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Google’s Panda Algorithm
Make that big bad bear chew bamboo for
you.
Michael Cottam
me@michaelcottam.com
www.michaelcottam.com
@Michael512
2 May 2013
What is Panda?
• Not a bear.
• Meet Navneet Panda, a Google Engineer
Seriously, why “Panda”?
• Danny Sullivan called the algo
change “Farmer”
– Targeting content “farms”
(eHow, article factories, etc.)
• Sorry Danny, that’s BORING
• Navneet Panda was a key
engineer on that team
• He’s a machine learning guy
Panda is:
• A new ranking factor
– NOT a new algorithm on its own
– NOT a manual penalty
• Overall idea: use an estimation of “quality”
of the content as a ranking factor
• So…does it penalize or boost sites?
Dissection of the Panda
• Human quality raters rate pages
• Machine learning: what’s common
between pages that suck?
– Or that rock?
• Tweak the algo, and see if the new
results have better sites in the top
spots
– Feb 23 2011 Panda 1.0 - affected 12%
of search results
2+ Years of algo changes:
it’s not all Panda
• Over 500 little updates to the algo/year
• Penguin (of course)
• Reduction in impact of EMDs
• Venice (“local universal” results)
• # of results from the same domain
• Emanuel Update: penalty for DMCA take-
downs
• Knowledge Graph
• Parked domains
• Search + Your World
• Freshness update
• Rel=next, rel=prev for pagination
What
is “quality”?
– Thin affiliates
– Scraper sites
– Sites with excessive ads
• Especially above-the-fold
– Made-For-Adsense
– Thin price-comparison sites
Grrrr….make Panda angry
• http://www.fixya.com/support/t6451689-switch_
Mmmm…make Panda happy
Quality, measured by:
• Low bounce rate
• Dwell time on site
• Original content (inc. images!)
• LOTS of content
• Rich content (maps, video, pics)
• Trust signals
• Expert/authority signals
Google Dance/Panda Dance
• The Bear Dances Slowly
• Each page gets a quality “score”
• Calculations to come up with scores for all
pages in the Google index takes WEEKS
• Algo hasn’t changed much, but…
• “Data refresh” comes every month or two
•Last one was supposed to be March 18th
•Panda is getting rolled into the main algo
Make that furball chew FOR you
• Rich content
• Consolidate similar pages
• Consolidate paginated content
• Maximize content above the fold
• Use original images
Examples:
• Best time to visit Tahiti
• Corvair at Keels
• BMW M1 at Monterey
References
• Navneet Panda’s resume:
http://www.shmula.com/wp-content/uploads/2011/05/navneet-panda-go
• SEOmoz chart of Google algo changes:
http://www.seomoz.org/google-algorithm-change
• Matt Cutts video: “quality raters don’t affect the algo directly”:
http://searchengineland.com/video-google-speaks-about-
search-quality-raters-119986
• Google’s public declaration of what makes quality in a page:
http://googlewebmastercentral.blogspot.com/2011/05/more-
guidance-on-building-high-quality.html
• Google’s reverse image search:
http://images.google.com/imghp?hl=en
• Great reference on Panda from .NET Magazine:
http://www.netmagazine.com/features/10-things-you-need-
know-about-google-panda-and-penguin
• Library of recent Panda update articles from SEL:
• http://searchengineland.com/library/google/google-panda-
update

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Google's Panda Algorithm

  • 1. Google’s Panda Algorithm Make that big bad bear chew bamboo for you. Michael Cottam me@michaelcottam.com www.michaelcottam.com @Michael512 2 May 2013
  • 2. What is Panda? • Not a bear. • Meet Navneet Panda, a Google Engineer
  • 3. Seriously, why “Panda”? • Danny Sullivan called the algo change “Farmer” – Targeting content “farms” (eHow, article factories, etc.) • Sorry Danny, that’s BORING • Navneet Panda was a key engineer on that team • He’s a machine learning guy
  • 4. Panda is: • A new ranking factor – NOT a new algorithm on its own – NOT a manual penalty • Overall idea: use an estimation of “quality” of the content as a ranking factor • So…does it penalize or boost sites?
  • 5. Dissection of the Panda • Human quality raters rate pages • Machine learning: what’s common between pages that suck? – Or that rock? • Tweak the algo, and see if the new results have better sites in the top spots – Feb 23 2011 Panda 1.0 - affected 12% of search results
  • 6. 2+ Years of algo changes: it’s not all Panda • Over 500 little updates to the algo/year • Penguin (of course) • Reduction in impact of EMDs • Venice (“local universal” results) • # of results from the same domain • Emanuel Update: penalty for DMCA take- downs • Knowledge Graph • Parked domains • Search + Your World • Freshness update • Rel=next, rel=prev for pagination
  • 7. What is “quality”? – Thin affiliates – Scraper sites – Sites with excessive ads • Especially above-the-fold – Made-For-Adsense – Thin price-comparison sites
  • 8. Grrrr….make Panda angry • http://www.fixya.com/support/t6451689-switch_
  • 9. Mmmm…make Panda happy Quality, measured by: • Low bounce rate • Dwell time on site • Original content (inc. images!) • LOTS of content • Rich content (maps, video, pics) • Trust signals • Expert/authority signals
  • 10. Google Dance/Panda Dance • The Bear Dances Slowly • Each page gets a quality “score” • Calculations to come up with scores for all pages in the Google index takes WEEKS • Algo hasn’t changed much, but… • “Data refresh” comes every month or two •Last one was supposed to be March 18th •Panda is getting rolled into the main algo
  • 11. Make that furball chew FOR you • Rich content • Consolidate similar pages • Consolidate paginated content • Maximize content above the fold • Use original images Examples: • Best time to visit Tahiti • Corvair at Keels • BMW M1 at Monterey
  • 12. References • Navneet Panda’s resume: http://www.shmula.com/wp-content/uploads/2011/05/navneet-panda-go • SEOmoz chart of Google algo changes: http://www.seomoz.org/google-algorithm-change • Matt Cutts video: “quality raters don’t affect the algo directly”: http://searchengineland.com/video-google-speaks-about- search-quality-raters-119986 • Google’s public declaration of what makes quality in a page: http://googlewebmastercentral.blogspot.com/2011/05/more- guidance-on-building-high-quality.html • Google’s reverse image search: http://images.google.com/imghp?hl=en • Great reference on Panda from .NET Magazine: http://www.netmagazine.com/features/10-things-you-need- know-about-google-panda-and-penguin • Library of recent Panda update articles from SEL: • http://searchengineland.com/library/google/google-panda- update