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Content Knowledge
Graphs:
Powering Your SEO and
Content Strategy
Martha van Berkel
Schema App
/martha-van-berkel/
@marthavanberkel
Martha van Berkel’s Knowledge Graph
Martha van Berkel
name
Schema
Markup
founder
jobTitle
nationality
knowsAbout
alumniOf
owns
mentions
CEO
directed
alumniOf alumniOf
Strategy & Innovation Math & Engineering
provider
provider
What is Schema Markup?
Schema Markup
is Machine
Readable Data
<script type=“application/ld+json”>
{
“@context”: “https://schema.org”,
“@type”: “Organization”,
“@id”: “https://www.schemaapp.com/#Organization”,
“url”: “https://www.schemaapp.com/”,
“name”: “Schema App”,
“name”: “Hunch Manifest Inc”,
“description”: “Schema App is an end-to-end schema markup solution...”,
“telephone”: “+18554448624”,
“knowsLanguage”: “http://www.wikidata.org/entity/Q1860”,
“areaServed”: “http://www.wikidata.org/entity/Q13780930”,
“telephone”: “+18554448624”,
“email”: “support@schemaapp.com”,
“sameAs”: “https://www.linkedin.com/company/2480720/”,
“sameAs”: “https://twitter.com/schemaapptool”,
“sameAs”: “https://www.youtube.com/channel/@SchemaApp”,
“address”: {
“@type”: “PostalAddress”,
“name”: “Schema App Address”,
“@id”: “https://www.schemaapp.com/#PostalAddress”,
“streetAddress”: “201 - 412 Laird Road”,
“postalCode”: “N1G 3X7”,
“addressRegion”: “Ontario”,
“addressLocality”: “Guelph”,
“addressCountry”: “Canada”,
},
}
</script>
● Helps search engines
and machines better
understand your content
and entities
● Provides users with more
accurate search results
Schema Markup
helps you achieve
rich results on the
SERP
Review Snippet Rich Result
Product Rich Result
Video Rich Result
Event Rich Result
Education Q&A Rich Results
Q&A Rich Results
Software App Rich Result
Growing
Adoption of
Schema
Markup
Source: Historical quarterly trends in the usage statistics of structured data formats for websites
Understanding
Search Updates from Google
October 2023
Structured Data is “machine
readable data that search engines
can use to understand the
content."
Aug 2024
Google updated Organization structured
data documentation to emphasize that
“Organization markup disambiguates
one organization from others.”
Disambiguation
Evolving Value of Schema Markup
2011 - 2023
Increased CTR from Rich Results
2023 – Present Future
Growth in CTR from improved
AI Understanding & Disambiguation in Search
Accelerating Insights from Content Knowledge Graphs
Semantic Schema Markup creates
your Content Knowledge Graph
Schema.org
Physician
Hospital
Medical
Procedure
Medical
Organization
Medical
Specialty
Physician
Hospital
Medical
Procedure
Medical
Organization
Medical
Specialty
memberOf hospitalAffiliation
medicalSpecialty availableService
availableService
relevantSpecialty
Lexical search
Search has
moved from
strings to
things
Semantic search
Keywords
Entities and
Knowledge Graphs
Entity Home
Your Webpage =
What is an
Entity?
An entity is a thing with
specific attributes.
Language to define
Entities on your website
Schema
Markup
=
Entity
Maturity
Scale
Keywords
Topics are a group of keywords
Entities relate topics with context (triples)
Linked Entities to
Wikipedia or Google Knowledge Graph
Linked Entities within your
Content Knowledge Graph
Entity
Maturity
What is a
Content
Knowledge
Graph?
A collection of relationships
between the entities defined
within the content on your
website using a standardized
vocabulary, from which new
knowledge can be gained
through inferencing.
Growing Importance of
Knowledge Graphs
Gartner names
Knowledge
Graphs as a
“Critical Enabler”
technology
Gartner: 30 Emerging Technologies
That Will Guide Your Business
Decisions (Feb 12, 2024)
Data.world:
Knowledge Graphs
provide Higher
Accuracy for LLM
Responses in
Enterprises by 300%
Source: data.world. (2023, November 13). A Benchmark to Understand
the Role of Knowledge Graphs on Large Language Model Accuracy
● Schema Markup is powerful tool for
SEO but has additional applications.
● Knowledge Graphs that follow W3C
standards enable you to re-use and
contextualize data in new and useful
ways.
#6 Trend in Data
Integration & Engineering:
Knowledge Graphs
Source: Sequeda, Juan. (2024, May 14)
https://x.com/juansequeda/status/1790341829683970193
Drive quality traffic to
your site
Increase click-through
rates to web pages
Rank for more relevant
search queries
Content Knowledge
Graphs can help search
engines understand,
disambiguate and
contextualize your
content
How do I know if my
Schema Markup is Building a
Content Knowledge Graph?
1. Your Schema Markup is Nested
Explains the hierarchy and relationship between the entities on your page
Nested Schema Markup
<script type="application/ld+json">
[{
"@context": "https://schema.org/",
"@type": "Product",
"name": "White Tshirt",
"description": "Soft, cotton white Ts."
"aggregateRating": {
"@type": "AggregateRating",
"bestRating": “100”,
"ratingCount": “70”,
"ratingValue": “81”,
}
}]
Unnested Schema Markup
<script type="application/ld+json">
[{
"@context": "https://schema.org/",
"@type": "Product",
"name": "White Tshirt",
"description": "Soft, cotton white Ts."
},
{
"@context": "https://schema.org",
"@type": "AggregateRating",
"bestRating": “100”,
"ratingCount": “70”,
"ratingValue": “81”,
}]
2. You use the appropriate
properties to connect the
entities across your site
1. Pick the property that best
describes the relationship between
both entities
2. Include the @id of the entity you
want to connect to using the
chosen property
<script type="application/ld+json">
[{
"@context": "https://schema.org/",
"@type": "BlogPosting",
"@id": "What is Schema Markup?",
"headline": "What is Schema Markup?",
"url": "https://www.schemaapp.com/schema-markup/what
-is-schema-markup/#BlogPosting",
"datePublished": "2024-05-02T05:48:56+00:00",
"publisher": {
"@type": "Organization",
"@id": “https://schemaapp.com/#Organization”,
"name": “Schema App”,
}
}]
Visit https://www.schemaapp.com/schema-paths/ to use the free tool
1. Select two Schema Types you
want to connect
2. See all possible paths between
both entities
Schema Paths Tool
● URIs ensure your entities are
identifiable and retrievable
● In JSON-LD, URIs are expressed with
the ‘@id’ attribute
3. Your Schema Markup
includes Uniform Resource
Identifiers (URIs)
4. You do Entity
Linking using your
Schema Markup
<script type="application/ld+json">
[{
"@context": "https://schema.org/",
"@type": "BlogPosting",
"@id": "https://www.schemaapp.com/schema-markup/what
-is-schema-markup/#BlogPosting",
"headline": "What is Schema Markup?",
"url": "https://www.schemaapp.com/schema-markup/what
-is-schema-markup/",
"datePublished": "2024-05-02T05:48:56+00:00",
"publisher": {
"@type": "Organization",
"@id": “https://schemaapp.com/#Organization”,
"name": “Schema App”,
"mentions": {
"@type": "Thing",
"name": “Structured Data”,
"sameAs": “kg:/m/05p2j70”,
"sameAs": “http://www.wikidata.org/entity/Q26813700”,
"sameAs": “https://en.wikipedia.org/wiki/Structured_data”,
"alternateName": “Schema Markup”,
}
}]
5. You’re using a glossary to define the terms
on your website
● Use Schema Markup to
manage and disambiguate
terms on your site
● A form of controlled
vocabulary
<script type="application/ld+json">
[{
"@context": "https://schema.org/",
"@type": "DefinedTerm",
"@id": "https://www.schemaapp.com/glossary/Entity/#DefinedTerm",
"name": "Entity",
"url": "https://www.schemaapp.com/glossary/Entity/",
"disambiguatingDescription": "A thing or concept that is unique and
distinguishable, with specific and well-defined attributes. An entity can
also described as a Data Item, a Resource, a Node, or a Thing.",
}]
You get a content
knowledge graph
that is reusable for
insights
Content Knowledge Graphs
to Support Content Teams
Content Inventory
● What exists on my website?
● How widely is a specific entity covered across the website's content?
Content Coverage
● How much existing content overlaps with desired topics?
● Which entities are underrepresented, and where can additional
content be created to improve coverage?
Content Optimization
● What new content should be added?
● What existing content should be improved?
Measure Performance
● How has this optimization impacted the performance of my content?
Knowledge
Graphs can
answer these
questions…
Real World
Examples
“Are your organization values showing
up in the your content?”
“We are strategically focused on AI in
SaaS, are our product verticals talking
about these entities. How much content
do we have on this topic?”
● Connectivity - Identifies key content that
has the most connections
● Similarity - Identify pages that are most
similar to a topic or a particular blog post,
based on shared topics or references
● Clustering - Identify distinct clusters of
related content within the website
● Depth - Under/overrepresented topics in
content
Schema Markup to
achieve Rich Results
Schema Markup to
build a Content
Knowledge Graph
Content Knowledge
Graphs to get
Content insights
DATA ARCHITECTURE
Build Knowledge Graphs for all web data at scale and speed
IT / AI INNOVATION
Get answers from the Knowledge Graph to enable other IT and
business Use Cases
CONTENT
Get Insights on content Topic Maps to inform Content Strategy
WEB EXPERIENCE
Tag Content to enable Web Experiences such as showcasing
related concepts/topics
This is only the
Beginning
About Schema App
Schema App is a scalable End-to-End
Schema Markup Solution for
Enterprise Marketing teams.
We help organizations use Schema Markup to build
Content Knowledge Graphs to stand out in search and
gain content insights, through our industry-leading
platform and Customer Success.
Trusted by Enterprises Worldwide
Schema App
Value
Scale Semantic
Schema Markup
across any site
Reduce IT
dependency to
add agility
Partner with
Schema Markup
Experts
Semantic
innovations to
stay competitive
Create Schema Markup in the
Schema App Editor and
Highlighter
2. Author
Schema App
Process
Build a Schema Markup
strategy that delivers on
specific business goals
1. Strategy
Deploy Schema Markup through
our platform and validate that the
Schema Markup is seen by Search
Engines
3. Deploy
4. Maintain and Monitor
Proactively Monitor Schema
Markup to ensure it stays complete
and robust through content, and
page changes.
Use Schema Performance
Analytics to see if your strategy is
yielding desired results and get
valuable insights to improve your
Schema Markup strategy
5. Reporting & Insights
Schema App School Courses
Visit training.schemaapp.com to get access to our free courses!
Questions? Download our FREE eBook
‘How to Drive Your Content
Marketing Strategy Using Content
Knowledge Graphs’
to learn about the value of Content
Knowledge Graphs and how you can
build your own!
Get in touch with me!
Martha van Berkel
CEO & Co-Founder, Schema App
Martha@SchemaApp.com
www.SchemaApp.com
Scan the QR code
or visit https://bit.ly/
brightonseo-2024
to download your
guide

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Content Knowledge Graphs: Powering Your SEO & Content Strategy

  • 1. Content Knowledge Graphs: Powering Your SEO and Content Strategy Martha van Berkel Schema App /martha-van-berkel/ @marthavanberkel
  • 2. Martha van Berkel’s Knowledge Graph Martha van Berkel name Schema Markup founder jobTitle nationality knowsAbout alumniOf owns mentions CEO directed alumniOf alumniOf Strategy & Innovation Math & Engineering provider provider
  • 3. What is Schema Markup?
  • 4. Schema Markup is Machine Readable Data <script type=“application/ld+json”> { “@context”: “https://schema.org”, “@type”: “Organization”, “@id”: “https://www.schemaapp.com/#Organization”, “url”: “https://www.schemaapp.com/”, “name”: “Schema App”, “name”: “Hunch Manifest Inc”, “description”: “Schema App is an end-to-end schema markup solution...”, “telephone”: “+18554448624”, “knowsLanguage”: “http://www.wikidata.org/entity/Q1860”, “areaServed”: “http://www.wikidata.org/entity/Q13780930”, “telephone”: “+18554448624”, “email”: “support@schemaapp.com”, “sameAs”: “https://www.linkedin.com/company/2480720/”, “sameAs”: “https://twitter.com/schemaapptool”, “sameAs”: “https://www.youtube.com/channel/@SchemaApp”, “address”: { “@type”: “PostalAddress”, “name”: “Schema App Address”, “@id”: “https://www.schemaapp.com/#PostalAddress”, “streetAddress”: “201 - 412 Laird Road”, “postalCode”: “N1G 3X7”, “addressRegion”: “Ontario”, “addressLocality”: “Guelph”, “addressCountry”: “Canada”, }, } </script> ● Helps search engines and machines better understand your content and entities ● Provides users with more accurate search results
  • 5. Schema Markup helps you achieve rich results on the SERP Review Snippet Rich Result Product Rich Result Video Rich Result Event Rich Result Education Q&A Rich Results Q&A Rich Results Software App Rich Result
  • 6. Growing Adoption of Schema Markup Source: Historical quarterly trends in the usage statistics of structured data formats for websites
  • 7. Understanding Search Updates from Google October 2023 Structured Data is “machine readable data that search engines can use to understand the content." Aug 2024 Google updated Organization structured data documentation to emphasize that “Organization markup disambiguates one organization from others.” Disambiguation
  • 8. Evolving Value of Schema Markup 2011 - 2023 Increased CTR from Rich Results 2023 – Present Future Growth in CTR from improved AI Understanding & Disambiguation in Search Accelerating Insights from Content Knowledge Graphs
  • 9. Semantic Schema Markup creates your Content Knowledge Graph
  • 13. Lexical search Search has moved from strings to things Semantic search Keywords Entities and Knowledge Graphs
  • 15. What is an Entity? An entity is a thing with specific attributes.
  • 16. Language to define Entities on your website Schema Markup =
  • 17. Entity Maturity Scale Keywords Topics are a group of keywords Entities relate topics with context (triples) Linked Entities to Wikipedia or Google Knowledge Graph Linked Entities within your Content Knowledge Graph Entity Maturity
  • 18. What is a Content Knowledge Graph? A collection of relationships between the entities defined within the content on your website using a standardized vocabulary, from which new knowledge can be gained through inferencing.
  • 20. Gartner names Knowledge Graphs as a “Critical Enabler” technology Gartner: 30 Emerging Technologies That Will Guide Your Business Decisions (Feb 12, 2024)
  • 21. Data.world: Knowledge Graphs provide Higher Accuracy for LLM Responses in Enterprises by 300% Source: data.world. (2023, November 13). A Benchmark to Understand the Role of Knowledge Graphs on Large Language Model Accuracy
  • 22. ● Schema Markup is powerful tool for SEO but has additional applications. ● Knowledge Graphs that follow W3C standards enable you to re-use and contextualize data in new and useful ways. #6 Trend in Data Integration & Engineering: Knowledge Graphs Source: Sequeda, Juan. (2024, May 14) https://x.com/juansequeda/status/1790341829683970193
  • 23. Drive quality traffic to your site Increase click-through rates to web pages Rank for more relevant search queries Content Knowledge Graphs can help search engines understand, disambiguate and contextualize your content
  • 24. How do I know if my Schema Markup is Building a Content Knowledge Graph?
  • 25. 1. Your Schema Markup is Nested Explains the hierarchy and relationship between the entities on your page Nested Schema Markup <script type="application/ld+json"> [{ "@context": "https://schema.org/", "@type": "Product", "name": "White Tshirt", "description": "Soft, cotton white Ts." "aggregateRating": { "@type": "AggregateRating", "bestRating": “100”, "ratingCount": “70”, "ratingValue": “81”, } }] Unnested Schema Markup <script type="application/ld+json"> [{ "@context": "https://schema.org/", "@type": "Product", "name": "White Tshirt", "description": "Soft, cotton white Ts." }, { "@context": "https://schema.org", "@type": "AggregateRating", "bestRating": “100”, "ratingCount": “70”, "ratingValue": “81”, }]
  • 26. 2. You use the appropriate properties to connect the entities across your site 1. Pick the property that best describes the relationship between both entities 2. Include the @id of the entity you want to connect to using the chosen property <script type="application/ld+json"> [{ "@context": "https://schema.org/", "@type": "BlogPosting", "@id": "What is Schema Markup?", "headline": "What is Schema Markup?", "url": "https://www.schemaapp.com/schema-markup/what -is-schema-markup/#BlogPosting", "datePublished": "2024-05-02T05:48:56+00:00", "publisher": { "@type": "Organization", "@id": “https://schemaapp.com/#Organization”, "name": “Schema App”, } }]
  • 27. Visit https://www.schemaapp.com/schema-paths/ to use the free tool 1. Select two Schema Types you want to connect 2. See all possible paths between both entities Schema Paths Tool
  • 28. ● URIs ensure your entities are identifiable and retrievable ● In JSON-LD, URIs are expressed with the ‘@id’ attribute 3. Your Schema Markup includes Uniform Resource Identifiers (URIs)
  • 29. 4. You do Entity Linking using your Schema Markup <script type="application/ld+json"> [{ "@context": "https://schema.org/", "@type": "BlogPosting", "@id": "https://www.schemaapp.com/schema-markup/what -is-schema-markup/#BlogPosting", "headline": "What is Schema Markup?", "url": "https://www.schemaapp.com/schema-markup/what -is-schema-markup/", "datePublished": "2024-05-02T05:48:56+00:00", "publisher": { "@type": "Organization", "@id": “https://schemaapp.com/#Organization”, "name": “Schema App”, "mentions": { "@type": "Thing", "name": “Structured Data”, "sameAs": “kg:/m/05p2j70”, "sameAs": “http://www.wikidata.org/entity/Q26813700”, "sameAs": “https://en.wikipedia.org/wiki/Structured_data”, "alternateName": “Schema Markup”, } }]
  • 30. 5. You’re using a glossary to define the terms on your website ● Use Schema Markup to manage and disambiguate terms on your site ● A form of controlled vocabulary <script type="application/ld+json"> [{ "@context": "https://schema.org/", "@type": "DefinedTerm", "@id": "https://www.schemaapp.com/glossary/Entity/#DefinedTerm", "name": "Entity", "url": "https://www.schemaapp.com/glossary/Entity/", "disambiguatingDescription": "A thing or concept that is unique and distinguishable, with specific and well-defined attributes. An entity can also described as a Data Item, a Resource, a Node, or a Thing.", }]
  • 31. You get a content knowledge graph that is reusable for insights
  • 32. Content Knowledge Graphs to Support Content Teams
  • 33. Content Inventory ● What exists on my website? ● How widely is a specific entity covered across the website's content? Content Coverage ● How much existing content overlaps with desired topics? ● Which entities are underrepresented, and where can additional content be created to improve coverage? Content Optimization ● What new content should be added? ● What existing content should be improved? Measure Performance ● How has this optimization impacted the performance of my content? Knowledge Graphs can answer these questions…
  • 34. Real World Examples “Are your organization values showing up in the your content?” “We are strategically focused on AI in SaaS, are our product verticals talking about these entities. How much content do we have on this topic?”
  • 35. ● Connectivity - Identifies key content that has the most connections ● Similarity - Identify pages that are most similar to a topic or a particular blog post, based on shared topics or references ● Clustering - Identify distinct clusters of related content within the website ● Depth - Under/overrepresented topics in content
  • 36. Schema Markup to achieve Rich Results Schema Markup to build a Content Knowledge Graph Content Knowledge Graphs to get Content insights
  • 37. DATA ARCHITECTURE Build Knowledge Graphs for all web data at scale and speed IT / AI INNOVATION Get answers from the Knowledge Graph to enable other IT and business Use Cases CONTENT Get Insights on content Topic Maps to inform Content Strategy WEB EXPERIENCE Tag Content to enable Web Experiences such as showcasing related concepts/topics This is only the Beginning
  • 39. Schema App is a scalable End-to-End Schema Markup Solution for Enterprise Marketing teams. We help organizations use Schema Markup to build Content Knowledge Graphs to stand out in search and gain content insights, through our industry-leading platform and Customer Success. Trusted by Enterprises Worldwide
  • 40. Schema App Value Scale Semantic Schema Markup across any site Reduce IT dependency to add agility Partner with Schema Markup Experts Semantic innovations to stay competitive
  • 41. Create Schema Markup in the Schema App Editor and Highlighter 2. Author Schema App Process Build a Schema Markup strategy that delivers on specific business goals 1. Strategy Deploy Schema Markup through our platform and validate that the Schema Markup is seen by Search Engines 3. Deploy 4. Maintain and Monitor Proactively Monitor Schema Markup to ensure it stays complete and robust through content, and page changes. Use Schema Performance Analytics to see if your strategy is yielding desired results and get valuable insights to improve your Schema Markup strategy 5. Reporting & Insights
  • 42. Schema App School Courses Visit training.schemaapp.com to get access to our free courses!
  • 43. Questions? Download our FREE eBook ‘How to Drive Your Content Marketing Strategy Using Content Knowledge Graphs’ to learn about the value of Content Knowledge Graphs and how you can build your own! Get in touch with me! Martha van Berkel CEO & Co-Founder, Schema App Martha@SchemaApp.com www.SchemaApp.com Scan the QR code or visit https://bit.ly/ brightonseo-2024 to download your guide