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On Beyond Keywords Writing to Delight People and Search Bots Gillian Muessig | Founding President http://downloadurl
World’s most popular provider of search marketing software
www.seomoz.org/signup code:  ECMOD2011 I come bearing gifts
Oh Yes! Congratulations Season-to-date online spend:  $  13B UP 15% Black Friday Online spend:  $816MM UP 26% Thanksgiving Day Online Sales: $479MM UP 18%
Today’s Menu Topic modeling Vector space models Latent Dirichlet Allocation & the SERPs Tactical Advice
Search Ranking Factors 2009
Search Ranking Factors 2011 Link Signals LanguageSignals
Topic Modeling Topic models provide a simple  way to analyze large volumes of unlabeled text.
Sub Section Heading goes here Notes on this slide, possibly including a link reference or two
Topic Modeling http://neoformix.com/archive.html Topic: A cluster of  words that  frequently occur together.
What Topic Modeling Does Topic modeling uses contextual clues to connect words w/similar meanings and distinguish between uses of words w/multiple meanings. http://www.stanford.edu/~kaisa/research.html
Keyword Usage
TF | IDF Term Frequency | Inverse Document Frequency/: this example shows the inherent weakness of the keyword density metric.
Co-Occurance
Topic Modeling
Rock or Baseball? Content-related signals require  the ability to determine INTENT
If your response is…
Simplistic Term Vector Model
Correlation is Strong
Deviation is Small Standard Deviation
Causation is  not  Correlation Good links may point to more relevant page; other algo aspects may be at play
Out of the SERPs! Keyword spamming does not improve your chances of ranking!
What to Write & How to Write It Tips for Building a Keyword List
Ask Someone Who Knows
Sales People & Customers
Google Adwords Tool https://adwords.google.com/select/KeywordToolExternal Be Wary of Match Type
Bing AdCenter Excel Plug-In www.seomoz.org/blog/using-the-adcenter-excel-plugin-for-keyphrase-research
Google Trends Not Very Accurate Sign In for Y-Axis Numbers
Internal Site Search Stats
Competitive Keyword Research Restrict query to your competitor’s domain
How Tough Is It to Rank for That?
Choose  “ Best ”  Words to Target
Search Demand Curve Determine your most valuable long tail key phrases
Conversion Rate by KW Length Start by optimizing for the valuable 4 & 3 word key phrases
Generic Hot Topics These subjects get picked up faster than articles on latent dirichlet allocation Money | Health | Family
Ephermal Hot Topics These subjects get picked up faster than articles on latent dirichlet allocation News | Celebrities | Finance
What to Write & How to Write It Tips for Writing Copy
It’s More Than KW Frequency These subjects get picked up faster than articles on latent dirichlet allocation
QDF: New Meaning to Freshness
Query Deserves Diversity Even a search for ‘best gifts 2011’ yields some diversity in results
Query Deserves Originality Avoid duplicated content with clear rel=author & rel-canonical tags.  http://www.blindfiveyearold.com/how-to-implement-rel-author
Query Deserves Quality http://googleblog.blogspot.com/2011/02/finding-more-high-quality-sites-in.html
Say it beautifully http://www.youtube.com/watch?v=Uh4DGUNWmiU
Content is more than words Content with images is better content – infor is absorbed better than words alone
Good Content with images is better content – infor is absorbed better than words alone
Better Tag, transcribe, include multiple ways to get your point across
Write For Your Audience http://www.seomoz.org/blog/the-rich-get-richer-true-in-seo-social-all-organic-marketing Blogs + Blogging Comment Marketing News/Media/PR SEO Social Networks Word of Mouth Q+A Sites Forums Online Video Podcasting Webinars Research/White Papers Infographics Social Bookmarking INBOUND MARKETING! (AKA “free” traffic sources) Direct/Referring Links Type-In Traffic Email
The New Link Bait http://guides.seomoz.org/beginners-guide-to-search-engine-optimization
Great Graphics http://guides.seomoz.org/beginners-guide-to-search-engine-optimization
Graphics That Worked for Us http://guides.seomoz.org/beginners-guide-to-search-engine-optimization
Drawing Traffic to Your Now-Great Content 5 Top Tips
Comment Generously http://www.seomoz.org/blog/recommendations-blog-commenting-marketing-strategy 5
Exploit Vertical Search 4
Local Results Convert Better 4
Image Results in the SERPs 4
Video Results 4
Video Results 4
Shopping Results 4
Share Your Expertise 3
Incented Sharing Community 2
Incented Sharing Community 2
Spread the Word Everywhere 1
Spread the Word Everywhere 1 http://www.ebizmba.com/articles/social-bookmarking-websites
@SEOmom www.seomoz.org/blog [email_address] Gillian on the web http://www.slideshare.net
www.seomoz.org/signup ECMOD2011

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2011 12 ECMOD360 Writing for Readers and Search Bots

Notes de l'éditeur

  1. We’re the world’s most popular provider of search marketing software, covering everything from technical SEO issues to social media monitoring, We serve SMBs to Fortune 100 enterprises with actionable information, community support, tools and monitoring platform to make search marketing faster, easier, and more effective. We don’t do any consulting.
  2. The search engine can use TF*IDF to determine that “ Wiggum ” is a much less common word than “ chief ” and thus, Content A is more relevant to the query than Content B. NOTE: This example also does a good job of showing the inherent weakness of a metric like keyword density.
  3. As humans reading both sentences, we can infer that Content B is obviously about the musical instrument – a piano – and the woman playing it. But a search engine armed with only the methods we described above will struggle since both sentences use the words “keys” and “notes”, some of the few clues to the puzzle.
  4. Term vector spaces, topic modeling and cosine similarity sound like a tough concepts. However, Ben (along with Rand Fishkin and Will Critchlow , whose Cambridge mathematics degree came in handy) helped explain these issues. I'll do my best to replicate that here:
  5. In this imaginary example, every word in the English language is related to either " cat " or " dog “. They are the only topics available. To measure whether a word is more related to "dog," we use a vector space model that displays those relationships mathematically. The illustration does a reasonable job showing our simplistic world. Words like "bigfoot" are perfectly in the middle with no more closeness to "cat" than "dog." But words like "canine" and "feline" are clearly closer to one that the other and the degree of the angle in the vector model illustrates this- and gives us a number. BTW, in an LDA vector space model, topics wouldn't have exact label associations like "dog" and "cat" but would instead be things like "the vector around the topic of dogs.“ Taking the simple model above and scaling it to thousands or millions of topics, each of which would have its own dimension. Using this construct, the model can compute the similarity between any word or groups of words and the topics its created. You can learn more about this from Stanford University's posting of Introduction to Information Retrieval , <http://nlp.stanford.edu/IR-book/html/htmledition/irbook.html> which has a specific section on Vector Space Models <http://nlp.stanford.edu/IR-book/html/htmledition/dot-products-1.html>
  6. Correlation of our LDA Results w/ Google.com Rankings The SEOmoz team have put together a topic modeling system based on a relatively simple implementation of LDA.
  7. Vertical bars indicate Standard Error in the diagram. SE is relatively low thanks to a large sample set.
  8. Are good links are more likely to point more "relevant” pages? Do other aspects of Google's algorithm naturally bias toward these results? Correlation is NOT causation!
  9. Let’s review some of the basic tenets that Google reps continue to stress to search marketers – once you’ve chosen a keyword with the highest value / lowest competition quotient, it takes more than simple frequency of use to rank well for that word.
  10. The recent Panda updates addressed a number of spam issues in an attempt to provide a better result to searchers.
  11. This snippet of an episode from Alan Sorkin’s The West Wing exquisitely demonstrates what I’d love to convey.
  12. The variety of places from which we get traffic today helps us segment our audience by interest, online behavioral habits, and comfort zones. People who spend a great deal of time in Facebook are comfortable with its interface and layout. If you’re creating content for a landing page for folks coming from Facebook, consider a layout and post(s) that will be a good segue between their Facebook experience and your site. Same goes for Twitter, YouTube, and other social network visitors.
  13. Highly targeted infographics are the new link bait. Because we have an exponentially increasing volume of information to absorb, we need better ways to absorb it faster and more efficiently. Info-graphics aren’t a flash in the pan.
  14. There’s no short cut for making info-graphics go viral. Great graphics make it happen. Invest in a decent info designer and keep him/her close.
  15. Image, news, maps, video… there’s more to search than the general SERPs.
  16. Image, news, maps, video… there’s more to search than the general SERPs.
  17. Image, news, maps, video… there’s more to search than the general SERPs.
  18. Image, news, maps, video… there’s more to search than the general SERPs.
  19. Who needs position 1 when video click through rates exceed that position, even when located in position 3 or 4?
  20. Who needs position 1 when video click through rates exceed that position, even when located in position 3 or 4?
  21. Q&A sites can bring significant direct traffic, establish you as an authority in your field, and invite news media to contact you when they need expert info or opinions.
  22. User generated content can help you create consistently fresh, unique content. Careful moderation and high standards will maintain the quality standards you need.
  23. SEOmoz’ YOUmoz is a place for our community to share info.
  24. Build it and they will come? Not so much! Share on facebook, youtube, twitter, linkedin, and google+.
  25. Social bookmarking websites also spread the word.