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Pandas
1. Google’s Panda Algorithm
Make that big bad bear chew bamboo for
you.
Michael Cottam
me@michaelcottam.com
www.michaelcottam.com
@Michael512
9 October 2012
2. What is Panda?
• Not a bear.
• Meet Navneet Panda, a Google Engineer
3. We have his resume:
• Coincidence? I think not…
4. 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
5. 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?
6. 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
7. 2 Years of algo changes:
it’s not all Panda
• 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
• 7-result SERPs
• Over 500 little updates to the algo/year
• Knowledge Graph
• Parked domains
• Search + Your World
• Freshness update
• Rel=next, rel=prev
8. • It’s definitely NOT: What
–
–
Content farms
Thin affiliates
is “quality”?
– Scraper sites
– Sites with excessive ads
• Especially above-the-fold
– Made-For-Adsense
– Thin price-comparison sites
10. 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
11. 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
12. Make that furball chew FOR you
• Rich content
– Maps, BIG photos, videos, lots of original text
• Consolidate similar pages
• Minimize ad real estate above the
fold
• Use original images
Examples:
• Bora bora helicopter tours
• Corvair at Keels
• BMW M1 Monterey
13. 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
• 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
• List of specific Google algo changes in August/September:
http://searchengineland.com/googles-august-september-
updates-panda-knowledge-graph-page-quality-safesearch-
135397
• Our “gangnam style” video: http://www.youtube.com/watch?
v=_bKs_R1AxME