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Topic Modeling Writing for People and Search Bots Gillian Muessig Co-founder and President, SEOmoz OMS Denver| June, 2011
Today’s Menu ,[object Object]
 Vector space models
SEOmoz’ primary research on Latent Dirichlet Allocation
 Relationship & applications to SEO  ,[object Object]
Topic Modeling Topic models provide a simple way to analyze large volumes of unlabeled text.
Topic Modeling Topic:A cluster of words that frequently occur together. http://neoformix.com/archive.html
What Topic Modeling Does ,[object Object]
Connect words w/similar meanings
Distinguish between uses of words w/multiple meanings.http://www.stanford.edu/~kaisa/research.html
Why Engines Need Topic Modeling
Term & Inverse Documents Frequency
Co-Occurence
Topic Modeling
Content-related signals require the ability to determine INTENT Rock or baseball? Are you SURE?
If Your Response Is…
Simplistic Term Vector Model
Correlation Is Strong
Correlation Is Strong Standard Deviation
Causation? Not So Fast! ,[object Object]
Do other aspects of Google's algorithm naturally bias toward these results?
Correlation is NOT causation!,[object Object]
Some queries simply won't produce results that fit remarkably well with given topics,[object Object]
Compare Your Friends
There’s Still Lots of Work to Do ,[object Object]
We have built a tool to help grade & improve page content
YOUR in-field results will tell us whether it can really help improve rankings,[object Object]
How to Build Your Keyword List OMS Los Angeles June, 2011
Salespeople & Customers
Keyword Research Google Wonder Wheel http://www.googlewonderwheel.com/google-wonder-wheel-step-by-step
Keyword Research Google Wonder Wheel http://www.googlewonderwheel.com/google-wonder-wheel-step-by-step
Google AdWords Tool Be Wary of Match Type https://adwords.google.com/select/KeywordToolExternal
Bing AdCenter Excel Plug-In www.seomoz.org/blog/using-the-adcenter-excel-plugin-for-keyphrase-research
Google Trends Sign In for Y-Axis Numbers Not Very Accurate
Internal Site Search Stats
Competitive Keyword Research Restrict query to competitor’s domain
Choose the “Best” Words/Phrases to Target
The Long Tail of Keyword Demand
Predict the Effort Required to Rank Well
How to Write It OMS Denver | June, 2011
The Era of In-Your-Face Marketing Is Officially Over
Now You Know Page Copy Is About More Than Keyword Frequency

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