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SEM Performance with
@BethThouin, VP Marketing at Acquisio
Machine Learning
We empower campaign managers to thrive in the changing digital economy.
We simplify online advertising and optimization with data. Our award-winning
machine learning algorithms perform millions of campaign adjustments per day
on 300,000 campaigns for hundreds of clients, enabling better advertising
tracking, optimization and reporting.
AdWords - Facebook - Bing
• What is Machine Learning?
• Applying Machine Learning to SEM
• Data points
• @acquisio
Agenda
Machine Learning and AI are
disrupting work being done by
humans
It's being called "The Fourth Industrial
Revolution"
First Revolution
Steam, water,
mechanical production
equipment
Second Revolution
Division of labour,
electricity, mass
production
Third Revolution
Electronics, IT,
automated production
Fourth Revolution
Cyber-physical systems
Machines are faster, "smarter" and
never tire
ML already delivers better marketing
outcomes for advertisers of all sizes
Better campaign performance, even
for low budget/volume spends
Automated workflows that
dramatically improve operating
efficiencies
Decreased OPEX, Higher customer
sat, LTV and lower churn rates
So HOW does ML work with SEM?
1 Money Management
Bid & Budget Management across platforms
(Google/Bing/FB/Yahoo), campaigns, devices, geo, time of day, day
of week, GDN topics, and GDN placements, RLSA, and Interactions.
Learning from each individual advertiser and benchmarking per
vertical and even per geo.
2 Suggestive ‘Don’t make me think’
Suggestions for account audits, keyword selection, ad copy, ad
testing, audience segmentation, campaign structure, missed
opportunities.
These will all ultimately have to be fully automated.
So how much does ML impact SEM?
ML saves campaign managers approx
65%* of management time. Freeing up
resources for more important work.
*With automation, CMs spend 20 minutes vs 60 minutes per campaign per week.
On average, ML increases
clicks by 33%.
N = 12,000 accounts running 3 months+ on Acquisio’s Machine Learning technology. March 2017.
On accounts set to optimize
for conversions, ML lifts
conversions by 100%.
N = 3,000 accounts running 3 months+ on Acquisio’s Machine Learning technology. March 2017.
Does size matter?
Smaller accounts see better
LTV improvements on ML,
but larger accounts are more
likely to see bigger budget
attainment improvements.
N = 36,000 accounts running 3 months+ on Acquisio. March 2017.
Adwords = 34.6% improvement
Bing Ads = 16% improvement
LTV / ARPU
2.5X
more likely
to hit budget targets on
AdWords and 7X more
likely on Bing Ads.
*<500$ monthly ad spend
ML-based campaign automation vs rule-based campaign automation
4X
more likely
to hit budget targets on
AdWords and 15X more
likely on Bing Ads.
*>1500$ monthly ad spend
We were able to increase margins from 10 - 15% to 20 - 25%
using ML automation. We use machines and humans in
tandem to better service customers. Machines perform
complex tasks around bidding, budget management and
optimization. Account managers are able to focus on things
like generating ad copy, landing pages, keywords and
otherwise applying their industry knowledge to service
customers.
~ Chris Hanson, 3GEngagement
“
What does the future hold
for advertisers and
agencies?
Automation for every routine campaign management
task and more… such as keyword selection, audience
optimization, even writing ad copy and customer service.
• @BethThouin
• VP Marketing @Acquisio
• bthouin@acquisio.com
Thank you!

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SEM Performance with Machine Learning

  • 1. SEM Performance with @BethThouin, VP Marketing at Acquisio Machine Learning
  • 2. We empower campaign managers to thrive in the changing digital economy. We simplify online advertising and optimization with data. Our award-winning machine learning algorithms perform millions of campaign adjustments per day on 300,000 campaigns for hundreds of clients, enabling better advertising tracking, optimization and reporting. AdWords - Facebook - Bing
  • 3. • What is Machine Learning? • Applying Machine Learning to SEM • Data points • @acquisio Agenda
  • 4. Machine Learning and AI are disrupting work being done by humans
  • 5. It's being called "The Fourth Industrial Revolution" First Revolution Steam, water, mechanical production equipment Second Revolution Division of labour, electricity, mass production Third Revolution Electronics, IT, automated production Fourth Revolution Cyber-physical systems
  • 6.
  • 7. Machines are faster, "smarter" and never tire
  • 8. ML already delivers better marketing outcomes for advertisers of all sizes
  • 9. Better campaign performance, even for low budget/volume spends Automated workflows that dramatically improve operating efficiencies Decreased OPEX, Higher customer sat, LTV and lower churn rates
  • 10. So HOW does ML work with SEM?
  • 11. 1 Money Management Bid & Budget Management across platforms (Google/Bing/FB/Yahoo), campaigns, devices, geo, time of day, day of week, GDN topics, and GDN placements, RLSA, and Interactions. Learning from each individual advertiser and benchmarking per vertical and even per geo.
  • 12. 2 Suggestive ‘Don’t make me think’ Suggestions for account audits, keyword selection, ad copy, ad testing, audience segmentation, campaign structure, missed opportunities. These will all ultimately have to be fully automated.
  • 13. So how much does ML impact SEM?
  • 14. ML saves campaign managers approx 65%* of management time. Freeing up resources for more important work. *With automation, CMs spend 20 minutes vs 60 minutes per campaign per week.
  • 15. On average, ML increases clicks by 33%. N = 12,000 accounts running 3 months+ on Acquisio’s Machine Learning technology. March 2017.
  • 16. On accounts set to optimize for conversions, ML lifts conversions by 100%. N = 3,000 accounts running 3 months+ on Acquisio’s Machine Learning technology. March 2017.
  • 18. Smaller accounts see better LTV improvements on ML, but larger accounts are more likely to see bigger budget attainment improvements. N = 36,000 accounts running 3 months+ on Acquisio. March 2017.
  • 19. Adwords = 34.6% improvement Bing Ads = 16% improvement LTV / ARPU
  • 20. 2.5X more likely to hit budget targets on AdWords and 7X more likely on Bing Ads. *<500$ monthly ad spend ML-based campaign automation vs rule-based campaign automation 4X more likely to hit budget targets on AdWords and 15X more likely on Bing Ads. *>1500$ monthly ad spend
  • 21. We were able to increase margins from 10 - 15% to 20 - 25% using ML automation. We use machines and humans in tandem to better service customers. Machines perform complex tasks around bidding, budget management and optimization. Account managers are able to focus on things like generating ad copy, landing pages, keywords and otherwise applying their industry knowledge to service customers. ~ Chris Hanson, 3GEngagement “
  • 22. What does the future hold for advertisers and agencies? Automation for every routine campaign management task and more… such as keyword selection, audience optimization, even writing ad copy and customer service.
  • 23. • @BethThouin • VP Marketing @Acquisio • bthouin@acquisio.com Thank you!