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SEO Advanced 
for 
Digital Content Creators 
SEO/SEM & Search – Web Presence Optimization 
Andrea Berberich 
http://seosemadvice.com 1
Agenda 
 Google Knowledge Graph 
 Google Knowledge Vault 
 Advanced SEO Concepts 
2 
http://seosemadvice.com
Google Knowledge Graph 
 What is the Google Knowledge Graph? 
 Knowledge base use by Google to enhance its search 
engine’s search results with semantic search 
information. 
 It provides structured and detailed information about the 
topic in addition to a list of links to other sites 
 It was added to Google search engine in 2012 
 Why should I know about the Google Knowledge 
Graph? 
 Explore your search – Google added a carousel at 
the top 
 Explore collection – words just don’t refer to words 
rather than things 
 Connects relationships of people, things, events and 
more 
 Search for the answer no matter on which device 
3 
Source: Google.com 
Source: Google.com 
http://seosemadvice.com
Knowledge Vault 
 What is the Google Knowledge Vault? 
 It was added to Google’s search arsenal Aug. 2014 
 Uses Knowledge Graph content and uses increasing 
amounts of structure content in PC and mobile search 
results 
 It is assembled from content across the internet without 
human editorial involvement 
 It autonomously gathers and merges information from 
across the web into a single base of facts about the 
world, and the people and objects 
 Google assembled 1.6 billion “facts” and scored them 
according to confidence in their accuracy. Roughly 16 % 
of it qualifies as “confident facts.” 
 It is the basis of future Artificial Intelligence applications, 
machine-to-machine communication, augmented reality, 
predictive model and virtual assistant 
4 
Source: searchengineland.com 
Source: linkedin.com/article 
http://seosemadvice.com
Future Searches -- Knowledge Vault 
 Replacing search results systems we are familiar with and replace 
them with 1:1 question to answer ratio 
 Provide commonly used question 
 Provide industry-based answer 
 Evidence are viral questions campaign. Do these phrases sound 
familiar to you? 
 Who is John Galt? 
 Who Watches the Watchmen? 
 How many licks does it take to get to the center of tootsie pop roll? 
 What can brown do for you? 
 One of the more famous answers, 42 
Each of these, in their own right, are perfect bit(e)-sized advertising 
campaigns that lead to their own specific destination. 
Source: http://ignitevisibility.com/google-knowledge-vault/ 
5 
http://seosemadvice.com
Summary of the Knowledge Vault 
Summary of why we need to pay attention to Knowledge Vault 
 Based on machine learning 
 Capable of extracting data from multiple sources 
(tabular data, page structure, text human annotations) 
 Infers facts and relationship based on all data available – it relies on 
existing knowledge bases 
(e.g. Freebase, Wikipedia, YAGO, MS Satori) 
 Validating facts is done by a researcher described process called “link 
prediction in a graph” 
 Path ranking algorithm (PRA) 
 Neural Network Model (MLP; multilayer perceptron) 
Source: http://dejanseo.com.au/knowledge-vault/ 
6 
http://seosemadvice.com
Advanced SEO Concepts 
The knowledge vault introduction forces us to continue re-think they 
way we research and create digital content. 
 Keyword Usage 
 TF-IDF = term frequency-inverse document frequency 
 Synonyms and Close Variants 
 Page Segmentation 
 Semantic Distance and Term Relationships 
 Co- occurence and Phrase-Based Indexing 
 Entity Salience 
Source: http://moz.com/blog/7-advanced-seo-concepts 
7 
http://seosemadvice.com
Keyword Usage 
 Keyword Usage: Placing the 
keywords/keyword phrases 
strategically within certain 
elements may provide clues as 
to the context of the page. 
 Additional optimization 
 Page title = H1 
 Meta Description 
 Embedded Video 
Source: http://moz.com/blog/7-advanced-seo-concepts 
8 
http://seosemadvice.com
TF-IDF 
 TF-IDF = term frequency-inverse document frequency measures the 
importance of a keyword phrase by comparing it to the frequency of 
the term in a large set of documents. 
 Many advanced textual analysis techniques use a version of TF-IDF 
as a base. 
Source: http://moz.com/blog/7-advanced-seo-concepts 
9 
http://seosemadvice.com
Synonyms and Close Variants 
 Synonyms and Close Variants: 
Search engines posses vast corpuses of synonyms and close 
variants for billions of phrases, which allows you to enrich your 
content with natural text to provide greater meaning. 
Source: http://moz.com/blog/7-advanced-seo-concepts 
10 
http://seosemadvice.com
Page Segmentation 
 Page Segmentation: 
Content located in the main body text likely holds more importance 
than text placed in sidebars or alternative positions. Repeating text 
placed in boilerplate, locations, or chrome, runs the risk of being 
discounted even more. 
Source: http://moz.com/blog/7-advanced-seo-concepts 
11 
http://seosemadvice.com
Semantic Distance and Term Relationships 
 Semantic Distance and Term Relationships 
Search engines can determine the connections between words and 
phrases by their relationships within the content. The closer the 
semantic relationships, the greater the chances the words and 
phrase are related to each other. 
Source: http://moz.com/blog/7-advanced-seo-concepts 
12 
http://seosemadvice.com
Co-occurrence and Phrase-Based Indexing 
 Phrase-Based Indexing and Co-occurrence 
Using the concept of co-occurrence, search engines know that 
certain phrases tend to predict other phrases. Presence of these co-occurring 
phrases can strengthen topic focus. Links from pages with 
co-occurring phrases can also help. 
Source: http://moz.com/blog/7-advanced-seo-concepts 
13 
http://seosemadvice.com
Entity Salience 
 Entity salience goes beyond traditional keyword techniques, like TF-IDF, 
for finding relevant terms in a document by leveraging known 
relationships between entities. An entity is anything in the document 
that is distinct and well refined. 
Source: http://moz.com/blog/7-advanced-seo-concepts 
14 
http://seosemadvice.com
Summary 
 Keyword research form your base 
 Research round topics and themes 
 When drafting your content, try to answer as many 
questions as you can 
 Use natural language and variations 
 Place your important content to strategically most 
important section of the page 
 Structure your content appropriately 
Source: http://moz.com/blog/7-advanced-seo-concepts 
15 
http://seosemadvice.com
Thank you! 
http://seosemadvice.com 
Andrea Berberich 
http://seosemadvice.com 16

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Advanced SEO for Digital Content Creators

  • 1. SEO Advanced for Digital Content Creators SEO/SEM & Search – Web Presence Optimization Andrea Berberich http://seosemadvice.com 1
  • 2. Agenda  Google Knowledge Graph  Google Knowledge Vault  Advanced SEO Concepts 2 http://seosemadvice.com
  • 3. Google Knowledge Graph  What is the Google Knowledge Graph?  Knowledge base use by Google to enhance its search engine’s search results with semantic search information.  It provides structured and detailed information about the topic in addition to a list of links to other sites  It was added to Google search engine in 2012  Why should I know about the Google Knowledge Graph?  Explore your search – Google added a carousel at the top  Explore collection – words just don’t refer to words rather than things  Connects relationships of people, things, events and more  Search for the answer no matter on which device 3 Source: Google.com Source: Google.com http://seosemadvice.com
  • 4. Knowledge Vault  What is the Google Knowledge Vault?  It was added to Google’s search arsenal Aug. 2014  Uses Knowledge Graph content and uses increasing amounts of structure content in PC and mobile search results  It is assembled from content across the internet without human editorial involvement  It autonomously gathers and merges information from across the web into a single base of facts about the world, and the people and objects  Google assembled 1.6 billion “facts” and scored them according to confidence in their accuracy. Roughly 16 % of it qualifies as “confident facts.”  It is the basis of future Artificial Intelligence applications, machine-to-machine communication, augmented reality, predictive model and virtual assistant 4 Source: searchengineland.com Source: linkedin.com/article http://seosemadvice.com
  • 5. Future Searches -- Knowledge Vault  Replacing search results systems we are familiar with and replace them with 1:1 question to answer ratio  Provide commonly used question  Provide industry-based answer  Evidence are viral questions campaign. Do these phrases sound familiar to you?  Who is John Galt?  Who Watches the Watchmen?  How many licks does it take to get to the center of tootsie pop roll?  What can brown do for you?  One of the more famous answers, 42 Each of these, in their own right, are perfect bit(e)-sized advertising campaigns that lead to their own specific destination. Source: http://ignitevisibility.com/google-knowledge-vault/ 5 http://seosemadvice.com
  • 6. Summary of the Knowledge Vault Summary of why we need to pay attention to Knowledge Vault  Based on machine learning  Capable of extracting data from multiple sources (tabular data, page structure, text human annotations)  Infers facts and relationship based on all data available – it relies on existing knowledge bases (e.g. Freebase, Wikipedia, YAGO, MS Satori)  Validating facts is done by a researcher described process called “link prediction in a graph”  Path ranking algorithm (PRA)  Neural Network Model (MLP; multilayer perceptron) Source: http://dejanseo.com.au/knowledge-vault/ 6 http://seosemadvice.com
  • 7. Advanced SEO Concepts The knowledge vault introduction forces us to continue re-think they way we research and create digital content.  Keyword Usage  TF-IDF = term frequency-inverse document frequency  Synonyms and Close Variants  Page Segmentation  Semantic Distance and Term Relationships  Co- occurence and Phrase-Based Indexing  Entity Salience Source: http://moz.com/blog/7-advanced-seo-concepts 7 http://seosemadvice.com
  • 8. Keyword Usage  Keyword Usage: Placing the keywords/keyword phrases strategically within certain elements may provide clues as to the context of the page.  Additional optimization  Page title = H1  Meta Description  Embedded Video Source: http://moz.com/blog/7-advanced-seo-concepts 8 http://seosemadvice.com
  • 9. TF-IDF  TF-IDF = term frequency-inverse document frequency measures the importance of a keyword phrase by comparing it to the frequency of the term in a large set of documents.  Many advanced textual analysis techniques use a version of TF-IDF as a base. Source: http://moz.com/blog/7-advanced-seo-concepts 9 http://seosemadvice.com
  • 10. Synonyms and Close Variants  Synonyms and Close Variants: Search engines posses vast corpuses of synonyms and close variants for billions of phrases, which allows you to enrich your content with natural text to provide greater meaning. Source: http://moz.com/blog/7-advanced-seo-concepts 10 http://seosemadvice.com
  • 11. Page Segmentation  Page Segmentation: Content located in the main body text likely holds more importance than text placed in sidebars or alternative positions. Repeating text placed in boilerplate, locations, or chrome, runs the risk of being discounted even more. Source: http://moz.com/blog/7-advanced-seo-concepts 11 http://seosemadvice.com
  • 12. Semantic Distance and Term Relationships  Semantic Distance and Term Relationships Search engines can determine the connections between words and phrases by their relationships within the content. The closer the semantic relationships, the greater the chances the words and phrase are related to each other. Source: http://moz.com/blog/7-advanced-seo-concepts 12 http://seosemadvice.com
  • 13. Co-occurrence and Phrase-Based Indexing  Phrase-Based Indexing and Co-occurrence Using the concept of co-occurrence, search engines know that certain phrases tend to predict other phrases. Presence of these co-occurring phrases can strengthen topic focus. Links from pages with co-occurring phrases can also help. Source: http://moz.com/blog/7-advanced-seo-concepts 13 http://seosemadvice.com
  • 14. Entity Salience  Entity salience goes beyond traditional keyword techniques, like TF-IDF, for finding relevant terms in a document by leveraging known relationships between entities. An entity is anything in the document that is distinct and well refined. Source: http://moz.com/blog/7-advanced-seo-concepts 14 http://seosemadvice.com
  • 15. Summary  Keyword research form your base  Research round topics and themes  When drafting your content, try to answer as many questions as you can  Use natural language and variations  Place your important content to strategically most important section of the page  Structure your content appropriately Source: http://moz.com/blog/7-advanced-seo-concepts 15 http://seosemadvice.com
  • 16. Thank you! http://seosemadvice.com Andrea Berberich http://seosemadvice.com 16