SlideShare a Scribd company logo
1 of 75
Why comparable entity
mining should be an integral
part of your keyword strategy
Dateme Tubotamuno // SemanticGeek
SLIDESHARE.NET/DATEMETUBOTAMUNO
@DatemeT
Who am I?
COMPARABLE ENTITY MINING
@datemeT #BrightonSEO
● Male
● 1.75
● West African
● Hobbyist
runner
● My family
marathon
record
● Male
● 1.67m
● East African
● Professional
runner
● World
marathon
record
Comparative entity - Eluud Kipchoge
@datemeT #BrightonSEO
@datemeT #BrightonSEO
TRADITIONAL KEYWORD
RESEARCH
@datemeT #BrightonSEO
Google Ads Keyword Planner
@datemeT #BrightonSEO
Competitor KW Research with Ahrefs
@datemeT #BrightonSEO
Search Intent Analysis
https://sheetsformarketers.com/search-intent-analysis/
@datemeT #BrightonSEO
Nick Eubank’s Master KW Research
@datemeT #BrightonSEO
COMPARABLE ENTITY
MINING
@datemeT #BrightonSEO
We live in a world of comparison
@datemeT #BrightonSEO
Comparison by Alteration
@datemeT #BrightonSEO
Comparison by Transformation
@datemeT #BrightonSEO
Comparison by Animation
@datemeT #BrightonSEO
Comparison by Expression
@datemeT #BrightonSEO
Comparison by Altercation
@datemeT #BrightonSEO
Comparison by Aberration
@datemeT #BrightonSEO
WHEN KEYWORD RESEARCH
MEETS
COMPARISON
@datemeT #BrightonSEO
WHEN KEYWORD RESEARCH
MEETS
COMPARISON
ENTITIES COME TO LIFE
@datemeT #BrightonSEO
Keywords and Entities
Keywords project the substance of self
(search volume)
@datemeT #BrightonSEO
Keywords and Entities
Entities reflect the essence of relationships
@datemeT #BrightonSEO
KW: "I am searched 50 times a day"
@datemeT #BrightonSEO
Entity:"I am better understood in relation to others"
@datemeT #BrightonSEO
Keywords and Entities
You should like Keywords but love Entities
@datemeT #BrightonSEO
Google is invested in using entities
@datemeT #BrightonSEO
Google's adoption of entities
@datemeT #BrightonSEO
Entities from the eyes of comparison
@datemeT #BrightonSEO
Inspired by comparative genomics
@datemeT #BrightonSEO
Structural and functional comparison
Structural
Functional
@datemeT #BrightonSEO
STRUCTURAL COMPARABLES
@datemeT #BrightonSEO
Zero Shot learning attributes
http://openaccess.thecvf.com/content_CVPRW_2019/
papers/MULA/Zhao_A_Large-
Scale_Attribute_Dataset_for_Zero-
Shape Colour
SizeTexture
Structural Comparable Relations
@datemeT #BrightonSEO
biggerThan smallerThan
tallerThan
moreRedThan LongerThan
moreHollowThan
moreLeanThan lessSweet
moreRoundThansofterThanmoreStarchy
thinnerThan
moreCrispThan
lighterThan
moreCurvedThan
moreGreenThan
@datemeT #BrightonSEO
Brown Sugar vs Regular sugar
@datemeT #BrightonSEO
Tortilla vs Roti
@datemeT #BrightonSEO
Sultana cookies vs Oatmeal cookies
@datemeT #BrightonSEO
Cupcakes vs muffin
@datemeT #BrightonSEO
Plantain vs Banana
@datemeT #BrightonSEO
Website on comparative entities
http://www.differencebetween.net/
@datemeT #BrightonSEO
FUNCTIONAL COMPARABLES
Bases for Functional Relations
@datemeT #BrightonSEO
isA typeOf designedFor
madeFor usedFor createdFor
producedFor servesAs canBe
@datemeT #BrightonSEO
typeOf Functional Relations
Skiing typeOf Winter Sports Snowboarding typeOf Winter Sports
Explicit Functional Comparables
@datemeT #BrightonSEO
healthierThan moreFillingThan
moreCushionThan
moreNutritious moreSafeThan
easierToMaster
morePlayersThan moreContact
fasterThanmoreRiskyThanmoreSpicyThan
moreSportyThan
simplerThan
moreDribblingThan
harderToLearn
easierThan
@datemeT #BrightonSEO
Functional Comparison
SKIING SNOWBOARDING
Easier to learn but harder to master Harder to learn but easier to master
@datemeT #BrightonSEO
healthierThan Comparison
@datemeT #BrightonSEO
lessImpactThan Comparison
@datemeT #BrightonSEO
Tennis shoes vs sneakers
@datemeT #BrightonSEO
moreWarmthThan Comparison
@datemeT #BrightonSEO
moreVisitedByCelebrities Comparison
@datemeT #BrightonSEO
lessComfortableThan
@datemeT #BrightonSEO
Mountain bike vs Gravel bike
@datemeT #BrightonSEO
Gravel Bikes vs Cycle Cross
@datemeT #BrightonSEO
Snorkelling vs Scuba Diving
@datemeT #BrightonSEO
Recipe: Vegan burger results
Veggie
burger
results for a
best vegan
burger
search
@datemeT #BrightonSEO
Recipe: Vegan burger results
@datemeT #BrightonSEO
MongoDB vs MySQL
@datemeT #BrightonSEO
Prawns Vs Shrimp, Prawns Vs Vegetarian
@datemeT #BrightonSEO
Basketball vs Netball
@datemeT #BrightonSEO
Coffee Shop vs Cafe
@datemeT #BrightonSEO
Trainers vs sneakers
@datemeT #BrightonSEO
Multi-coloured trainers page ranks for white sneakers
@datemeT #BrightonSEO
The actual ASOS page ranking
@datemeT #BrightonSEO
Tea vs Coffee
@datemeT #BrightonSEO
Vegan vs Non-vegan recipe
@datemeT #BrightonSEO
Vegan vs Non-vegan recipe - Non-vegan related result
@datemeT #BrightonSEO
Vegan vs Non-vegan recipe - Non vegan related search
@datemeT #BrightonSEO
BRINGING IT HOME
@datemeT #BrightonSEO
High Probability of Structural Comparability
STRUCTURAL
SIMILARITY
Similarity in
Sound
Similarity in
Flavour
Similarity in
Taste
Similarity in
Colour
Similarity in
Size
Similarity in
Shape
Similarity in
Texture
@datemeT #BrightonSEO
High Probability of Functional Comparability
FUNCTIONALLY
SIMILAR
Similarity in
goal
Similarity in
application
Similarity in
purpose
Similarity in
effort
Similarity in
coordinationSimilarity in
posture
Similarity in
skill
Similarity in
movement
Similarity in
use case
Similarity in
preparation
@datemeT #BrightonSEO
Graph Representation of Currant & comparable entities
@datemeT #BrightonSEO
Wu and Palmer similarity measure score
@datemeT #BrightonSEO
Python, NLTK & Wu and Palmer Analysis
@datemeT #BrightonSEO
Currant and Comparable Entities
@datemeT #BrightonSEO
Understand the structure and function of your product
Structural Functional
@datemeT #BrightonSEO
Run some analysis on Google’s SERP
@datemeT #BrightonSEO
Then build comparable entities during KW research
@datemeT #BrightonSEO

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Why comparable entity mining should be an integral part of your keyword research

Editor's Notes

  1. keywords projects the substance of self (search volume) entity reflects the essence of relationships (triples - Subject - verb - oject and class structure - superclass - subclass- properties) They both need love from marketers
  2. http://www.differencebetween.net/
  3. function
  4. function
  5. function
  6. function
  7. function