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Site	
  Search	
  Analy.cs	
  
Search	
  Quality	
  Ma/ers	
  
Copyright 2014 Sematext Group Inc. - All rights reserved.!
!
1!
About	
  me	
  
	
   	
   	
   	
  	
  	
  	
  Stefan	
  Thies	
  
	
   	
   	
   	
   	
  stefan.thies@sematext.com	
  
Twi:er:	
   	
  @se.321	
  
DevOps	
  Evangelist	
  @sematext	
  
	
  
Copyright 2014 Sematext Group Inc. - All rights reserved.!
! 2!
About	
  Sematext	
  
!
3!
Copyright 2014 Sematext Group Inc. - All rights reserved. !
Performance monitoring, !
anomaly detection and alerting!
Log management!
Site Search Analytics!
Consulting & Support !
for Solr and Elasticsearch!
Implemen.ng	
  Big	
  Data	
  	
  
&	
  Search	
  Systems	
  
!
4!
Copyright 2014 Sematext Group Inc. - All rights reserved.!
!
Know-­‐How	
  
Tools	
  
Agenda	
  
	
  
l  What	
  is	
  Search	
  Analy.cs	
  and	
  why	
  it	
  
ma:ers	
  
l  Example	
  reports	
  and	
  their	
  value	
  
	
  
	
  
!
5!
Copyright 2014 Sematext Group Inc. - All rights reserved. !
Why	
  
!
6!
Copyright 2014 Sematext Group Inc. - All rights reserved. !
search
users
search
providers
search
experience
!
This search sucks!!
It takes 17 tries to find anything here!!
F!?@#$%^&?!?!
!
!
Cool, the latest search tweaks !
made our site really sticky!!
Awesome!!
!
Fill	
  in	
  the	
  Missing	
  Piece	
  
!
7!
Copyright 2014 Sematext Group Inc. - All rights reserved. !
Performance
Monitoring
Quality Assurance
Tuning UI!
Blind	
  Leading	
  the	
  Blind	
  
!
8!
Copyright 2014 Sematext Group Inc. - All rights reserved. !
Analy.cs	
  as	
  Compass	
  
	
  
	
  
Search	
  logs	
  are	
  your	
  Map	
  
Search	
  Analy2cs	
  is	
  your	
  Compass	
  
!
9!
Copyright 2014 Sematext Group Inc. - All rights reserved. !
The	
  Bo:om	
  Line	
  Why	
  
l  Measure	
  and	
  monitor	
  everything.	
  
l  Supports	
  (re)design,	
  naviga.on	
  choices	
  
l  Helps	
  with	
  content	
  acquisi.on	
  &	
  
enhancement	
  
l  Improve	
  search	
  experience	
  
!
10!
Copyright 2014 Sematext Group Inc. - All rights reserved. !
The	
  Moment	
  of	
  Truth	
  
•  Ques.on	
  for	
  the	
  audience	
  #1	
  
	
  
What	
  do	
  you	
  use	
  for	
  Search	
  Analy.cs?	
  
a)	
  Home	
  grown	
  stuff	
  
b)	
  Google	
  Analy.cs	
  
c)	
  Other	
  
d)	
  Nothing	
  
	
  
!
11!
Copyright 2014 Sematext Group Inc. - All rights reserved. !
Search	
  Analy.cs	
  Basics	
  
l  Collect:	
  queries	
  &	
  clicks	
  &	
  interac.ons	
  
&	
  ...	
  
l  Analyze:	
  ac.ons	
  /	
  conversions	
  
l  Output:	
  reports	
  –	
  over	
  .me	
  
l  Output++:	
  feedback	
  loop	
  	
  
	
  
l  The	
  means,	
  not	
  the	
  goal	
  
l  Ongoing,	
  not	
  one-­‐off	
  
	
  
!
12!
Copyright 2014 Sematext Group Inc. - All rights reserved. !
remember
this
Search	
  vs.	
  Web	
  Analy.cs	
  
l  User	
  intent	
  and	
  informa.on	
  needs	
  vs.	
  inferring	
  
l  Hand	
  in	
  hand	
  
l  Ideally	
  you	
  can	
  relate	
  data	
  from	
  both	
  or	
  even	
  
unify	
  it	
  
!
13!
Copyright 2014 Sematext Group Inc. - All rights reserved. !
Report	
  Types	
  
l  Failures	
  vs.	
  non-­‐failures	
  
	
  
l  Ac.onable	
  vs.	
  non-­‐ac.onable	
  
	
  
!
14!
Copyright 2014 Sematext Group Inc. - All rights reserved. !
Failures	
  vs.	
  Non-­‐Failures	
  
l  Zero	
  hits	
  
l  Low	
  CTR	
  
l  Low	
  MRR	
  
l  High	
  bounce	
  rate	
  
l  Low	
  conversion	
  rate	
  
l  Deep	
  paging	
  
l  Deep	
  clicking	
  
l  High	
  latency	
  
!
15!
Copyright 2014 Sematext Group Inc. - All rights reserved. !
l  Query rate
l  Query volume
l  Top seen & clicked
docs
l  Top queries
l  Terms per query
l  Search sessions
l  Search users
l  Distinct queries
Value	
  of	
  Failure	
  Fixes	
  
l  Zero	
  hits	
  
l  Low	
  CTR	
  
l  Low	
  MRR	
  
l  High	
  bounce	
  rate	
  
l  Low	
  conversion	
  
rate	
  
l  Deep	
  paging	
  
l  Deep	
  clicking	
  
l  High	
  latency	
   Performance Tuning!
Copyright 2014 Sematext Group Inc. - All rights reserved. !
Re-search
Findability
Relevance Tuning
Measure,	
  then	
  Fix	
  
	
  
	
  
	
  
	
  
If	
  you	
  can't	
  measure,	
  it	
  you	
  can't	
  fix	
  it!	
  
	
  
	
  
!
17!
Copyright 2014 Sematext Group Inc. - All rights reserved. !
Metrics	
  –	
  e.g.	
  Mean	
  Reciprocal	
  Rank	
  
18!
Copyright 2014 Sematext Group Inc. - All rights reserved.!
!
Wikipedia - MRR!
Relevance	
  A/B	
  Tes.ng	
  
!
19!
Copyright 2014 Sematext Group Inc. - All rights reserved. !
Tracking	
  Zero	
  Hits	
  
20!
Copyright 2014 Sematext Group Inc. - All rights reserved.!
!
Report:	
  Zero	
  Hit	
  Queries	
  
•  Overall	
  pct.	
  (not	
  raw	
  count)	
  vs.	
  Popular	
  
queries	
  
•  Misspellings?	
  
•  Synonyms?	
  
•  No	
  matching	
  content?	
  	
  
•  Need	
  different	
  tagging?	
  	
  
•  Bad	
  analysis/mapping?	
  
•  Mul.lingual	
  issues?	
  
!
21!
Copyright 2014 Sematext Group Inc. - All rights reserved.!
!
Tracking	
  Zero	
  Hits	
  
22!
Copyright 2014 Sematext Group Inc. - All rights reserved.!
!
Frequency	
  of	
  Zero	
  Hit	
  
23!
Copyright 2014 Sematext Group Inc. - All rights reserved.!
!
Minimize:	
  #	
  of	
  Zero	
  Hit	
  Queries	
  	
  	
  
•  Use	
  Query	
  Spellchecker	
  (DYM)	
  	
  
•  Use	
  Autocomplete	
  
•  Using	
  DYM	
  ReSearcher,	
  Query	
  Relaxer,	
  	
  
Related	
  Search	
  	
  
•  Check	
  Mapping,	
  Analyzers,	
  Queries	
  
•  Indexing	
  process	
  
–  Lost	
  items	
  while	
  bulk	
  indexing?	
  	
  
•  Design	
  a	
  ‚No	
  Result‘	
  page	
  
	
  	
  
!
24!
Copyright 2014 Sematext Group Inc. - All rights reserved.!
!
!
25!
Copyright 2014 Sematext Group Inc. - All rights reserved.!
!
Ellastic search!
Example	
  (search-­‐hadoop.com)	
  
Watching	
  Latency	
  
!
26!
Copyright 2014 Sematext Group Inc. - All rights reserved. !
Paging	
  
27!
Copyright 2014 Sematext Group Inc. - All rights reserved.!
!
more	
  search	
  metrics	
  ...	
  
28!
Copyright 2014 Sematext Group Inc. - All rights reserved.!
!
Search	
  Analy.cs	
  &	
  Measuring	
  
!
29!
Copyright 2014 Sematext Group Inc. - All rights reserved. !
If you can't measure it, you can't fix it!
You can't measure it if you don't have Analytics
Ac.onable	
  vs.	
  Non-­‐Ac.onable	
  
l  Zero	
  hits	
  
l  Low	
  CTR	
  
l  Low	
  MRR	
  
l  High	
  bounce	
  rate	
  
l  Low	
  conversion	
  rate	
  
l  Deep	
  paging	
  
l  Deep	
  clicking	
  
l  High	
  latency	
  
!
30!
Copyright 2014 Sematext Group Inc. - All rights reserved. !
l  Query rate
l  Query volume
l  Top seen & clicked docs
l  Top queries
l  Terms per query
l  Search sessions
l  Search users
l  Distinct queries
More	
  Fixin'	
  
l  Query	
  rate	
  
l  Query	
  volume	
  
l  Search	
  sessions	
  
l  Search	
  users	
  
l  Top	
  seen	
  &	
  clicked	
  
docs	
  
l  Top	
  queries	
  
l  Terms	
  per	
  query	
  
l  Dis.nct	
  queries	
  
!
31!
Copyright 2014 Sematext Group Inc. - All rights reserved. !
Navigation & Design
Results Shuffling
Diversification,
Recommendations
AutoComplete!
Search box size!
Output++:	
  Data	
  is	
  Power	
  
l  AutoComplete	
  -­‐	
  $MM	
  improvement	
  
l  Be:er	
  DYM	
  Spellchecker	
  
l  Related	
  Searches	
  
l  Recommenda.ons	
  
l  Relevance	
  Feedback	
  
l  ...	
  
!
32!
Copyright 2014 Sematext Group Inc. - All rights reserved. !
Closing	
  the	
  Loop	
  
!
33!
Copyright 2014 Sematext Group Inc. - All rights reserved. !
search
users
search
providers
search
experience
Resources	
  
!
34!
Copyright 2014 Sematext Group Inc. - All rights reserved. !
http://rosenfeldmedia.com/
books/searchanalytics/
Search Analytics for Your Site
Louis Rosenfeld
l  http://blog.sematext.com/tag/analytics/
l  http://www.slideshare.net/lucenerevolution/gospodnetic-otis-ppt-
search-analytics-what-why-how
Key	
  Take-­‐aways	
  
l  Without	
  Analy5cs	
  you	
  are	
  blind	
  
	
  
l  If	
  you	
  can't	
  measure	
  it,	
  you	
  can't	
  fix	
  it	
  
	
  
l  Use	
  Search	
  Analy5cs	
  to	
  understand,	
  measure	
  
and	
  improve	
  search	
  
	
  
l  Using	
  Search	
  Analy5cs	
  means	
  having	
  a	
  
compe55ve	
  advantage	
  
	
   !
35!
Copyright 2014 Sematext Group Inc. - All rights reserved. !
Dig	
  Search?	
  
Dig	
  Analy.cs?	
  
Dig	
  Big	
  Data?	
  
Dig	
  Performance?	
  
Dig	
  Logging?	
  
Dig	
  working	
  with	
  open	
  –	
  source?	
  
•  We‘re	
  hiring	
  planet	
  -­‐	
  wide!	
  
h/p://www.sematext.com/about/jobs.html	
  
We are hiring ...!
Copyright 2014 Sematext Group Inc. - All rights reserved.!
! 36!

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Site Search Analytics

  • 1. Site  Search  Analy.cs   Search  Quality  Ma/ers   Copyright 2014 Sematext Group Inc. - All rights reserved.! ! 1!
  • 2. About  me                Stefan  Thies            stefan.thies@sematext.com   Twi:er:    @se.321   DevOps  Evangelist  @sematext     Copyright 2014 Sematext Group Inc. - All rights reserved.! ! 2!
  • 3. About  Sematext   ! 3! Copyright 2014 Sematext Group Inc. - All rights reserved. ! Performance monitoring, ! anomaly detection and alerting! Log management! Site Search Analytics! Consulting & Support ! for Solr and Elasticsearch!
  • 4. Implemen.ng  Big  Data     &  Search  Systems   ! 4! Copyright 2014 Sematext Group Inc. - All rights reserved.! ! Know-­‐How   Tools  
  • 5. Agenda     l  What  is  Search  Analy.cs  and  why  it   ma:ers   l  Example  reports  and  their  value       ! 5! Copyright 2014 Sematext Group Inc. - All rights reserved. !
  • 6. Why   ! 6! Copyright 2014 Sematext Group Inc. - All rights reserved. ! search users search providers search experience ! This search sucks!! It takes 17 tries to find anything here!! F!?@#$%^&?!?! ! ! Cool, the latest search tweaks ! made our site really sticky!! Awesome!! !
  • 7. Fill  in  the  Missing  Piece   ! 7! Copyright 2014 Sematext Group Inc. - All rights reserved. ! Performance Monitoring Quality Assurance Tuning UI!
  • 8. Blind  Leading  the  Blind   ! 8! Copyright 2014 Sematext Group Inc. - All rights reserved. !
  • 9. Analy.cs  as  Compass       Search  logs  are  your  Map   Search  Analy2cs  is  your  Compass   ! 9! Copyright 2014 Sematext Group Inc. - All rights reserved. !
  • 10. The  Bo:om  Line  Why   l  Measure  and  monitor  everything.   l  Supports  (re)design,  naviga.on  choices   l  Helps  with  content  acquisi.on  &   enhancement   l  Improve  search  experience   ! 10! Copyright 2014 Sematext Group Inc. - All rights reserved. !
  • 11. The  Moment  of  Truth   •  Ques.on  for  the  audience  #1     What  do  you  use  for  Search  Analy.cs?   a)  Home  grown  stuff   b)  Google  Analy.cs   c)  Other   d)  Nothing     ! 11! Copyright 2014 Sematext Group Inc. - All rights reserved. !
  • 12. Search  Analy.cs  Basics   l  Collect:  queries  &  clicks  &  interac.ons   &  ...   l  Analyze:  ac.ons  /  conversions   l  Output:  reports  –  over  .me   l  Output++:  feedback  loop       l  The  means,  not  the  goal   l  Ongoing,  not  one-­‐off     ! 12! Copyright 2014 Sematext Group Inc. - All rights reserved. ! remember this
  • 13. Search  vs.  Web  Analy.cs   l  User  intent  and  informa.on  needs  vs.  inferring   l  Hand  in  hand   l  Ideally  you  can  relate  data  from  both  or  even   unify  it   ! 13! Copyright 2014 Sematext Group Inc. - All rights reserved. !
  • 14. Report  Types   l  Failures  vs.  non-­‐failures     l  Ac.onable  vs.  non-­‐ac.onable     ! 14! Copyright 2014 Sematext Group Inc. - All rights reserved. !
  • 15. Failures  vs.  Non-­‐Failures   l  Zero  hits   l  Low  CTR   l  Low  MRR   l  High  bounce  rate   l  Low  conversion  rate   l  Deep  paging   l  Deep  clicking   l  High  latency   ! 15! Copyright 2014 Sematext Group Inc. - All rights reserved. ! l  Query rate l  Query volume l  Top seen & clicked docs l  Top queries l  Terms per query l  Search sessions l  Search users l  Distinct queries
  • 16. Value  of  Failure  Fixes   l  Zero  hits   l  Low  CTR   l  Low  MRR   l  High  bounce  rate   l  Low  conversion   rate   l  Deep  paging   l  Deep  clicking   l  High  latency   Performance Tuning! Copyright 2014 Sematext Group Inc. - All rights reserved. ! Re-search Findability Relevance Tuning
  • 17. Measure,  then  Fix           If  you  can't  measure,  it  you  can't  fix  it!       ! 17! Copyright 2014 Sematext Group Inc. - All rights reserved. !
  • 18. Metrics  –  e.g.  Mean  Reciprocal  Rank   18! Copyright 2014 Sematext Group Inc. - All rights reserved.! ! Wikipedia - MRR!
  • 19. Relevance  A/B  Tes.ng   ! 19! Copyright 2014 Sematext Group Inc. - All rights reserved. !
  • 20. Tracking  Zero  Hits   20! Copyright 2014 Sematext Group Inc. - All rights reserved.! !
  • 21. Report:  Zero  Hit  Queries   •  Overall  pct.  (not  raw  count)  vs.  Popular   queries   •  Misspellings?   •  Synonyms?   •  No  matching  content?     •  Need  different  tagging?     •  Bad  analysis/mapping?   •  Mul.lingual  issues?   ! 21! Copyright 2014 Sematext Group Inc. - All rights reserved.! !
  • 22. Tracking  Zero  Hits   22! Copyright 2014 Sematext Group Inc. - All rights reserved.! !
  • 23. Frequency  of  Zero  Hit   23! Copyright 2014 Sematext Group Inc. - All rights reserved.! !
  • 24. Minimize:  #  of  Zero  Hit  Queries       •  Use  Query  Spellchecker  (DYM)     •  Use  Autocomplete   •  Using  DYM  ReSearcher,  Query  Relaxer,     Related  Search     •  Check  Mapping,  Analyzers,  Queries   •  Indexing  process   –  Lost  items  while  bulk  indexing?     •  Design  a  ‚No  Result‘  page       ! 24! Copyright 2014 Sematext Group Inc. - All rights reserved.! !
  • 25. ! 25! Copyright 2014 Sematext Group Inc. - All rights reserved.! ! Ellastic search! Example  (search-­‐hadoop.com)  
  • 26. Watching  Latency   ! 26! Copyright 2014 Sematext Group Inc. - All rights reserved. !
  • 27. Paging   27! Copyright 2014 Sematext Group Inc. - All rights reserved.! !
  • 28. more  search  metrics  ...   28! Copyright 2014 Sematext Group Inc. - All rights reserved.! !
  • 29. Search  Analy.cs  &  Measuring   ! 29! Copyright 2014 Sematext Group Inc. - All rights reserved. ! If you can't measure it, you can't fix it! You can't measure it if you don't have Analytics
  • 30. Ac.onable  vs.  Non-­‐Ac.onable   l  Zero  hits   l  Low  CTR   l  Low  MRR   l  High  bounce  rate   l  Low  conversion  rate   l  Deep  paging   l  Deep  clicking   l  High  latency   ! 30! Copyright 2014 Sematext Group Inc. - All rights reserved. ! l  Query rate l  Query volume l  Top seen & clicked docs l  Top queries l  Terms per query l  Search sessions l  Search users l  Distinct queries
  • 31. More  Fixin'   l  Query  rate   l  Query  volume   l  Search  sessions   l  Search  users   l  Top  seen  &  clicked   docs   l  Top  queries   l  Terms  per  query   l  Dis.nct  queries   ! 31! Copyright 2014 Sematext Group Inc. - All rights reserved. ! Navigation & Design Results Shuffling Diversification, Recommendations AutoComplete! Search box size!
  • 32. Output++:  Data  is  Power   l  AutoComplete  -­‐  $MM  improvement   l  Be:er  DYM  Spellchecker   l  Related  Searches   l  Recommenda.ons   l  Relevance  Feedback   l  ...   ! 32! Copyright 2014 Sematext Group Inc. - All rights reserved. !
  • 33. Closing  the  Loop   ! 33! Copyright 2014 Sematext Group Inc. - All rights reserved. ! search users search providers search experience
  • 34. Resources   ! 34! Copyright 2014 Sematext Group Inc. - All rights reserved. ! http://rosenfeldmedia.com/ books/searchanalytics/ Search Analytics for Your Site Louis Rosenfeld l  http://blog.sematext.com/tag/analytics/ l  http://www.slideshare.net/lucenerevolution/gospodnetic-otis-ppt- search-analytics-what-why-how
  • 35. Key  Take-­‐aways   l  Without  Analy5cs  you  are  blind     l  If  you  can't  measure  it,  you  can't  fix  it     l  Use  Search  Analy5cs  to  understand,  measure   and  improve  search     l  Using  Search  Analy5cs  means  having  a   compe55ve  advantage     ! 35! Copyright 2014 Sematext Group Inc. - All rights reserved. !
  • 36. Dig  Search?   Dig  Analy.cs?   Dig  Big  Data?   Dig  Performance?   Dig  Logging?   Dig  working  with  open  –  source?   •  We‘re  hiring  planet  -­‐  wide!   h/p://www.sematext.com/about/jobs.html   We are hiring ...! Copyright 2014 Sematext Group Inc. - All rights reserved.! ! 36!