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Hummingbird and Semantic Search 
Eric Enge @stonetemple +Eric Enge
Who is Eric Enge? 
 Lead Co-author: The Art of SEO 
 CEO: Stone Temple Consulting, 
50 person Digital Marketing agency 
 Columnist: 
 Interviewer: 
Eric Enge @stonetemple +Eric Enge
What’s It All About? 
Eric Enge @stonetemple +Eric Enge
Three Parts to Google’s Product 
1 2 3 
Search Engine 
Spider/Crawler/Robot 
Index 
Hummingbird was a rewrite of the Search Engine 
Eric Enge @stonetemple +Eric Enge
Four Parts –With The Knowledge Graph 
1 2 3 
Search Engine 
Spider/Crawler/Robot Index 
The Knowledge Graph 
is a set of structured 
databases that can 
answer specific 
questions 
Eric Enge @stonetemple +Eric Enge
Not Always Very Helpful (Google) 
Eric Enge @stonetemple +Eric Enge
Hummingbird in a Nutshell 
Hummingbird 
User 
Query Main 
Query 
Translator 
Algo 
Modified 
Query 
Translated Search Query Results 
Eric Enge @stonetemple +Eric Enge
A Brief Look At The Patents 
Eric Enge @stonetemple +Eric Enge
First Query Rewriting Patent Filing 
Eric Enge @stonetemple +Eric Enge
From The 
“Hummingbird 
Patent” 
H/T Bill Slawski 
Eric Enge @stonetemple +Eric Enge
Zooming 
In 
Eric Enge @stonetemple +Eric Enge
Co-Occurrence 
H/T Bill Slawski 
Eric Enge @stonetemple +Eric Enge
Examples 
Eric Enge @stonetemple +Eric Enge
Synonyms 
Eric Enge @stonetemple +Eric Enge
Assumes Context – “Italian restaurant” 
Eric Enge @stonetemple +Eric Enge
Maps to Knowledge Graph 
Eric Enge @stonetemple +Eric Enge
Comparison 
Queries 
Jupiter VS 
Saturn 
Eric Enge @stonetemple +Eric Enge
Conversational 
Queries 
“Show Me 
Pictures of the 
Eiffel Tower” 
Eric Enge @stonetemple +Eric Enge
Remembers Context – “How Tall Is It?” 
Eric Enge @stonetemple +Eric Enge
Maps User Intent – “Red Sox VS Yankees”, After Recent Series 
Evil Good 
Eric Enge @stonetemple +Eric Enge
“Red Sox VS 
Yankees” - Day 
of the Game 
Eric Enge @stonetemple +Eric Enge
“Red Sox VS Yankees” - Offseason 
Eric Enge @stonetemple +Eric Enge
“Patriots” - During a Playoff Game 
Eric Enge @stonetemple +Eric Enge
Who is 
Tom 
Brady? 
Eric Enge @stonetemple +Eric Enge
“Who Is His Wife?” 
Eric Enge @stonetemple +Eric Enge
“Does He Have Children?” 
Eric Enge @stonetemple +Eric Enge
“How Tall Is He” 
Eric Enge @stonetemple +Eric Enge
“When Did He Start Playing Football?” 
Eric Enge @stonetemple +Eric Enge
Google vs. Siri vs. Cortana 
A Comparison Test by Stone Temple Consulting 
http://stonet.co/KnowledgeBoxStudy 
Eric Enge @stonetemple +Eric Enge
Out of 3086 
Voice Queries 
Eric Enge @stonetemple +Eric Enge
For Answers Given, 
Did They Address 
the Question? 
Eric Enge @stonetemple +Eric Enge
Funniest Answer Ever (Siri) 
Eric Enge @stonetemple +Eric Enge
Retested 125 
Queries That 
Returned Step by 
Step Results 
6 Weeks After the Initial Study 
Eric Enge @stonetemple +Eric Enge
Retested 125 Queries 
That Did Not Return 
Results Also 
Eric Enge @stonetemple +Eric Enge
OK, So How Do I Win? 
Eric Enge @stonetemple +Eric Enge
Dial Up the User Satisfaction Level 
Eric Enge @stonetemple +Eric Enge
How Many People Would 
You Satisfy? 
Eric Enge @stonetemple +Eric Enge
Address User Wants / Needs 
Eric Enge @stonetemple +Eric Enge
User Groups 
Eric Enge @stonetemple +Eric Enge
UserTesting.com 
Eric Enge @stonetemple +Eric Enge
Avoid Thin Content Pages 
Eric Enge @stonetemple +Eric Enge
Avoid Simple Affiliate 
Sites 
Eric Enge @stonetemple +Eric Enge
Avoid Doorway Page Like Experiences 
• Google Likes In-Depth 
content experiences 
• More than one page on 
the topic 
Eric Enge @stonetemple +Eric Enge
Content Mix Correlates With Ranking 
Eric Enge @stonetemple +Eric Enge
Words On Page Example 
Eric Enge @stonetemple +Eric Enge
Example of Content Depth 
Who is 
Better, Tom 
Brady or 
Peyton 
Manning? 
Compare 
Tom Brady 
Peyton 
Manning 
Does your sport 
site have a page 
that discusses this 
very common 
question? 
Eric Enge @stonetemple +Eric Enge
Next Query Anticipation 
• What if 25% of people who search on “Eiffel Tower” want to know the 
height of the tower? 
• Does your page answer that question? 
• What are the real questions users have in mind? 
• Are you answering them? 
Eric Enge @stonetemple +Eric Enge
Example – Pizza Place in Las Vegas 
Where is 
the Nearest 
Pizza Place? 
Las Vegas 
Pizza 
Address 
Menu 
Hours 
Prices 
Coupons 
Bar? 
Reservations? 
Local Language 
Eric Enge @stonetemple +Eric Enge
Implement 
Schema 
Even if No 
Rich 
Snippets 
Eric Enge @stonetemple +Eric Enge
Even if You Don’t 
Have the 
Programming Talent 
Eric Enge @stonetemple +Eric Enge
Get the Schema Info on Your Page Without the Coding 
Address 
Menu 
Hours 
Prices 
Coupons 
Bar? 
Reservations? 
Eric Enge @stonetemple +Eric Enge
Thank You! 
Eric Enge 
eenge@stonetemple.com 
Twitter: @stonetemple 
Google Plus: +Eric Enge 
(508) 879-0950 
http://www.stonetemple.com 
Eric Enge @stonetemple +Eric Enge

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Hummingbird and Semantic Search - State of Search Dallas

  • 1. Hummingbird and Semantic Search Eric Enge @stonetemple +Eric Enge
  • 2. Who is Eric Enge?  Lead Co-author: The Art of SEO  CEO: Stone Temple Consulting, 50 person Digital Marketing agency  Columnist:  Interviewer: Eric Enge @stonetemple +Eric Enge
  • 3. What’s It All About? Eric Enge @stonetemple +Eric Enge
  • 4. Three Parts to Google’s Product 1 2 3 Search Engine Spider/Crawler/Robot Index Hummingbird was a rewrite of the Search Engine Eric Enge @stonetemple +Eric Enge
  • 5. Four Parts –With The Knowledge Graph 1 2 3 Search Engine Spider/Crawler/Robot Index The Knowledge Graph is a set of structured databases that can answer specific questions Eric Enge @stonetemple +Eric Enge
  • 6. Not Always Very Helpful (Google) Eric Enge @stonetemple +Eric Enge
  • 7. Hummingbird in a Nutshell Hummingbird User Query Main Query Translator Algo Modified Query Translated Search Query Results Eric Enge @stonetemple +Eric Enge
  • 8. A Brief Look At The Patents Eric Enge @stonetemple +Eric Enge
  • 9. First Query Rewriting Patent Filing Eric Enge @stonetemple +Eric Enge
  • 10. From The “Hummingbird Patent” H/T Bill Slawski Eric Enge @stonetemple +Eric Enge
  • 11. Zooming In Eric Enge @stonetemple +Eric Enge
  • 12. Co-Occurrence H/T Bill Slawski Eric Enge @stonetemple +Eric Enge
  • 13. Examples Eric Enge @stonetemple +Eric Enge
  • 14. Synonyms Eric Enge @stonetemple +Eric Enge
  • 15. Assumes Context – “Italian restaurant” Eric Enge @stonetemple +Eric Enge
  • 16. Maps to Knowledge Graph Eric Enge @stonetemple +Eric Enge
  • 17. Comparison Queries Jupiter VS Saturn Eric Enge @stonetemple +Eric Enge
  • 18. Conversational Queries “Show Me Pictures of the Eiffel Tower” Eric Enge @stonetemple +Eric Enge
  • 19. Remembers Context – “How Tall Is It?” Eric Enge @stonetemple +Eric Enge
  • 20. Maps User Intent – “Red Sox VS Yankees”, After Recent Series Evil Good Eric Enge @stonetemple +Eric Enge
  • 21. “Red Sox VS Yankees” - Day of the Game Eric Enge @stonetemple +Eric Enge
  • 22. “Red Sox VS Yankees” - Offseason Eric Enge @stonetemple +Eric Enge
  • 23. “Patriots” - During a Playoff Game Eric Enge @stonetemple +Eric Enge
  • 24. Who is Tom Brady? Eric Enge @stonetemple +Eric Enge
  • 25. “Who Is His Wife?” Eric Enge @stonetemple +Eric Enge
  • 26. “Does He Have Children?” Eric Enge @stonetemple +Eric Enge
  • 27. “How Tall Is He” Eric Enge @stonetemple +Eric Enge
  • 28. “When Did He Start Playing Football?” Eric Enge @stonetemple +Eric Enge
  • 29. Google vs. Siri vs. Cortana A Comparison Test by Stone Temple Consulting http://stonet.co/KnowledgeBoxStudy Eric Enge @stonetemple +Eric Enge
  • 30. Out of 3086 Voice Queries Eric Enge @stonetemple +Eric Enge
  • 31. For Answers Given, Did They Address the Question? Eric Enge @stonetemple +Eric Enge
  • 32. Funniest Answer Ever (Siri) Eric Enge @stonetemple +Eric Enge
  • 33. Retested 125 Queries That Returned Step by Step Results 6 Weeks After the Initial Study Eric Enge @stonetemple +Eric Enge
  • 34. Retested 125 Queries That Did Not Return Results Also Eric Enge @stonetemple +Eric Enge
  • 35. OK, So How Do I Win? Eric Enge @stonetemple +Eric Enge
  • 36. Dial Up the User Satisfaction Level Eric Enge @stonetemple +Eric Enge
  • 37. How Many People Would You Satisfy? Eric Enge @stonetemple +Eric Enge
  • 38. Address User Wants / Needs Eric Enge @stonetemple +Eric Enge
  • 39. User Groups Eric Enge @stonetemple +Eric Enge
  • 40. UserTesting.com Eric Enge @stonetemple +Eric Enge
  • 41. Avoid Thin Content Pages Eric Enge @stonetemple +Eric Enge
  • 42. Avoid Simple Affiliate Sites Eric Enge @stonetemple +Eric Enge
  • 43. Avoid Doorway Page Like Experiences • Google Likes In-Depth content experiences • More than one page on the topic Eric Enge @stonetemple +Eric Enge
  • 44. Content Mix Correlates With Ranking Eric Enge @stonetemple +Eric Enge
  • 45. Words On Page Example Eric Enge @stonetemple +Eric Enge
  • 46. Example of Content Depth Who is Better, Tom Brady or Peyton Manning? Compare Tom Brady Peyton Manning Does your sport site have a page that discusses this very common question? Eric Enge @stonetemple +Eric Enge
  • 47. Next Query Anticipation • What if 25% of people who search on “Eiffel Tower” want to know the height of the tower? • Does your page answer that question? • What are the real questions users have in mind? • Are you answering them? Eric Enge @stonetemple +Eric Enge
  • 48. Example – Pizza Place in Las Vegas Where is the Nearest Pizza Place? Las Vegas Pizza Address Menu Hours Prices Coupons Bar? Reservations? Local Language Eric Enge @stonetemple +Eric Enge
  • 49. Implement Schema Even if No Rich Snippets Eric Enge @stonetemple +Eric Enge
  • 50. Even if You Don’t Have the Programming Talent Eric Enge @stonetemple +Eric Enge
  • 51. Get the Schema Info on Your Page Without the Coding Address Menu Hours Prices Coupons Bar? Reservations? Eric Enge @stonetemple +Eric Enge
  • 52. Thank You! Eric Enge eenge@stonetemple.com Twitter: @stonetemple Google Plus: +Eric Enge (508) 879-0950 http://www.stonetemple.com Eric Enge @stonetemple +Eric Enge