Lesson 28: Relevance Configuration and Responsive Construction (Koray's Framework)
Key Takeaways
Core Concepts
Main Teaching
hello welcome to the 24th lecture of the semantic seo course in this lecture we will talk about how to structure the answers in a better way to be able to help the authors sometimes you can use these type of actually screenshots from the from the search engine result pages since the semantics are language agnostic we are able to use actual other languages to understand the overall judgment of the search engines for a topic for instance here we have a specific type of heading the only thing that you should be doing is actually colorizing this specific heading it means look below once you see th...
Koray's Terminology
| Term | Meaning in Context |
|---|---|
| Semantic Content Network | Collection of connected, semantically optimized web documents organized for comprehensive topical coverage |
| Contextual Vector | The ordered sequence of headings and content that creates a straight-line flow of context through a document |
| Representative Question | The canonical or primary form of a query that search engines rank as the main question |
Practical Application
- Create a content brief using Koray's contextual vector methodology
- Study the concepts presented in this lesson until they become intuitive
- Review the related case studies mentioned by Koray for real-world application
- Practice identifying the key terminology in your own SEO projects
- Apply the frameworks discussed to a test website or content network
- Revisit this lesson after completing later lessons to deepen understanding
Connection to Framework
Full Transcript
hello welcome to the 24th lecture of the semantic seo course in this lecture we will talk about how to structure the answers in a better way to be able to help the authors sometimes you can use these type of actually screenshots from the from the search engine result pages since the semantics are language agnostic we are able to use actual other languages to understand the overall judgment of the search engines for a topic for instance here we have a specific type of heading the only thing that you should be doing is actually colorizing this specific heading it means look below once you see the same heading here and the same color it means that actually you will need to examine the answer and let's parse this answer together as the search engine actually can do here we see that actually we have a consensus call out the search engine google calls these things as the word call out but basically since it represents a consensus i try to use the word consensus call out then the question tells that how long does language education take in germany so this is a representative question and also it is an implicit question first of all which language it is not told what part of germany it is not told what kinds of a language education it is not told and for whom it is not involved as well and in what century you are asking this for it is not included too which means that this is actually a representative question for a main answer and if you look at here carefully you will see that we always bolded the time units like 30 weeks hours and the hours we also have one more house here but it is not actually bolded it says 750 classroom hours it is not bolded because it's not that much clear exactly what these mean in total time calculation and here when we see the number of hours we can see that we have 3 hours daily and three hours per week then the total time then you start to get the semantic order or the logic in this answer first we give a total answer or total time as an answer then we give actually per week time now we actually give the daily time another thing is that we also give a method like individual practice and based on lexical lexical relations if you have individual practice you can also have group practice too and we have it as well like group of language students and at the same time since we didn't mention which language exactly our answer starts with German then the first sentence ends with the English which are the most important language candidates here because query is in English but the only country in the query is Germany then we also have a language learning organization which is fsi we also have semantic notation in approving or aligning way like approximately and estimates are connected to each other then we also have the words like let's say language or language students then we also have the words like study class or classroom or group of language students and we also have predicates like time or let's say spend and time spending and we mentioned the German also a second time here and the word take weeks or take time let's say word compositionality appears in our answer too there are many other things here that actually we can mention for instance including a methodology or daily time perfect time and the total time and including the total classroom hours including more languages or more language learning organizations or teaching organizations more analogies and many other sections basically once you are able to understand and parse these specific answers like that you will be able to actually understand what kinds of an answer you should be you should be actually designing for instance our contextual structure hints here basically it tells that duration of the language education time options and at the same time it tells it should be the answer in a diversifying the language school according to the city and the city and the language type because from city to city it might be changing and this as you remember we also mentioned a part of the city names too like safeties and whenever you mention the city name there you create we are creating actually a connection to somewhere else because according to the safety or Prosperity of the city the person might prefer that specific city to learn the language because the person will need to stay there during that total weeks and at the same time we give these type of sentence structures only thing that the author will need to do is actually change what would be the initial changing these variables and filling these specific sections so sometimes we also put these type of URLs to give a kind of opportunity to the authors make a kind of research so if you look at the other content briefs we continue to do these things for all the briefs all the time long the screenshots or different types of let's say explanations and usually it continues like that the thing here is that whenever we use these things we actually try to we actually try to increase the overall relevance and overall richness of entire semantic content Network if it changes single a single anchor text here it will be affecting actually the anchor tag the heading or the h1 of this specific brief if the h1 changes the next rest of the contextual vector will be changing which will be affecting these anchor text which will be affecting the title or h1 of the next article basically everything here is connected to each other and that's why it is called semantic content network in the future lectures we will have a few let's say a few language model trainings based on the google's own ai posts and then we will dive into some other projects and from there we will be creating these things together thank you