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Artificial Intelligence Inflection
Point
• Quarterly insight reports
• Google Analytics
• We love data!
Artificial Intelligance Inflection point.Machine Learning
Once upon a time…
>
Yet…
3 Ways to use your feelings to improve the
performance of your campaigns.
1. Testing Sentiment In Ad Text & Audiences
2. Sentiment Analysis Tool
3. How to use Sentiment Analysis in PR, Social and Search
1. Testing Sentiment In Ad Text &
Audiences
Traditional Ad Copy Formula
1. Keyword
2. Unique Selling Point (USP)
3. Call To Action
I can do that.
Before you start writing your emotional ad
text…
Get to know the audience
1. Talk to your client Who
2. Analyse the data  Who, What
3. Talk to the audience  Why!
1. Talk to your client
 Who
2. Analyse the data
 Who, What
F: 70% Revenue
Sessions
41% of all Revenue
Transactions
3. Talk to the audience
 Why 1. Save Money
2. Don’t like:
• Carrying the bags
• OMG Queuing
• Shopping in general
3. Save Time
 But WHY???
Are we selling groceries or quality time?
1. Testing Sentiment In Ad Text & Audiences
Experiment:
Are “emotional ads” better than
“functional ads”?
1. Testing Sentiment In Ad Text & Audiences
Functional Ad Copy Emotional Ad Copy
50% 50%
1,000 Ads
1. Testing Sentiment In Ad Text & Audiences
KPIs:
New Customers
Maintain Current Customers
Revenue
1. Testing Sentiment In Ad Text & Audiences
Emotional Ad Copy generated
€4 more per every €1
VS
Functional ads
1. Testing Sentiment In Ad Text & Audiences
• Generated 4% more returning
customers for the same ad
spend.
• Cost per returning customer
was 4% cheaper.
• Returning customer spend
nearly €2 more per
transaction.
Emotional Ad Copy
Emotional Ad Copy Results
1. Testing Sentiment In Ad Text & Audiences
• Generated 8% more new
customers for the same ad
spend.
• Cost per new customer was 6%
cheaper.
Functional Ad Copy
Functional Ad Copy Results
1. Testing Sentiment In Ad Text & Audiences
New customers spend nearly €6
more per transaction.
1. Testing Sentiment In Ad Text & Audiences
Customers
AKA Converters
Potential Customers
AKA Non Converters
>Emotional EmotionalFunctional Functional >
1. Testing Sentiment In Ad Text & Audiences
Next Steps:
Learnings + IF Functions: to increase performance
{=IF(audience IN (Customers), Spend More Time Doing What
You Love. Skip The Queues, Buy Your Groceries
Online!):Save Time & Money By Doing Your Grocery Shop
Online Today!}
Currently testing…
2. Sentiment Analysis Tool
70 “likes” > friends
150 “likes > parents
300 “likes” > partners
300+ “likes” > myself
3. How to use Sentiment Analysis in PR,
Social and Search
Using Sentiment Analysis in PR
• Measure sentiment, don’t assume it
• Matching sentiment is key in crisis communication
h t t p : / / u k . b u s i n e s s i n s i d e r . c o m / p r - d i s a s t e r s - c r i s i s - m a n a g e m e n t - 2 0 1 1 - 5
Using Sentiment Analysis in PR
• Finding influential bloggers & columnists
• Helps you focus your attention to the most important
influencers
• Helps identify influential products and employees
Using Sentiment Analysis in PR
• Early warning system for very negative sentiment & crisis
communication
• Evaluate the sentiment before & after an event as a
measure of success
• Real-time political analysis
• Do all of this for competitors too and learn twice as fast
Using Sentiment Analysis in Social Media
• Relying on social media metrics alone is dangerous
Using Sentiment Analysis in Social Media
• Understand the sentiment around mentions specifically
• Helps you prioritize responding to unhappy customers
• Be on the lookout for social media crisis
Using Sentiment Analysis in Social Media
• Monitor competitors for
inspiration of positive and
negative mentions for
community building or lead
generation opportunities
h t t p s : / / m e n t i o n . c o m / b l o g / s o c i a l - m e d i a - s e n t i m e n t - a n a l y s i s /
Using Sentiment Analysis in Social Media
• See how people are reacting to new features, events,
board members, etc
• Identify and reach out to influencers
• Do the same for competitors
Using Sentiment Analysis in Search
• The tone of voice to be used in text ads
• Most common problems to be addressed in ad text
• Emphasizing best product features
• Finding marketing language that has a base in real
customer experiences
• Ideas for topical campaigns
Using Sentiment Analysis in Search
Using Sentiment Analysis in Search
• Anticipating the need for more budget
• Negative & positive keyword exploration
• Adjust bids, budget and ad copy during crisis
• Target influencer names to put a message in front of them
5 Take Aways
Take Aways
1. Turn on your detective mode
2. Embrace sentiments in an analytical way
3. Intelligent tools/machines are coming
4. Robots can help us understand the human side
5. Stop ignoring sentiment in Paid Search

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3XE and HeroConf Workshop: Sentiment Analysis and Machine Learning

  • 1.
  • 2. Artificial Intelligence Inflection Point • Quarterly insight reports • Google Analytics • We love data! Artificial Intelligance Inflection point.Machine Learning
  • 3.
  • 4. Once upon a time…
  • 5.
  • 6.
  • 7.
  • 8. >
  • 10. 3 Ways to use your feelings to improve the performance of your campaigns. 1. Testing Sentiment In Ad Text & Audiences 2. Sentiment Analysis Tool 3. How to use Sentiment Analysis in PR, Social and Search
  • 11. 1. Testing Sentiment In Ad Text & Audiences
  • 12. Traditional Ad Copy Formula 1. Keyword 2. Unique Selling Point (USP) 3. Call To Action I can do that.
  • 13. Before you start writing your emotional ad text…
  • 14. Get to know the audience 1. Talk to your client Who 2. Analyse the data  Who, What 3. Talk to the audience  Why!
  • 15. 1. Talk to your client  Who
  • 16. 2. Analyse the data  Who, What F: 70% Revenue Sessions 41% of all Revenue Transactions
  • 17. 3. Talk to the audience  Why 1. Save Money 2. Don’t like: • Carrying the bags • OMG Queuing • Shopping in general 3. Save Time  But WHY???
  • 18. Are we selling groceries or quality time?
  • 19. 1. Testing Sentiment In Ad Text & Audiences Experiment: Are “emotional ads” better than “functional ads”?
  • 20. 1. Testing Sentiment In Ad Text & Audiences Functional Ad Copy Emotional Ad Copy 50% 50% 1,000 Ads
  • 21. 1. Testing Sentiment In Ad Text & Audiences KPIs: New Customers Maintain Current Customers Revenue
  • 22. 1. Testing Sentiment In Ad Text & Audiences Emotional Ad Copy generated €4 more per every €1 VS Functional ads
  • 23. 1. Testing Sentiment In Ad Text & Audiences • Generated 4% more returning customers for the same ad spend. • Cost per returning customer was 4% cheaper. • Returning customer spend nearly €2 more per transaction. Emotional Ad Copy Emotional Ad Copy Results
  • 24. 1. Testing Sentiment In Ad Text & Audiences • Generated 8% more new customers for the same ad spend. • Cost per new customer was 6% cheaper. Functional Ad Copy Functional Ad Copy Results
  • 25. 1. Testing Sentiment In Ad Text & Audiences New customers spend nearly €6 more per transaction.
  • 26. 1. Testing Sentiment In Ad Text & Audiences Customers AKA Converters Potential Customers AKA Non Converters >Emotional EmotionalFunctional Functional >
  • 27. 1. Testing Sentiment In Ad Text & Audiences Next Steps: Learnings + IF Functions: to increase performance {=IF(audience IN (Customers), Spend More Time Doing What You Love. Skip The Queues, Buy Your Groceries Online!):Save Time & Money By Doing Your Grocery Shop Online Today!} Currently testing…
  • 29.
  • 30.
  • 31. 70 “likes” > friends 150 “likes > parents 300 “likes” > partners 300+ “likes” > myself
  • 32.
  • 33.
  • 34.
  • 35.
  • 36.
  • 37.
  • 38. 3. How to use Sentiment Analysis in PR, Social and Search
  • 39. Using Sentiment Analysis in PR • Measure sentiment, don’t assume it • Matching sentiment is key in crisis communication h t t p : / / u k . b u s i n e s s i n s i d e r . c o m / p r - d i s a s t e r s - c r i s i s - m a n a g e m e n t - 2 0 1 1 - 5
  • 40. Using Sentiment Analysis in PR • Finding influential bloggers & columnists • Helps you focus your attention to the most important influencers • Helps identify influential products and employees
  • 41. Using Sentiment Analysis in PR • Early warning system for very negative sentiment & crisis communication • Evaluate the sentiment before & after an event as a measure of success • Real-time political analysis • Do all of this for competitors too and learn twice as fast
  • 42. Using Sentiment Analysis in Social Media • Relying on social media metrics alone is dangerous
  • 43. Using Sentiment Analysis in Social Media • Understand the sentiment around mentions specifically • Helps you prioritize responding to unhappy customers • Be on the lookout for social media crisis
  • 44. Using Sentiment Analysis in Social Media • Monitor competitors for inspiration of positive and negative mentions for community building or lead generation opportunities h t t p s : / / m e n t i o n . c o m / b l o g / s o c i a l - m e d i a - s e n t i m e n t - a n a l y s i s /
  • 45. Using Sentiment Analysis in Social Media • See how people are reacting to new features, events, board members, etc • Identify and reach out to influencers • Do the same for competitors
  • 46. Using Sentiment Analysis in Search • The tone of voice to be used in text ads • Most common problems to be addressed in ad text • Emphasizing best product features • Finding marketing language that has a base in real customer experiences • Ideas for topical campaigns
  • 48. Using Sentiment Analysis in Search • Anticipating the need for more budget • Negative & positive keyword exploration • Adjust bids, budget and ad copy during crisis • Target influencer names to put a message in front of them
  • 50. Take Aways 1. Turn on your detective mode 2. Embrace sentiments in an analytical way 3. Intelligent tools/machines are coming 4. Robots can help us understand the human side 5. Stop ignoring sentiment in Paid Search