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Feb 2017 / Page 0marketing.scienceconsulting group, inc.
https://www.linkedin.com/in/augustinefou/
How Marketers Use
Bot Detection
Feb 2017 / Page 1marketing.scienceconsulting group, inc.
https://www.linkedin.com/in/augustinefou/
Full Funnel Measurement
In-Ad
(ad tag)
On-Site
(embed code)
Measure
Ads
Measure
Arrivals
Measure
Conversions
1743 156
A
more humans (blue)
good publishers
On-Site
(embed code)
social
native
video
display
affiliate
Feb 2017 / Page 2marketing.scienceconsulting group, inc.
https://www.linkedin.com/in/augustinefou/
Detect / reduce fraud in-flight
Launch Week 3 onwardWeeks 1-2
Initial baseline
measurement
Measurement after
first optimization
After eliminating several
“problematic” networks
Stacked percent chart
Blue (human)
Red (bots)
Feb 2017 / Page 3marketing.scienceconsulting group, inc.
https://www.linkedin.com/in/augustinefou/
Measure quality of traffic from paid sources
Marketer 1
• Blue means humans
• Red means bots
Marketer 2
“recommendation is to increase spend on
sources driving more humans (blue); reduce
spend on sources with more bots (red)”
Feb 2017 / Page 4marketing.scienceconsulting group, inc.
https://www.linkedin.com/in/augustinefou/
Shift budget to sources with more humans
Lower quality paid
sources mean higher
cost per human – like
11X higher cost.
Sources of different
quality send widely
different amounts of
humans to landing pages.
Feb 2017 / Page 5marketing.scienceconsulting group, inc.
https://www.linkedin.com/in/augustinefou/
Display 4
2,036 humans
human conversion rate
Comparing 4 paid display sources
Site Traffic Conversions
8,482 818
4,216 humans
5%
human conversion rate
14,539 193
225 humans
9%
human conversion rate
2,248 23
168 humans
5%
human conversion rate
1,527 9
Display 3
Display 2
Display 1
Humans
40%
Feb 2017 / Page 6marketing.scienceconsulting group, inc.
https://www.linkedin.com/in/augustinefou/
Measure conversions, correlate w/ humans
Organic sources
have more humans
(dark blue)
Conversion actions
(calls) show straight line
correlation to humans
Feb 2017 / Page 7marketing.scienceconsulting group, inc.
https://www.linkedin.com/in/augustinefou/
26,796
1,116
Comparing organic vs paid sources
Marketer’s Site
Traffic
Measure
Conversions
organic
335 humans
66%
paid media
6,698 humans
1,043
222
4X higher
conversion rate
16%
human conversion rate
human conversion rate

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How marketers use fou analytics to improve conversions

  • 1. Feb 2017 / Page 0marketing.scienceconsulting group, inc. https://www.linkedin.com/in/augustinefou/ How Marketers Use Bot Detection
  • 2. Feb 2017 / Page 1marketing.scienceconsulting group, inc. https://www.linkedin.com/in/augustinefou/ Full Funnel Measurement In-Ad (ad tag) On-Site (embed code) Measure Ads Measure Arrivals Measure Conversions 1743 156 A more humans (blue) good publishers On-Site (embed code) social native video display affiliate
  • 3. Feb 2017 / Page 2marketing.scienceconsulting group, inc. https://www.linkedin.com/in/augustinefou/ Detect / reduce fraud in-flight Launch Week 3 onwardWeeks 1-2 Initial baseline measurement Measurement after first optimization After eliminating several “problematic” networks Stacked percent chart Blue (human) Red (bots)
  • 4. Feb 2017 / Page 3marketing.scienceconsulting group, inc. https://www.linkedin.com/in/augustinefou/ Measure quality of traffic from paid sources Marketer 1 • Blue means humans • Red means bots Marketer 2 “recommendation is to increase spend on sources driving more humans (blue); reduce spend on sources with more bots (red)”
  • 5. Feb 2017 / Page 4marketing.scienceconsulting group, inc. https://www.linkedin.com/in/augustinefou/ Shift budget to sources with more humans Lower quality paid sources mean higher cost per human – like 11X higher cost. Sources of different quality send widely different amounts of humans to landing pages.
  • 6. Feb 2017 / Page 5marketing.scienceconsulting group, inc. https://www.linkedin.com/in/augustinefou/ Display 4 2,036 humans human conversion rate Comparing 4 paid display sources Site Traffic Conversions 8,482 818 4,216 humans 5% human conversion rate 14,539 193 225 humans 9% human conversion rate 2,248 23 168 humans 5% human conversion rate 1,527 9 Display 3 Display 2 Display 1 Humans 40%
  • 7. Feb 2017 / Page 6marketing.scienceconsulting group, inc. https://www.linkedin.com/in/augustinefou/ Measure conversions, correlate w/ humans Organic sources have more humans (dark blue) Conversion actions (calls) show straight line correlation to humans
  • 8. Feb 2017 / Page 7marketing.scienceconsulting group, inc. https://www.linkedin.com/in/augustinefou/ 26,796 1,116 Comparing organic vs paid sources Marketer’s Site Traffic Measure Conversions organic 335 humans 66% paid media 6,698 humans 1,043 222 4X higher conversion rate 16% human conversion rate human conversion rate