SlideShare a Scribd company logo
1 of 23
Download to read offline
Exploring Social Media Search Results
Rianne Kaptein


ECIR Industry Day
April 5th 2012 Barcelona
BACKGROUND OXYME


Fact Sheet                                           Clients


 Est. in 2007                                         Consumer Goods               FMCG


 Based in Amsterdam

 24 client staff (9 nationalities) and 350 social

  media analysts around the globe                                                 Chemicals


 13 languages covered by native speakers            Transport & Logistics


 125 projects completed at:
                                                                                 Other sectors
                                                       Dutch National Airport
       o     30 Multinational clients

       o     In 12 countries
                                                       Dutch National Railways
APPROACH | QUALITY DATA BY AUTOMATED & HUMAN ANALYSIS

                 Inhouse built             Human analysis                       Translate high
                  specialized               to remove not                      quality data into
                search software            relevant results                   actionable insights



Define a solid          Collect opinions   Smart analysis     Classify only       Analyze and
search strategy         with a webrobot                       relevant data       report


                                              Total results   WHERE

Search strategy                                               WHAT

                                                              WHO
Search period                               # Not relevant
                                                              MESSAGE

Search terms                                                  SENTIMENT
                        And thousands
                        more!                                 Etc.
                                               # Relevant
The Problem
SOCIAL MEDIA SEARCH TYPES



•   Personal: What do my friends say about x?
•   General: What does the world say about x?
•   Commercial:
     •  What are people saying about my brand, product or campaign?
     •  What are people saying about my competitors?


 Relevant result:
 “Oh delicious! I just got Orangina at Albert Heijn. Orangina and I are friends for life”
SOCIAL MEDIA SEARCH CHARACTERISTICS



•   The date and time of search results is important.
     • Out of the temporal context, the meaning of the message might be
       lost
     • The query can include temporal restrictions, e.g. monitor a product
       launch
•   Ambiguity of search terms
•   Many search results are short such as tweets, or Facebook status
    updates.
     • Not a lot of noise in the text
•   Recall is important, you want to know how many people talk about you.
     • Large volumes of data
•   You want to know who is talking and how influential their messages are.
     • Identify promotors of your products
     • Identify complaints
     • Advertisements and spam
TWITTER SEARCH RESULTS
ICE ROCKET SEARCH RESULTS
FINCHLINE SEARCH & MONITORING TOOL
TuneIn
YET ANOTHER SEARCH ENGINE


•Goal: First impression about the buzz around a brand
•Exploit capabilities of human analysis: make it easy for the user to explore
and analyze the search results
•Show basic statistics
•Show differences over time
•Show all results: raise awareness about what people will find when they
search for your company
TUNEIN
TUNEIN
TUNEIN
TWO DIMENSIONAL WORDCLOUDS




Two dimensions:
o Size of terms represents relative term frequency
o Colour of terms represents novelty of term

Instead of novelty other categorizations can be used as the second dimension
in the word cloud.

Categorizations can include :
• sentiment: positive vs. negative messages
• brands: messages mentioning "Braun" vs. messages mentioning "Gillette"
POSITIVE VS. NEGATIVE COFFEE MACHINE MESSAGES
WARNING SIGN 1




Rubbish in, rubbish out!
Be careful with your categorizations.

If too many messages are not classified into the correct category, the quality of
the wordcloud will degrade.

Since in the interface it's easy to go back to the original message, users will not
trust the system if they see too many misclassified messages
COMPARING DELONGHI AND SAECO BY OCCURRENCES IN TEXT
COMPARING TAGGED NEGATIVE POSTS SAECO AND DELONGHI
WARNING SIGN 2




Be careful with small result sets:

If at least one of the two categories only consists of a few messages (e.g. less
than 25) the statistics on which the wordclouds are based are not so reliable

Think about your minimum sample size!
OTHER POINTS OF ATTENTION



•   Words can have multiple meanings


• Be clear on the fact it is an automatically generated summary


•   Heavily retweeted messages can have a large influence on the wordcloud
CONCLUSIONS




Wordclouds are a great search interface element for social media search

• Navigational aid:
Easy drilldown on search results

• Summary of large number of search results
Short, to the point messages
Thank you!
             www.oxyme.com
             Cronenburg 150
             1081 GN Amsterdam
             tel: +31 20 625 000 5
             e-mail: cu@oxyme.com

More Related Content

Similar to Exploring Social Media Search Results

Mepra workshop ppt
Mepra workshop pptMepra workshop ppt
Mepra workshop pptSocialEyez
 
Strategies in Semantic Marketing in the Online Travel and Tourism Industry
Strategies in Semantic Marketing in the Online Travel and Tourism IndustryStrategies in Semantic Marketing in the Online Travel and Tourism Industry
Strategies in Semantic Marketing in the Online Travel and Tourism IndustryLars Göhler
 
Creating a Content Strategy in 8 Easy Steps
Creating a Content Strategy in 8 Easy StepsCreating a Content Strategy in 8 Easy Steps
Creating a Content Strategy in 8 Easy StepsAlli Berry
 
Navigating the Online Qualitative Landscape by iModerate
Navigating the Online Qualitative Landscape by iModerateNavigating the Online Qualitative Landscape by iModerate
Navigating the Online Qualitative Landscape by iModerateWikonsumer Research
 
Data & creativity: How marrying the two can inform your employer | Talent C...
Data & creativity: How marrying the two can inform your employer  |  Talent C...Data & creativity: How marrying the two can inform your employer  |  Talent C...
Data & creativity: How marrying the two can inform your employer | Talent C...LinkedIn Talent Solutions
 
March to Standards: #SMMStandards Progress and Roadmap
March to Standards: #SMMStandards Progress and RoadmapMarch to Standards: #SMMStandards Progress and Roadmap
March to Standards: #SMMStandards Progress and RoadmapTim Marklein
 
Optimising Your Content for findability
Optimising Your Content for findabilityOptimising Your Content for findability
Optimising Your Content for findabilityKristian Norling
 
Marketing AI - How to Build a Keyword Ontology
Marketing AI - How to Build a Keyword OntologyMarketing AI - How to Build a Keyword Ontology
Marketing AI - How to Build a Keyword OntologyDan Segal
 
LavaCon 2013 Keynote: The Common Wisdom
LavaCon 2013 Keynote: The Common WisdomLavaCon 2013 Keynote: The Common Wisdom
LavaCon 2013 Keynote: The Common WisdomAndrew Thomas
 
2012 06 25_research_lesson
2012 06 25_research_lesson2012 06 25_research_lesson
2012 06 25_research_lessonjonsaward
 
Online Recruitng Webinar
Online Recruitng WebinarOnline Recruitng Webinar
Online Recruitng WebinarBill Fanning
 
Eurobest 2014: Google Trends and Insight Tools for Planner and Strategists
Eurobest 2014: Google Trends and Insight Tools for Planner and StrategistsEurobest 2014: Google Trends and Insight Tools for Planner and Strategists
Eurobest 2014: Google Trends and Insight Tools for Planner and StrategistsTommi Pelkonen
 
Ria Sankar - How to Build Winning Products - Product School Bellevue - 83018
Ria Sankar - How to Build Winning Products - Product School Bellevue - 83018 Ria Sankar - How to Build Winning Products - Product School Bellevue - 83018
Ria Sankar - How to Build Winning Products - Product School Bellevue - 83018 Ria Sankar
 
Vlerick Consumer Goods Conference
Vlerick Consumer Goods ConferenceVlerick Consumer Goods Conference
Vlerick Consumer Goods ConferenceAnnemieke Demuynck
 
Quarterly Product Release Webinar - Dec 2018
Quarterly Product Release Webinar - Dec 2018Quarterly Product Release Webinar - Dec 2018
Quarterly Product Release Webinar - Dec 2018LinkedIn Talent Solutions
 
Screening the web2.0
Screening the web2.0Screening the web2.0
Screening the web2.0ID_Media
 
Audit Scope and Process
Audit Scope and ProcessAudit Scope and Process
Audit Scope and ProcessDaniel McKean
 
Optimising Your Content for Findability
Optimising Your Content for FindabilityOptimising Your Content for Findability
Optimising Your Content for FindabilityFindwise
 
SEO, Social, and More: Digital Marketing for your Business
SEO, Social, and More: Digital Marketing for your BusinessSEO, Social, and More: Digital Marketing for your Business
SEO, Social, and More: Digital Marketing for your BusinessIntuit Inc.
 

Similar to Exploring Social Media Search Results (20)

Mepra workshop ppt
Mepra workshop pptMepra workshop ppt
Mepra workshop ppt
 
Week2 chapters1 3
Week2 chapters1 3Week2 chapters1 3
Week2 chapters1 3
 
Strategies in Semantic Marketing in the Online Travel and Tourism Industry
Strategies in Semantic Marketing in the Online Travel and Tourism IndustryStrategies in Semantic Marketing in the Online Travel and Tourism Industry
Strategies in Semantic Marketing in the Online Travel and Tourism Industry
 
Creating a Content Strategy in 8 Easy Steps
Creating a Content Strategy in 8 Easy StepsCreating a Content Strategy in 8 Easy Steps
Creating a Content Strategy in 8 Easy Steps
 
Navigating the Online Qualitative Landscape by iModerate
Navigating the Online Qualitative Landscape by iModerateNavigating the Online Qualitative Landscape by iModerate
Navigating the Online Qualitative Landscape by iModerate
 
Data & creativity: How marrying the two can inform your employer | Talent C...
Data & creativity: How marrying the two can inform your employer  |  Talent C...Data & creativity: How marrying the two can inform your employer  |  Talent C...
Data & creativity: How marrying the two can inform your employer | Talent C...
 
March to Standards: #SMMStandards Progress and Roadmap
March to Standards: #SMMStandards Progress and RoadmapMarch to Standards: #SMMStandards Progress and Roadmap
March to Standards: #SMMStandards Progress and Roadmap
 
Optimising Your Content for findability
Optimising Your Content for findabilityOptimising Your Content for findability
Optimising Your Content for findability
 
Marketing AI - How to Build a Keyword Ontology
Marketing AI - How to Build a Keyword OntologyMarketing AI - How to Build a Keyword Ontology
Marketing AI - How to Build a Keyword Ontology
 
LavaCon 2013 Keynote: The Common Wisdom
LavaCon 2013 Keynote: The Common WisdomLavaCon 2013 Keynote: The Common Wisdom
LavaCon 2013 Keynote: The Common Wisdom
 
2012 06 25_research_lesson
2012 06 25_research_lesson2012 06 25_research_lesson
2012 06 25_research_lesson
 
Online Recruitng Webinar
Online Recruitng WebinarOnline Recruitng Webinar
Online Recruitng Webinar
 
Eurobest 2014: Google Trends and Insight Tools for Planner and Strategists
Eurobest 2014: Google Trends and Insight Tools for Planner and StrategistsEurobest 2014: Google Trends and Insight Tools for Planner and Strategists
Eurobest 2014: Google Trends and Insight Tools for Planner and Strategists
 
Ria Sankar - How to Build Winning Products - Product School Bellevue - 83018
Ria Sankar - How to Build Winning Products - Product School Bellevue - 83018 Ria Sankar - How to Build Winning Products - Product School Bellevue - 83018
Ria Sankar - How to Build Winning Products - Product School Bellevue - 83018
 
Vlerick Consumer Goods Conference
Vlerick Consumer Goods ConferenceVlerick Consumer Goods Conference
Vlerick Consumer Goods Conference
 
Quarterly Product Release Webinar - Dec 2018
Quarterly Product Release Webinar - Dec 2018Quarterly Product Release Webinar - Dec 2018
Quarterly Product Release Webinar - Dec 2018
 
Screening the web2.0
Screening the web2.0Screening the web2.0
Screening the web2.0
 
Audit Scope and Process
Audit Scope and ProcessAudit Scope and Process
Audit Scope and Process
 
Optimising Your Content for Findability
Optimising Your Content for FindabilityOptimising Your Content for Findability
Optimising Your Content for Findability
 
SEO, Social, and More: Digital Marketing for your Business
SEO, Social, and More: Digital Marketing for your BusinessSEO, Social, and More: Digital Marketing for your Business
SEO, Social, and More: Digital Marketing for your Business
 

Recently uploaded

Key Features Of Token Development (1).pptx
Key  Features Of Token  Development (1).pptxKey  Features Of Token  Development (1).pptx
Key Features Of Token Development (1).pptxLBM Solutions
 
Understanding the Laravel MVC Architecture
Understanding the Laravel MVC ArchitectureUnderstanding the Laravel MVC Architecture
Understanding the Laravel MVC ArchitecturePixlogix Infotech
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024Rafal Los
 
Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)Allon Mureinik
 
Salesforce Community Group Quito, Salesforce 101
Salesforce Community Group Quito, Salesforce 101Salesforce Community Group Quito, Salesforce 101
Salesforce Community Group Quito, Salesforce 101Paola De la Torre
 
My Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationMy Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationRidwan Fadjar
 
GenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationGenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationMichael W. Hawkins
 
Benefits Of Flutter Compared To Other Frameworks
Benefits Of Flutter Compared To Other FrameworksBenefits Of Flutter Compared To Other Frameworks
Benefits Of Flutter Compared To Other FrameworksSoftradix Technologies
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)Gabriella Davis
 
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...Neo4j
 
SIEMENS: RAPUNZEL – A Tale About Knowledge Graph
SIEMENS: RAPUNZEL – A Tale About Knowledge GraphSIEMENS: RAPUNZEL – A Tale About Knowledge Graph
SIEMENS: RAPUNZEL – A Tale About Knowledge GraphNeo4j
 
Scaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationScaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationRadu Cotescu
 
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking MenDelhi Call girls
 
AI as an Interface for Commercial Buildings
AI as an Interface for Commercial BuildingsAI as an Interface for Commercial Buildings
AI as an Interface for Commercial BuildingsMemoori
 
Swan(sea) Song – personal research during my six years at Swansea ... and bey...
Swan(sea) Song – personal research during my six years at Swansea ... and bey...Swan(sea) Song – personal research during my six years at Swansea ... and bey...
Swan(sea) Song – personal research during my six years at Swansea ... and bey...Alan Dix
 
Azure Monitor & Application Insight to monitor Infrastructure & Application
Azure Monitor & Application Insight to monitor Infrastructure & ApplicationAzure Monitor & Application Insight to monitor Infrastructure & Application
Azure Monitor & Application Insight to monitor Infrastructure & ApplicationAndikSusilo4
 
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure serviceWhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure servicePooja Nehwal
 
IAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsIAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsEnterprise Knowledge
 
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...shyamraj55
 
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking MenDelhi Call girls
 

Recently uploaded (20)

Key Features Of Token Development (1).pptx
Key  Features Of Token  Development (1).pptxKey  Features Of Token  Development (1).pptx
Key Features Of Token Development (1).pptx
 
Understanding the Laravel MVC Architecture
Understanding the Laravel MVC ArchitectureUnderstanding the Laravel MVC Architecture
Understanding the Laravel MVC Architecture
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024
 
Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)
 
Salesforce Community Group Quito, Salesforce 101
Salesforce Community Group Quito, Salesforce 101Salesforce Community Group Quito, Salesforce 101
Salesforce Community Group Quito, Salesforce 101
 
My Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationMy Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 Presentation
 
GenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationGenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day Presentation
 
Benefits Of Flutter Compared To Other Frameworks
Benefits Of Flutter Compared To Other FrameworksBenefits Of Flutter Compared To Other Frameworks
Benefits Of Flutter Compared To Other Frameworks
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)
 
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...
 
SIEMENS: RAPUNZEL – A Tale About Knowledge Graph
SIEMENS: RAPUNZEL – A Tale About Knowledge GraphSIEMENS: RAPUNZEL – A Tale About Knowledge Graph
SIEMENS: RAPUNZEL – A Tale About Knowledge Graph
 
Scaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationScaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organization
 
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
 
AI as an Interface for Commercial Buildings
AI as an Interface for Commercial BuildingsAI as an Interface for Commercial Buildings
AI as an Interface for Commercial Buildings
 
Swan(sea) Song – personal research during my six years at Swansea ... and bey...
Swan(sea) Song – personal research during my six years at Swansea ... and bey...Swan(sea) Song – personal research during my six years at Swansea ... and bey...
Swan(sea) Song – personal research during my six years at Swansea ... and bey...
 
Azure Monitor & Application Insight to monitor Infrastructure & Application
Azure Monitor & Application Insight to monitor Infrastructure & ApplicationAzure Monitor & Application Insight to monitor Infrastructure & Application
Azure Monitor & Application Insight to monitor Infrastructure & Application
 
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure serviceWhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
 
IAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsIAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI Solutions
 
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
 
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
 

Exploring Social Media Search Results

  • 1. Exploring Social Media Search Results Rianne Kaptein ECIR Industry Day April 5th 2012 Barcelona
  • 2. BACKGROUND OXYME Fact Sheet Clients  Est. in 2007 Consumer Goods FMCG  Based in Amsterdam  24 client staff (9 nationalities) and 350 social media analysts around the globe Chemicals  13 languages covered by native speakers Transport & Logistics  125 projects completed at: Other sectors Dutch National Airport o 30 Multinational clients o In 12 countries Dutch National Railways
  • 3. APPROACH | QUALITY DATA BY AUTOMATED & HUMAN ANALYSIS Inhouse built Human analysis Translate high specialized to remove not quality data into search software relevant results actionable insights Define a solid Collect opinions Smart analysis Classify only Analyze and search strategy with a webrobot relevant data report Total results WHERE Search strategy WHAT WHO Search period # Not relevant MESSAGE Search terms SENTIMENT And thousands more! Etc. # Relevant
  • 5. SOCIAL MEDIA SEARCH TYPES • Personal: What do my friends say about x? • General: What does the world say about x? • Commercial: • What are people saying about my brand, product or campaign? • What are people saying about my competitors?  Relevant result:  “Oh delicious! I just got Orangina at Albert Heijn. Orangina and I are friends for life”
  • 6. SOCIAL MEDIA SEARCH CHARACTERISTICS • The date and time of search results is important. • Out of the temporal context, the meaning of the message might be lost • The query can include temporal restrictions, e.g. monitor a product launch • Ambiguity of search terms • Many search results are short such as tweets, or Facebook status updates. • Not a lot of noise in the text • Recall is important, you want to know how many people talk about you. • Large volumes of data • You want to know who is talking and how influential their messages are. • Identify promotors of your products • Identify complaints • Advertisements and spam
  • 9. FINCHLINE SEARCH & MONITORING TOOL
  • 11. YET ANOTHER SEARCH ENGINE •Goal: First impression about the buzz around a brand •Exploit capabilities of human analysis: make it easy for the user to explore and analyze the search results •Show basic statistics •Show differences over time •Show all results: raise awareness about what people will find when they search for your company
  • 15. TWO DIMENSIONAL WORDCLOUDS Two dimensions: o Size of terms represents relative term frequency o Colour of terms represents novelty of term Instead of novelty other categorizations can be used as the second dimension in the word cloud. Categorizations can include : • sentiment: positive vs. negative messages • brands: messages mentioning "Braun" vs. messages mentioning "Gillette"
  • 16. POSITIVE VS. NEGATIVE COFFEE MACHINE MESSAGES
  • 17. WARNING SIGN 1 Rubbish in, rubbish out! Be careful with your categorizations. If too many messages are not classified into the correct category, the quality of the wordcloud will degrade. Since in the interface it's easy to go back to the original message, users will not trust the system if they see too many misclassified messages
  • 18. COMPARING DELONGHI AND SAECO BY OCCURRENCES IN TEXT
  • 19. COMPARING TAGGED NEGATIVE POSTS SAECO AND DELONGHI
  • 20. WARNING SIGN 2 Be careful with small result sets: If at least one of the two categories only consists of a few messages (e.g. less than 25) the statistics on which the wordclouds are based are not so reliable Think about your minimum sample size!
  • 21. OTHER POINTS OF ATTENTION • Words can have multiple meanings • Be clear on the fact it is an automatically generated summary • Heavily retweeted messages can have a large influence on the wordcloud
  • 22. CONCLUSIONS Wordclouds are a great search interface element for social media search • Navigational aid: Easy drilldown on search results • Summary of large number of search results Short, to the point messages
  • 23. Thank you! www.oxyme.com Cronenburg 150 1081 GN Amsterdam tel: +31 20 625 000 5 e-mail: cu@oxyme.com