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How Information Will
Transform The Search
Landscape
Ric Rodriguez, SEO Consultant
2019 - SEO Consultant, Yext
2018 - SEO Director, iProspect
2016 - SEO Director, Croud
2016 - SEO Strategist, Three Whiskey
2014 - SEO Analyst, iCrossing
There is a massive paradigm shift
going on in the world of search
No click searches are increasing
Zero-Click
Searches (49%)
Organic Clicks To
Non-Google Sites (41%)
Any Click To
Google Sites (6%)
Paid Clicks To Non-
Google Sites (4%)
Source: https://sparktoro.com/blog/how-much-of-googles-search-traffic-is-left-for-anyone-but-themselves/
The customer journey starts with a
question; consumers expect answers
The role of search is changing
1998 2018
Discovery Prioritisation Answers
# Of Websites In Existence
Source: https://www.internetlivestats.com/total-number-of-websites/
17m 29m 52m 86m
172m 207m
697m
969m 1.04bn
1.6bn
Accessibility
+
Relevance
+
Authority
Traditional search framework
Intent
Driven
Queries
Relevant
& Useful
Results
In the age of information, this
is a one dimensional strategy
Providing useful results to users
Source: https://www.searchenginejournal.com/how-google-search-ranking-works/307591/
Factor 2 Factor 3 Factor 4Factor 1 Factor 5
Website 1 4 6 31 9
Total
648
The Jason Barnard Theory
Providing useful results to users
Source: https://www.searchenginejournal.com/how-google-search-ranking-works/307591/
Website 2 7 8 22 4 896
Website 3 9 2 35 1 270
Website 4 1 3 96 2 324
The Jason Barnard Theory
Factor 2 Factor 3 Factor 4Factor 1 Factor 5
Website 1 4 6 31 9
Total
648
Providing useful results to users
Source: https://www.searchenginejournal.com/how-google-search-ranking-works/307591/
Website BidPosition
Website 2 8961
Website 1 6482
Website 4 3243
Website 3 2704
The Jason Barnard Theory
Providing useful results to users
Source: https://www.searchenginejournal.com/how-google-search-ranking-works/307591/
Website First Bid
Primary
Position
Website 2 8961
Website 1 6482
Website 4 3243
Website 3 2704
Second Bid
627
192
519
297
Final
Position
1
4
2
3
The Jason Barnard Theory
Providing useful results to users
Source: https://www.searchenginejournal.com/how-google-search-ranking-works/307591/
ImagePosition
5831
4682
2353
1724
Snippet
787
551
397
257
News
438
275
195
164
Web
627
519
297
192
The Jason Barnard Theory
Providing useful results to users
Source: https://www.searchenginejournal.com/how-google-search-ranking-works/307591/
ImagePosition
5831
4682
2353
1724
Snippet
787
551
397
257
News
438
275
195
164
Web
627
519
297
192
The Jason Barnard Theory
This tells us about “how” an input is
assessed, but not what the input is
Search is more than your website
what is a horse
Direct
Answers
Websites
Meta
Search /
Platforms
Voice /
Chat
AR / VR Apps
Search
Results
Search is more than your website
what is a horse
Direct
Answers
Websites
Meta
Search /
Platforms
Voice /
Chat
AR / VR Apps
Search
Results
Knowledge + Artificial Intelligence
An algorithm is the set of specific
instructions that facilitates action
How a network works – your brain
Neurons (brain
cells) connect to
create a network
The connections
(“synapses”) talk via
chemical signals
How a network works – your brain
When a response
is required a cell is
“activated”
It passes a positive
charge to other cells
who may do the same
How a network works – your brain
Some cells need
a certain level of
charge to activate
When enough cells
activate together,
something happens
A network is only as strong as
the connections that make it up
A simple artificial neural network
(39)
1
2
3
4
5
6
7
Hidden Layer
Output Layer
Input Layer
The number “4”
Multilayer
Perceptron
Source: https://www.youtube.com/watch?v=aircAruvnKk – check out the channel!
A simple artificial neural network
(39)
1
2
3
4
5
6
7
Activation is either ”on” or “off”
Nodes
Edges
Multilayer
Perceptron
Source: https://www.youtube.com/watch?v=aircAruvnKk – check out the channel!
A simple artificial neural network
Weighted edges
help to determine
the outcome
(39)
1
2
3
4
5
6
7
Different layers establish different
components – e.g., “a loop”
Source: https://www.youtube.com/watch?v=aircAruvnKk – check out the channel!
A simple artificial neural network
(39)
1
2
3
4
5
6
7
(39)
Using examples, neural networks
can derive an “error score”
By adjusting the weighting, the model
can make more accurate predictions
Source: https://www.youtube.com/watch?v=aircAruvnKk – check out the channel!
We can use networks to predict
intent and serve relevant results
A possible flow for learning intent
Query
- Result Type 1
- Result Type 1
- Result Type 2
- Result Type 2
- Result Type 3
- Result Type 3
Local / Map Pack
Ecommerce Pages
Article Content
1st Time Results
A possible flow for learning intent
Query
- Result Type 1
- Result Type 2
- Result Type 3
Clicks* Bounces* B / C*
5201 256 5%
4329 297 7%
1063 491 46%
Average based on similar
“high confidence” pages 3956 324 8%
Intent Scoring
*Metrics chosen to illustrate the process, not representative.
A possible flow for learning intent
Query
- Result Type 1
- Result Type 1
- Result Type 1
- Result Type 2
- Result Type 2
- Result Type 2
Local / Map Pack
Ecommerce Pages2nd Time Results
Sequence iterates until the search results yield a high confidence outcome
The information that provides intent
comes from the web as a whole
Understanding words on a page
Term
Frequency (TF)
Inverse Document
Frequency (IDF)/
(Disclaimer: Google uses more complex methods,
but this is useful to understanding the concept)
Term
Frequency (TF)
Inverse Document
Frequency (IDF)/
Understanding words on a page
The number of times a word
appears in a piece of text
(Disclaimer: Google uses more complex methods,
but this is useful to understanding the concept)
Understanding words on a page
Term
Frequency (TF)
Inverse Document
Frequency (IDF)/
(Disclaimer: Google uses more complex methods,
but this is useful to understanding the concept)
The importance of that word
in the overall document
Understanding words on a page
A bank generally refers to the land
alongside a body of water. Different
structures are referred to as banks in
different fields of geography, as follows.
In limnology, a stream bank or river bank
is the terrain alongside the bed of a river,
creek or stream.
A bank is a financial institution that
accepts deposits from the public and
creates credit. Lending activities can be
performed directly or indirectly through
capital markets. Due to their importance
in the financial stability of a country,
banks are highly regulated.
Source: https://en.wikipedia.org/wiki/Bank. & https://en.wikipedia.org/wiki/Bank_(geography)
Understanding words on a page
A bank generally refers to the land
alongside a body of water. Different
structures are referred to as banks in
different fields of geography, as follows.
In limnology, a stream bank or river bank
is the terrain alongside the bed of a river,
creek or stream.
A bank is a financial institution that
accepts deposits from the public and
creates credit. Lending activities can be
performed directly or indirectly through
capital markets. Due to their importance
in the financial stability of a country,
banks are highly regulated.
Source: https://en.wikipedia.org/wiki/Bank. & https://en.wikipedia.org/wiki/Bank_(geography)
Understanding words on a page
A bank generally refers to the land
alongside a body of water. Different
structures are referred to as banks in
different fields of geography, as follows.
In limnology, a stream bank or river bank
is the terrain alongside the bed of a river,
creek or stream.
A bank is a financial institution that
accepts deposits from the public and
creates credit. Lending activities can be
performed directly or indirectly through
capital markets. Due to their importance
in the financial stability of a country,
banks are highly regulated.
Source: https://en.wikipedia.org/wiki/Bank. & https://en.wikipedia.org/wiki/Bank_(geography)
Understanding words on a page
A bank generally refers to the land
alongside a body of water. Different
structures are referred to as banks in
different fields of geography, as follows.
In limnology, a stream bank or river bank
is the terrain alongside the bed of a river,
creek or stream.
A bank is a financial institution that
accepts deposits from the public and
creates credit. Lending activities can be
performed directly or indirectly through
capital markets. Due to their importance
in the financial stability of a country,
banks are highly regulated.
Source: https://en.wikipedia.org/wiki/Bank. & https://en.wikipedia.org/wiki/Bank_(geography)
Understanding words on a page
A` bank generally refers to the land
alongside a body of water. Different
structures are referred to as banks in
different fields of geography, as follows.
In limnology, a stream bank or river bank
is the terrain alongside the bed of a river,
creek or stream.
A bank is a financial institution that
accepts deposits from the public and
creates credit. Lending activities can be
performed directly or indirectly through
capital markets. Due to their importance
in the financial stability of a country,
banks are highly regulated.
Source: https://en.wikipedia.org/wiki/Bank. & https://en.wikipedia.org/wiki/Bank_(geography)
Understanding words on a page
Source: https://en.wikipedia.org/wiki/Bank. & https://en.wikipedia.org/wiki/Bank_(geography)
Bank
body
water
structures
fields
geography
limnology
stream
river
terrain
creek
financial institution
deposits
public
credit.
lending
capital markets
importance
stability
country
regulated
Understanding words on a page
Source: https://en.wikipedia.org/wiki/Bank. & https://en.wikipedia.org/wiki/Bank_(geography)
Bank
River / Stream Financial Institution
Search engines seek to understand
the human world through the web
Entity-based understanding
Horse Jockey
What is a horse?
Entity-based understanding
Horse
Jockey
What is a horse?
Entity-based understanding
Horse
Jockey Carpenter
What is a horse?
Entity-based understanding
Horse
Jockey Carpenter Gymnast
What is a horse?
Entity-based understanding
What is a horse?
Horse
Jockey Carpenter Gymnast
Horse Horse Vector
Domain
Entity-based understanding
?
Horse
Jockey Carpenter Gymnast
What is a horse?
?
Entity-based understanding
Sports
Horse
Jockey Carpenter Gymnast
What is a horse?
?
Entity-based understanding
Horse
Jockey Carpenter Gymnast
What is a horse?
Gymnastics
Sports
Entity-based understanding
Horse
Jockey Carpenter Gymnast
What is a horse?
Gymnastics Deriving context from search history
Sports
Entity-based understanding
StablesRaces
Horse
Jockeys
Riding
The knowledge graph is a network of connected entities and topics
Entity-based understanding
StablesRaces
Horse
Jockeys
Riding
? ?
? ? ? ?
?
Entity-based understanding
StablesRaces
Horse
Jockeys
Riding
Riding
Jockey Stables
Race Race Horse Horse
Entity-based understanding
StablesRaces
Horse
Jockeys
Riding
Riding
Jockey Stables
Race Race Horse Horse
Entity-based understanding
Riding
Jockey Stables
Race Race Horse Horse
”Topic
Relevance”
“Entity
Relevance”
Using hierarchy to position us as a
subject matter expert (i.e., “trustworthy”)
Knowing the ”what”, let’s apply the
how and consider what this means
Building a search results page
What is a horse?
Building a search results page
What is a horse?
Building a search results page
What is a horse?
Building a search results page
What is a horse?
Building a search results page
What is a horse?
Building a search results page
#6#5#4#3#2#1
What is a horse?
As a result, the idea of “keyword
optimisation” may be unhelpful
Information
A new way to approach search
Platform + Presence
Intent
Driven
Queries
Intent
Driven
Answers
A new way to approach search
Platform
Create user-centric experiences
that inspire, engage and convert
A new way to approach search
Build a footprint that positions
you as a trusted online source
Presence
A new way to approach search
Information
Control the data that powers the
knowledge behind every result
This framework aligns to
the past pillars of search
Information
Search experience marketing
Accessibility
Platform + Presence
Technical
Information
Search experience marketing
Relevance
Platform + Presence
Content
Information
Search experience marketing
Authority
Platform + Presence
Outreach
Information powers knowledge;
this is now the basis for search
Ric Rodriguez - How Information With Transform The Search Landscape

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Ric Rodriguez - How Information With Transform The Search Landscape

  • 1. How Information Will Transform The Search Landscape Ric Rodriguez, SEO Consultant
  • 2. 2019 - SEO Consultant, Yext 2018 - SEO Director, iProspect 2016 - SEO Director, Croud 2016 - SEO Strategist, Three Whiskey 2014 - SEO Analyst, iCrossing
  • 3. There is a massive paradigm shift going on in the world of search
  • 4. No click searches are increasing Zero-Click Searches (49%) Organic Clicks To Non-Google Sites (41%) Any Click To Google Sites (6%) Paid Clicks To Non- Google Sites (4%) Source: https://sparktoro.com/blog/how-much-of-googles-search-traffic-is-left-for-anyone-but-themselves/
  • 5. The customer journey starts with a question; consumers expect answers
  • 6. The role of search is changing 1998 2018 Discovery Prioritisation Answers # Of Websites In Existence Source: https://www.internetlivestats.com/total-number-of-websites/ 17m 29m 52m 86m 172m 207m 697m 969m 1.04bn 1.6bn
  • 8. In the age of information, this is a one dimensional strategy
  • 9. Providing useful results to users Source: https://www.searchenginejournal.com/how-google-search-ranking-works/307591/ Factor 2 Factor 3 Factor 4Factor 1 Factor 5 Website 1 4 6 31 9 Total 648 The Jason Barnard Theory
  • 10. Providing useful results to users Source: https://www.searchenginejournal.com/how-google-search-ranking-works/307591/ Website 2 7 8 22 4 896 Website 3 9 2 35 1 270 Website 4 1 3 96 2 324 The Jason Barnard Theory Factor 2 Factor 3 Factor 4Factor 1 Factor 5 Website 1 4 6 31 9 Total 648
  • 11. Providing useful results to users Source: https://www.searchenginejournal.com/how-google-search-ranking-works/307591/ Website BidPosition Website 2 8961 Website 1 6482 Website 4 3243 Website 3 2704 The Jason Barnard Theory
  • 12. Providing useful results to users Source: https://www.searchenginejournal.com/how-google-search-ranking-works/307591/ Website First Bid Primary Position Website 2 8961 Website 1 6482 Website 4 3243 Website 3 2704 Second Bid 627 192 519 297 Final Position 1 4 2 3 The Jason Barnard Theory
  • 13. Providing useful results to users Source: https://www.searchenginejournal.com/how-google-search-ranking-works/307591/ ImagePosition 5831 4682 2353 1724 Snippet 787 551 397 257 News 438 275 195 164 Web 627 519 297 192 The Jason Barnard Theory
  • 14. Providing useful results to users Source: https://www.searchenginejournal.com/how-google-search-ranking-works/307591/ ImagePosition 5831 4682 2353 1724 Snippet 787 551 397 257 News 438 275 195 164 Web 627 519 297 192 The Jason Barnard Theory
  • 15. This tells us about “how” an input is assessed, but not what the input is
  • 16. Search is more than your website what is a horse Direct Answers Websites Meta Search / Platforms Voice / Chat AR / VR Apps Search Results
  • 17. Search is more than your website what is a horse Direct Answers Websites Meta Search / Platforms Voice / Chat AR / VR Apps Search Results Knowledge + Artificial Intelligence
  • 18. An algorithm is the set of specific instructions that facilitates action
  • 19. How a network works – your brain Neurons (brain cells) connect to create a network The connections (“synapses”) talk via chemical signals
  • 20. How a network works – your brain When a response is required a cell is “activated” It passes a positive charge to other cells who may do the same
  • 21. How a network works – your brain Some cells need a certain level of charge to activate When enough cells activate together, something happens
  • 22. A network is only as strong as the connections that make it up
  • 23. A simple artificial neural network (39) 1 2 3 4 5 6 7 Hidden Layer Output Layer Input Layer The number “4” Multilayer Perceptron Source: https://www.youtube.com/watch?v=aircAruvnKk – check out the channel!
  • 24. A simple artificial neural network (39) 1 2 3 4 5 6 7 Activation is either ”on” or “off” Nodes Edges Multilayer Perceptron Source: https://www.youtube.com/watch?v=aircAruvnKk – check out the channel!
  • 25. A simple artificial neural network Weighted edges help to determine the outcome (39) 1 2 3 4 5 6 7 Different layers establish different components – e.g., “a loop” Source: https://www.youtube.com/watch?v=aircAruvnKk – check out the channel!
  • 26. A simple artificial neural network (39) 1 2 3 4 5 6 7 (39) Using examples, neural networks can derive an “error score” By adjusting the weighting, the model can make more accurate predictions Source: https://www.youtube.com/watch?v=aircAruvnKk – check out the channel!
  • 27. We can use networks to predict intent and serve relevant results
  • 28. A possible flow for learning intent Query - Result Type 1 - Result Type 1 - Result Type 2 - Result Type 2 - Result Type 3 - Result Type 3 Local / Map Pack Ecommerce Pages Article Content 1st Time Results
  • 29. A possible flow for learning intent Query - Result Type 1 - Result Type 2 - Result Type 3 Clicks* Bounces* B / C* 5201 256 5% 4329 297 7% 1063 491 46% Average based on similar “high confidence” pages 3956 324 8% Intent Scoring *Metrics chosen to illustrate the process, not representative.
  • 30. A possible flow for learning intent Query - Result Type 1 - Result Type 1 - Result Type 1 - Result Type 2 - Result Type 2 - Result Type 2 Local / Map Pack Ecommerce Pages2nd Time Results Sequence iterates until the search results yield a high confidence outcome
  • 31. The information that provides intent comes from the web as a whole
  • 32. Understanding words on a page Term Frequency (TF) Inverse Document Frequency (IDF)/ (Disclaimer: Google uses more complex methods, but this is useful to understanding the concept)
  • 33. Term Frequency (TF) Inverse Document Frequency (IDF)/ Understanding words on a page The number of times a word appears in a piece of text (Disclaimer: Google uses more complex methods, but this is useful to understanding the concept)
  • 34. Understanding words on a page Term Frequency (TF) Inverse Document Frequency (IDF)/ (Disclaimer: Google uses more complex methods, but this is useful to understanding the concept) The importance of that word in the overall document
  • 35. Understanding words on a page A bank generally refers to the land alongside a body of water. Different structures are referred to as banks in different fields of geography, as follows. In limnology, a stream bank or river bank is the terrain alongside the bed of a river, creek or stream. A bank is a financial institution that accepts deposits from the public and creates credit. Lending activities can be performed directly or indirectly through capital markets. Due to their importance in the financial stability of a country, banks are highly regulated. Source: https://en.wikipedia.org/wiki/Bank. & https://en.wikipedia.org/wiki/Bank_(geography)
  • 36. Understanding words on a page A bank generally refers to the land alongside a body of water. Different structures are referred to as banks in different fields of geography, as follows. In limnology, a stream bank or river bank is the terrain alongside the bed of a river, creek or stream. A bank is a financial institution that accepts deposits from the public and creates credit. Lending activities can be performed directly or indirectly through capital markets. Due to their importance in the financial stability of a country, banks are highly regulated. Source: https://en.wikipedia.org/wiki/Bank. & https://en.wikipedia.org/wiki/Bank_(geography)
  • 37. Understanding words on a page A bank generally refers to the land alongside a body of water. Different structures are referred to as banks in different fields of geography, as follows. In limnology, a stream bank or river bank is the terrain alongside the bed of a river, creek or stream. A bank is a financial institution that accepts deposits from the public and creates credit. Lending activities can be performed directly or indirectly through capital markets. Due to their importance in the financial stability of a country, banks are highly regulated. Source: https://en.wikipedia.org/wiki/Bank. & https://en.wikipedia.org/wiki/Bank_(geography)
  • 38. Understanding words on a page A bank generally refers to the land alongside a body of water. Different structures are referred to as banks in different fields of geography, as follows. In limnology, a stream bank or river bank is the terrain alongside the bed of a river, creek or stream. A bank is a financial institution that accepts deposits from the public and creates credit. Lending activities can be performed directly or indirectly through capital markets. Due to their importance in the financial stability of a country, banks are highly regulated. Source: https://en.wikipedia.org/wiki/Bank. & https://en.wikipedia.org/wiki/Bank_(geography)
  • 39. Understanding words on a page A` bank generally refers to the land alongside a body of water. Different structures are referred to as banks in different fields of geography, as follows. In limnology, a stream bank or river bank is the terrain alongside the bed of a river, creek or stream. A bank is a financial institution that accepts deposits from the public and creates credit. Lending activities can be performed directly or indirectly through capital markets. Due to their importance in the financial stability of a country, banks are highly regulated. Source: https://en.wikipedia.org/wiki/Bank. & https://en.wikipedia.org/wiki/Bank_(geography)
  • 40. Understanding words on a page Source: https://en.wikipedia.org/wiki/Bank. & https://en.wikipedia.org/wiki/Bank_(geography) Bank body water structures fields geography limnology stream river terrain creek financial institution deposits public credit. lending capital markets importance stability country regulated
  • 41. Understanding words on a page Source: https://en.wikipedia.org/wiki/Bank. & https://en.wikipedia.org/wiki/Bank_(geography) Bank River / Stream Financial Institution
  • 42. Search engines seek to understand the human world through the web
  • 47. Entity-based understanding What is a horse? Horse Jockey Carpenter Gymnast Horse Horse Vector Domain
  • 50. Entity-based understanding Horse Jockey Carpenter Gymnast What is a horse? Gymnastics Sports
  • 51. Entity-based understanding Horse Jockey Carpenter Gymnast What is a horse? Gymnastics Deriving context from search history Sports
  • 52. Entity-based understanding StablesRaces Horse Jockeys Riding The knowledge graph is a network of connected entities and topics
  • 56. Entity-based understanding Riding Jockey Stables Race Race Horse Horse ”Topic Relevance” “Entity Relevance” Using hierarchy to position us as a subject matter expert (i.e., “trustworthy”)
  • 57. Knowing the ”what”, let’s apply the how and consider what this means
  • 58. Building a search results page What is a horse?
  • 59. Building a search results page What is a horse?
  • 60. Building a search results page What is a horse?
  • 61. Building a search results page What is a horse?
  • 62. Building a search results page What is a horse?
  • 63. Building a search results page #6#5#4#3#2#1 What is a horse?
  • 64. As a result, the idea of “keyword optimisation” may be unhelpful
  • 65. Information A new way to approach search Platform + Presence Intent Driven Queries Intent Driven Answers
  • 66. A new way to approach search Platform Create user-centric experiences that inspire, engage and convert
  • 67. A new way to approach search Build a footprint that positions you as a trusted online source Presence
  • 68. A new way to approach search Information Control the data that powers the knowledge behind every result
  • 69. This framework aligns to the past pillars of search
  • 73. Information powers knowledge; this is now the basis for search