browsers mimicked by fraud botsDr. Augustine Fou - Independent Ad Fraud Researcher
 
Q2 2017 Ad Blocking Update
Q2 2017 Ad Blocking UpdateQ2 2017 Ad Blocking Update
Q2 2017 Ad Blocking UpdateDr. Augustine Fou - Independent Ad Fraud Researcher
 
May 2017 - Mobile Display Fraud Case Study
May 2017 - Mobile Display Fraud Case StudyMay 2017 - Mobile Display Fraud Case Study
May 2017 - Mobile Display Fraud Case StudyDr. Augustine Fou - Independent Ad Fraud Researcher
 
Procurement to Help Reduce Ad Fraud
Procurement to Help Reduce Ad FraudProcurement to Help Reduce Ad Fraud
Procurement to Help Reduce Ad FraudDr. Augustine Fou - Independent Ad Fraud Researcher
 
July 2017 - Viewability Study by Augustine Fou
July 2017 - Viewability Study by Augustine FouJuly 2017 - Viewability Study by Augustine Fou
July 2017 - Viewability Study by Augustine FouDr. Augustine Fou - Independent Ad Fraud Researcher
 

Recommended

At-Scale Ad Fraud Absorbs Most Digital Dollars
At-Scale Ad Fraud Absorbs Most Digital DollarsAt-Scale Ad Fraud Absorbs Most Digital Dollars
At-Scale Ad Fraud Absorbs Most Digital DollarsDr. Augustine Fou - Independent Ad Fraud Researcher
 
State of Digital Ad Fraud August 2017
State of Digital Ad Fraud August 2017State of Digital Ad Fraud August 2017
State of Digital Ad Fraud August 2017Dr. Augustine Fou - Independent Ad Fraud Researcher
 
60 Cents per Dollar Goes to Working Digital Media
60 Cents per Dollar Goes to Working Digital Media60 Cents per Dollar Goes to Working Digital Media
60 Cents per Dollar Goes to Working Digital MediaDr. Augustine Fou - Independent Ad Fraud Researcher
 
Most popular browsers mimicked by fraud bots
Most popular browsers mimicked by fraud botsMost popular browsers mimicked by fraud bots
Most popular browsers mimicked by fraud botsDr. Augustine Fou - Independent Ad Fraud Researcher
 
Q2 2017 Ad Blocking Update
Q2 2017 Ad Blocking UpdateQ2 2017 Ad Blocking Update
Q2 2017 Ad Blocking UpdateDr. Augustine Fou - Independent Ad Fraud Researcher
 
May 2017 - Mobile Display Fraud Case Study
May 2017 - Mobile Display Fraud Case StudyMay 2017 - Mobile Display Fraud Case Study
May 2017 - Mobile Display Fraud Case StudyDr. Augustine Fou - Independent Ad Fraud Researcher
 
Procurement to Help Reduce Ad Fraud
Procurement to Help Reduce Ad FraudProcurement to Help Reduce Ad Fraud
Procurement to Help Reduce Ad FraudDr. Augustine Fou - Independent Ad Fraud Researcher
 
July 2017 - Viewability Study by Augustine Fou
July 2017 - Viewability Study by Augustine FouJuly 2017 - Viewability Study by Augustine Fou
July 2017 - Viewability Study by Augustine FouDr. Augustine Fou - Independent Ad Fraud Researcher
 
Low-Cost, No-Tech Ways to Fight Fraud vMiMA
Low-Cost, No-Tech Ways to Fight Fraud vMiMALow-Cost, No-Tech Ways to Fight Fraud vMiMA
Low-Cost, No-Tech Ways to Fight Fraud vMiMADr. Augustine Fou - Independent Ad Fraud Researcher
 
Fraud Detection is Easily Fooled
Fraud Detection is Easily FooledFraud Detection is Easily Fooled
Fraud Detection is Easily FooledDr. Augustine Fou - Independent Ad Fraud Researcher
 
June 2017 - Ad Blocking Update
June 2017 - Ad Blocking UpdateJune 2017 - Ad Blocking Update
June 2017 - Ad Blocking UpdateDr. Augustine Fou - Independent Ad Fraud Researcher
 
State of Digital Ad Fraud Q2 2017 by Augustine Fou
State of Digital Ad Fraud Q2 2017 by Augustine FouState of Digital Ad Fraud Q2 2017 by Augustine Fou
State of Digital Ad Fraud Q2 2017 by Augustine FouDr. Augustine Fou - Independent Ad Fraud Researcher
 
Good Publishers Will Save Digital
Good Publishers Will Save DigitalGood Publishers Will Save Digital
Good Publishers Will Save DigitalDr. Augustine Fou - Independent Ad Fraud Researcher
 
Marketers Take Control Run Experiments
Marketers Take Control Run ExperimentsMarketers Take Control Run Experiments
Marketers Take Control Run ExperimentsDr. Augustine Fou - Independent Ad Fraud Researcher
 
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 FouDr. Augustine Fou - Independent Ad Fraud Researcher
 
Chase example of reducing reach by 99 percent
Chase example of reducing reach by 99 percentChase example of reducing reach by 99 percent
Chase example of reducing reach by 99 percentDr. Augustine Fou - Independent Ad Fraud Researcher
 
Digital Ad Fraud - Betcha Didn't Know
Digital Ad Fraud - Betcha Didn't KnowDigital Ad Fraud - Betcha Didn't Know
Digital Ad Fraud - Betcha Didn't KnowDr. Augustine Fou - Independent Ad Fraud Researcher
 
How Ad Fraud Impacts Good Publishers
How Ad Fraud Impacts Good PublishersHow Ad Fraud Impacts Good Publishers
How Ad Fraud Impacts Good PublishersDr. Augustine Fou - Independent Ad Fraud Researcher
 
Better Media Means Better Outcomes and ROI Augustine Fou
Better Media Means Better Outcomes and ROI Augustine FouBetter Media Means Better Outcomes and ROI Augustine Fou
Better Media Means Better Outcomes and ROI Augustine FouDr. Augustine Fou - Independent Ad Fraud Researcher
 
Publishers Experiments on Supply Chain Inefficiencies
Publishers Experiments on Supply Chain InefficienciesPublishers Experiments on Supply Chain Inefficiencies
Publishers Experiments on Supply Chain InefficienciesDr. Augustine Fou - Independent Ad Fraud Researcher
 
You're Not Getting What You Bought
You're Not Getting What You BoughtYou're Not Getting What You Bought
You're Not Getting What You BoughtDr. Augustine Fou - Independent Ad Fraud Researcher
 
Fraud Diverts Ad Spend to Bad Guys
Fraud Diverts Ad Spend to Bad GuysFraud Diverts Ad Spend to Bad Guys
Fraud Diverts Ad Spend to Bad GuysDr. Augustine Fou - Independent Ad Fraud Researcher
 
Sept 2017 - Ad Fraud Pricepoints Study
Sept 2017 - Ad Fraud Pricepoints StudySept 2017 - Ad Fraud Pricepoints Study
Sept 2017 - Ad Fraud Pricepoints StudyDr. Augustine Fou - Independent Ad Fraud Researcher
 
Fraud Filter vs Blacklist Study
Fraud Filter vs Blacklist StudyFraud Filter vs Blacklist Study
Fraud Filter vs Blacklist StudyDr. Augustine Fou - Independent Ad Fraud Researcher
 
Mobile Ad Fraud - Betcha Didn't Know
Mobile Ad Fraud - Betcha Didn't KnowMobile Ad Fraud - Betcha Didn't Know
Mobile Ad Fraud - Betcha Didn't KnowDr. Augustine Fou - Independent Ad Fraud Researcher
 
Display Ad Click Through Rate Benchmarks vs Search Ads
Display Ad Click Through Rate Benchmarks vs Search AdsDisplay Ad Click Through Rate Benchmarks vs Search Ads
Display Ad Click Through Rate Benchmarks vs Search AdsDr. Augustine Fou - Independent Ad Fraud Researcher
 
100% Fake Geolocation Mobile Fraud
100% Fake Geolocation Mobile Fraud100% Fake Geolocation Mobile Fraud
100% Fake Geolocation Mobile FraudDr. Augustine Fou - Independent Ad Fraud Researcher
 
Procurement to Help Fight Ad Fraud
Procurement to Help Fight Ad FraudProcurement to Help Fight Ad Fraud
Procurement to Help Fight Ad FraudDr. Augustine Fou - Independent Ad Fraud Researcher
 
Forensic Auditing of Digital Media.pdf
Forensic Auditing of Digital Media.pdfForensic Auditing of Digital Media.pdf
Forensic Auditing of Digital Media.pdfDr. Augustine Fou - Independent Ad Fraud Researcher
 
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 AMMDr. Augustine Fou - Independent Ad Fraud Researcher
 

More Related Content

What's hot

What's hot (20)

Low-Cost, No-Tech Ways to Fight Fraud vMiMA
Low-Cost, No-Tech Ways to Fight Fraud vMiMALow-Cost, No-Tech Ways to Fight Fraud vMiMA
Low-Cost, No-Tech Ways to Fight Fraud vMiMA
 
Fraud Detection is Easily Fooled
Fraud Detection is Easily FooledFraud Detection is Easily Fooled
Fraud Detection is Easily Fooled
 
June 2017 - Ad Blocking Update
June 2017 - Ad Blocking UpdateJune 2017 - Ad Blocking Update
June 2017 - Ad Blocking Update
 
State of Digital Ad Fraud Q2 2017 by Augustine Fou
State of Digital Ad Fraud Q2 2017 by Augustine FouState of Digital Ad Fraud Q2 2017 by Augustine Fou
State of Digital Ad Fraud Q2 2017 by Augustine Fou
 
Good Publishers Will Save Digital
Good Publishers Will Save DigitalGood Publishers Will Save Digital
Good Publishers Will Save Digital
 
Marketers Take Control Run Experiments
Marketers Take Control Run ExperimentsMarketers Take Control Run Experiments
Marketers Take Control Run Experiments
 
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
 
Chase example of reducing reach by 99 percent
Chase example of reducing reach by 99 percentChase example of reducing reach by 99 percent
Chase example of reducing reach by 99 percent
 
Digital Ad Fraud - Betcha Didn't Know
Digital Ad Fraud - Betcha Didn't KnowDigital Ad Fraud - Betcha Didn't Know
Digital Ad Fraud - Betcha Didn't Know
 
How Ad Fraud Impacts Good Publishers
How Ad Fraud Impacts Good PublishersHow Ad Fraud Impacts Good Publishers
How Ad Fraud Impacts Good Publishers
 
Better Media Means Better Outcomes and ROI Augustine Fou
Better Media Means Better Outcomes and ROI Augustine FouBetter Media Means Better Outcomes and ROI Augustine Fou
Better Media Means Better Outcomes and ROI Augustine Fou
 
Publishers Experiments on Supply Chain Inefficiencies
Publishers Experiments on Supply Chain InefficienciesPublishers Experiments on Supply Chain Inefficiencies
Publishers Experiments on Supply Chain Inefficiencies
 
You're Not Getting What You Bought
You're Not Getting What You BoughtYou're Not Getting What You Bought
You're Not Getting What You Bought
 
Fraud Diverts Ad Spend to Bad Guys
Fraud Diverts Ad Spend to Bad GuysFraud Diverts Ad Spend to Bad Guys
Fraud Diverts Ad Spend to Bad Guys
 
Sept 2017 - Ad Fraud Pricepoints Study
Sept 2017 - Ad Fraud Pricepoints StudySept 2017 - Ad Fraud Pricepoints Study
Sept 2017 - Ad Fraud Pricepoints Study
 
Fraud Filter vs Blacklist Study
Fraud Filter vs Blacklist StudyFraud Filter vs Blacklist Study
Fraud Filter vs Blacklist Study
 
Mobile Ad Fraud - Betcha Didn't Know
Mobile Ad Fraud - Betcha Didn't KnowMobile Ad Fraud - Betcha Didn't Know
Mobile Ad Fraud - Betcha Didn't Know
 
Display Ad Click Through Rate Benchmarks vs Search Ads
Display Ad Click Through Rate Benchmarks vs Search AdsDisplay Ad Click Through Rate Benchmarks vs Search Ads
Display Ad Click Through Rate Benchmarks vs Search Ads
 
100% Fake Geolocation Mobile Fraud
100% Fake Geolocation Mobile Fraud100% Fake Geolocation Mobile Fraud
100% Fake Geolocation Mobile Fraud
 
Procurement to Help Fight Ad Fraud
Procurement to Help Fight Ad FraudProcurement to Help Fight Ad Fraud
Procurement to Help Fight Ad Fraud
 

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
 
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
 

Recently uploaded

High Class Call Girls Noida Sector 39 Aarushi 🔝8264348440🔝 Independent Escort...
High Class Call Girls Noida Sector 39 Aarushi 🔝8264348440🔝 Independent Escort...High Class Call Girls Noida Sector 39 Aarushi 🔝8264348440🔝 Independent Escort...
High Class Call Girls Noida Sector 39 Aarushi 🔝8264348440🔝 Independent Escort...soniya singh
 
From idea to production in a day – Leveraging Azure ML and Streamlit to build...
From idea to production in a day – Leveraging Azure ML and Streamlit to build...From idea to production in a day – Leveraging Azure ML and Streamlit to build...
From idea to production in a day – Leveraging Azure ML and Streamlit to build...Florian Roscheck
 
Schema on read is obsolete. Welcome metaprogramming..pdf
Schema on read is obsolete. Welcome metaprogramming..pdfSchema on read is obsolete. Welcome metaprogramming..pdf
Schema on read is obsolete. Welcome metaprogramming..pdfLars Albertsson
 
办理(Vancouver毕业证书)加拿大温哥华岛大学毕业证成绩单原版一比一
办理(Vancouver毕业证书)加拿大温哥华岛大学毕业证成绩单原版一比一办理(Vancouver毕业证书)加拿大温哥华岛大学毕业证成绩单原版一比一
办理(Vancouver毕业证书)加拿大温哥华岛大学毕业证成绩单原版一比一F La
 
꧁❤ Greater Noida Call Girls Delhi ❤꧂ 9711199171 ☎️ Hard And Sexy Vip Call
꧁❤ Greater Noida Call Girls Delhi ❤꧂ 9711199171 ☎️ Hard And Sexy Vip Call꧁❤ Greater Noida Call Girls Delhi ❤꧂ 9711199171 ☎️ Hard And Sexy Vip Call
꧁❤ Greater Noida Call Girls Delhi ❤꧂ 9711199171 ☎️ Hard And Sexy Vip Callshivangimorya083
 
Customer Service Analytics - Make Sense of All Your Data.pptx
Customer Service Analytics - Make Sense of All Your Data.pptxCustomer Service Analytics - Make Sense of All Your Data.pptx
Customer Service Analytics - Make Sense of All Your Data.pptxEmmanuel Dauda
 
Call Girls In Dwarka 9654467111 Escorts Service
Call Girls In Dwarka 9654467111 Escorts ServiceCall Girls In Dwarka 9654467111 Escorts Service
Call Girls In Dwarka 9654467111 Escorts ServiceSapana Sha
 
Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...
Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...
Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...dajasot375
 
Kantar AI Summit- Under Embargo till Wednesday, 24th April 2024, 4 PM, IST.pdf
Kantar AI Summit- Under Embargo till Wednesday, 24th April 2024, 4 PM, IST.pdfKantar AI Summit- Under Embargo till Wednesday, 24th April 2024, 4 PM, IST.pdf
Kantar AI Summit- Under Embargo till Wednesday, 24th April 2024, 4 PM, IST.pdfSocial Samosa
 
dokumen.tips_chapter-4-transient-heat-conduction-mehmet-kanoglu.ppt
dokumen.tips_chapter-4-transient-heat-conduction-mehmet-kanoglu.pptdokumen.tips_chapter-4-transient-heat-conduction-mehmet-kanoglu.ppt
dokumen.tips_chapter-4-transient-heat-conduction-mehmet-kanoglu.pptSonatrach
 
20240419 - Measurecamp Amsterdam - SAM.pdf
20240419 - Measurecamp Amsterdam - SAM.pdf20240419 - Measurecamp Amsterdam - SAM.pdf
20240419 - Measurecamp Amsterdam - SAM.pdfHuman37
 
9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort service
9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort service9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort service
9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort servicejennyeacort
 
Consent & Privacy Signals on Google *Pixels* - MeasureCamp Amsterdam 2024
Consent & Privacy Signals on Google *Pixels* - MeasureCamp Amsterdam 2024Consent & Privacy Signals on Google *Pixels* - MeasureCamp Amsterdam 2024
Consent & Privacy Signals on Google *Pixels* - MeasureCamp Amsterdam 2024thyngster
 
Call Us ➥97111√47426🤳Call Girls in Aerocity (Delhi NCR)
Call Us ➥97111√47426🤳Call Girls in Aerocity (Delhi NCR)Call Us ➥97111√47426🤳Call Girls in Aerocity (Delhi NCR)
Call Us ➥97111√47426🤳Call Girls in Aerocity (Delhi NCR)jennyeacort
 
Dubai Call Girls Wifey O52&786472 Call Girls Dubai
Dubai Call Girls Wifey O52&786472 Call Girls DubaiDubai Call Girls Wifey O52&786472 Call Girls Dubai
Dubai Call Girls Wifey O52&786472 Call Girls Dubaihf8803863
 
Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...
Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...
Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...Jack DiGiovanna
 
Beautiful Sapna Vip Call Girls Hauz Khas 9711199012 Call /Whatsapps
Beautiful Sapna Vip Call Girls Hauz Khas 9711199012 Call /WhatsappsBeautiful Sapna Vip Call Girls Hauz Khas 9711199012 Call /Whatsapps
Beautiful Sapna Vip Call Girls Hauz Khas 9711199012 Call /Whatsappssapnasaifi408
 

Recently uploaded (20)

High Class Call Girls Noida Sector 39 Aarushi 🔝8264348440🔝 Independent Escort...
High Class Call Girls Noida Sector 39 Aarushi 🔝8264348440🔝 Independent Escort...High Class Call Girls Noida Sector 39 Aarushi 🔝8264348440🔝 Independent Escort...
High Class Call Girls Noida Sector 39 Aarushi 🔝8264348440🔝 Independent Escort...
 
From idea to production in a day – Leveraging Azure ML and Streamlit to build...
From idea to production in a day – Leveraging Azure ML and Streamlit to build...From idea to production in a day – Leveraging Azure ML and Streamlit to build...
From idea to production in a day – Leveraging Azure ML and Streamlit to build...
 
Schema on read is obsolete. Welcome metaprogramming..pdf
Schema on read is obsolete. Welcome metaprogramming..pdfSchema on read is obsolete. Welcome metaprogramming..pdf
Schema on read is obsolete. Welcome metaprogramming..pdf
 
办理(Vancouver毕业证书)加拿大温哥华岛大学毕业证成绩单原版一比一
办理(Vancouver毕业证书)加拿大温哥华岛大学毕业证成绩单原版一比一办理(Vancouver毕业证书)加拿大温哥华岛大学毕业证成绩单原版一比一
办理(Vancouver毕业证书)加拿大温哥华岛大学毕业证成绩单原版一比一
 
꧁❤ Greater Noida Call Girls Delhi ❤꧂ 9711199171 ☎️ Hard And Sexy Vip Call
꧁❤ Greater Noida Call Girls Delhi ❤꧂ 9711199171 ☎️ Hard And Sexy Vip Call꧁❤ Greater Noida Call Girls Delhi ❤꧂ 9711199171 ☎️ Hard And Sexy Vip Call
꧁❤ Greater Noida Call Girls Delhi ❤꧂ 9711199171 ☎️ Hard And Sexy Vip Call
 
Deep Generative Learning for All - The Gen AI Hype (Spring 2024)
Deep Generative Learning for All - The Gen AI Hype (Spring 2024)Deep Generative Learning for All - The Gen AI Hype (Spring 2024)
Deep Generative Learning for All - The Gen AI Hype (Spring 2024)
 
Customer Service Analytics - Make Sense of All Your Data.pptx
Customer Service Analytics - Make Sense of All Your Data.pptxCustomer Service Analytics - Make Sense of All Your Data.pptx
Customer Service Analytics - Make Sense of All Your Data.pptx
 
Call Girls In Dwarka 9654467111 Escorts Service
Call Girls In Dwarka 9654467111 Escorts ServiceCall Girls In Dwarka 9654467111 Escorts Service
Call Girls In Dwarka 9654467111 Escorts Service
 
Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...
Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...
Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...
 
Kantar AI Summit- Under Embargo till Wednesday, 24th April 2024, 4 PM, IST.pdf
Kantar AI Summit- Under Embargo till Wednesday, 24th April 2024, 4 PM, IST.pdfKantar AI Summit- Under Embargo till Wednesday, 24th April 2024, 4 PM, IST.pdf
Kantar AI Summit- Under Embargo till Wednesday, 24th April 2024, 4 PM, IST.pdf
 
Call Girls in Saket 99530🔝 56974 Escort Service
Call Girls in Saket 99530🔝 56974 Escort ServiceCall Girls in Saket 99530🔝 56974 Escort Service
Call Girls in Saket 99530🔝 56974 Escort Service
 
dokumen.tips_chapter-4-transient-heat-conduction-mehmet-kanoglu.ppt
dokumen.tips_chapter-4-transient-heat-conduction-mehmet-kanoglu.pptdokumen.tips_chapter-4-transient-heat-conduction-mehmet-kanoglu.ppt
dokumen.tips_chapter-4-transient-heat-conduction-mehmet-kanoglu.ppt
 
20240419 - Measurecamp Amsterdam - SAM.pdf
20240419 - Measurecamp Amsterdam - SAM.pdf20240419 - Measurecamp Amsterdam - SAM.pdf
20240419 - Measurecamp Amsterdam - SAM.pdf
 
9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort service
9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort service9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort service
9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort service
 
Consent & Privacy Signals on Google *Pixels* - MeasureCamp Amsterdam 2024
Consent & Privacy Signals on Google *Pixels* - MeasureCamp Amsterdam 2024Consent & Privacy Signals on Google *Pixels* - MeasureCamp Amsterdam 2024
Consent & Privacy Signals on Google *Pixels* - MeasureCamp Amsterdam 2024
 
Call Us ➥97111√47426🤳Call Girls in Aerocity (Delhi NCR)
Call Us ➥97111√47426🤳Call Girls in Aerocity (Delhi NCR)Call Us ➥97111√47426🤳Call Girls in Aerocity (Delhi NCR)
Call Us ➥97111√47426🤳Call Girls in Aerocity (Delhi NCR)
 
E-Commerce Order PredictionShraddha Kamble.pptx
E-Commerce Order PredictionShraddha Kamble.pptxE-Commerce Order PredictionShraddha Kamble.pptx
E-Commerce Order PredictionShraddha Kamble.pptx
 
Dubai Call Girls Wifey O52&786472 Call Girls Dubai
Dubai Call Girls Wifey O52&786472 Call Girls DubaiDubai Call Girls Wifey O52&786472 Call Girls Dubai
Dubai Call Girls Wifey O52&786472 Call Girls Dubai
 
Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...
Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...
Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...
 
Beautiful Sapna Vip Call Girls Hauz Khas 9711199012 Call /Whatsapps
Beautiful Sapna Vip Call Girls Hauz Khas 9711199012 Call /WhatsappsBeautiful Sapna Vip Call Girls Hauz Khas 9711199012 Call /Whatsapps
Beautiful Sapna Vip Call Girls Hauz Khas 9711199012 Call /Whatsapps
 

Bots Range in Sophistication

  • 1. May 2017 / Page 0marketing.scienceconsulting group, inc. linkedin.com/in/augustinefou Bots range in sophistication, and therefore cost Javascript on page or scripts Sophisticated (29%)Moderate (46%)Simple (25%) Headless browsers in data centers Malware on humans’ devices (residential) Less sophisticated More sophisticated Source: AdAge/Augustine Fou, Mar 2014 Source: Forensiq Source: Augustine Fou, Oct 2015 1 cent CPMs 10 cent CPMs 1 dollar CPMs Source: Distil Networks 2017