SlideShare ist ein Scribd-Unternehmen logo
1 von 55
Twitter Analytics A user’s guide to interpreting, reinterpreting and misinterpreting the social media service. Dr Stephen Dann School of Management  Marketing & International Business,  Australian National University @stephendann or stephen.dann@anu.edu.au
If you’re on Twitter Questions can be sent to @stephendann
Twitter.  ,[object Object],[object Object],Twitter in Plain English
For those who came in late ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Twitter!  (What is it good for?) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Uses and usage ,[object Object],[object Object],[object Object],[object Object]
How to dissect a living medium?
Raw Counts Tweetstats – www.tweetstats.com
Text Analysis Tweetstats – www.tweetstats.com Wordle – wordle.com
Leximancer Leximancer – www.leximancer.com
Coded Content Analysis Made up for this set of slides.
Same Data set… So many different ways to present the results
Coded Content Analysis
Social awareness streams ,[object Object],[object Object],[object Object],[object Object],[object Object],infolab.stanford.edu/~mor/research/naamanCSCW10.pdf
Prior Analysis
Analysis 1: Take the people out ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Analysis 2: Content Category ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Analysis 3: Insider Coding ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Analysis 4: Pear’s Babble ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Analysis 5: Where’s the party @? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Analysis 6: Rigor and Bass ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
The consistent theme ,[object Object],[object Object],[object Object],[object Object],[object Object]
What Twitter looks like… ,[object Object],Twitter – www.twitter.com
Recoding the Platform Let’s do it my way
Theory and Ideology ,[object Object],[object Object],[object Object],[object Object],Böhme, G (2006) Technical Gadgetry: Technological Development in the Aesthetic Economy, Thesis Eleven, 86 (1): 54-66
Method ,[object Object],[object Object],[object Object]
Sample ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Sample ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Categories and Results
Major Categories ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Results- @stephendann phatic
Minor Categories ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Results - @stephendann
Conversational  ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Conversational @USERNAME Beware the polar bears. 30% 850 Response Invading Germany from France. Who's with me? 17% 480 Query @USERNAME Items under $1000 are exempt.  http://is.gd/AV7K 2% 66 Pass-along *waves at @USERNAME* 3% 77 Action Exemplar  % N Category 3rd pers plural  73.84 21.97 17.05 13637 30% 850 Response Impersonal pronouns, Auxiliary verbs, Tentative, Discrepancy, QMark 75.33 21.22 10.13 7032 17% 480 Query OtherP, Period 54.31 21.86 18.89 1020 2% 66 Pass-along Conjunctions, Inhibition, Inclusive Biological processes 67.75 23.80 14.74 958 3% 77 Action Linguistic Inquiry Results Dictionary Words >6 letters Words/ Sentence Word Count % N Category
Conversational
Status (1 of 2) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Status (2 of 2) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Status Firing off e-mail after e-mail to clear my to do list (knowing that's a great way to regenerate to do list items doesn't stop me or help me) 7% 196 work Waiting for my 2pm performance review to start. 6% 170 temporal It's freezing out there this morning 1% 37 physical I liked Modest Mouse after they became famous. 8% 221 personal Well... I'm in trouble.  Used 3829.060MB (62.322%) of your 6GB. You have 22 days remaining 4% 106 mechanical Standing in a lecture theatre talking about Marketing Management. 2% 69 location Diplomacy is the art of saying "Nice doggy" until you find a big enough rock. Captaincy is the timely provision of large enough rocks. 5% 140 broadcast Playing with the internet in the name of science 1% 35 activity Work 80.19 23.96 16.59 3881 7% 196 work Prepositions  79.05 19.84 14.11 3160 6% 170 temporal Perceptual processes, feel, body, health 81.91 23.10 16.87 658 1% 37 physical Total function words, Common verbs, Past / Present tense, Adverbs, Cognitive processes,  80.71 19.05 19.35 4121 8% 221 personal Sadness  70.43 22.02 13.88 1985 4% 106 mechanical Articles, space 78.12 22.96 12.67 1115 2% 69 location Friends, Quote 71.21 22.84 11.21 2119 5% 140 broadcast see, Ingestion,Achievement  76.17 23.26 14.41 533 1% 35 activity Linguistic Inquiry Results Dictionary Words >6 letters Words/ Sentence Word Count % N Category
Status
Pass along ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Pass Along http://twitpic.com/2o1c1 - Bus Slogan Generator Time -  http://is.gd/hU2Q 4% 122 Ugc L4D Survivors in Rockband2 singing L7 Pretend We're Dead. http://is.gd/BsVE (HT to @LesbianGamers ). It's seriously amazing. 2% 48 RT I'm looking myself up on Publish or Perish (http://rurl.org/iw4) to find a reference to a paper that cited me because I want to cite them 4% 108 endorsement Pass along Exemplar  % N Category Numbers, leisure 52.89 20.61 39.98 1679 4% 122 Ugc SemiC 54.31 24.75 16.85 893 2% 48 RT Parenth, Dash 55.71 21.05 30.12 1777 4% 108 endorsement Linguistic Inquiry Results Dictionary Words >6 letters Words/ Sentence Word Count % N Category
Pass Along
News ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
News - - - Headlines - - - Sport Between NASA's satellite and autoanalysis of imagery, and Google Map data, scientific proof where there's smoke, there's fires #bcc2 0% 13 Event News Exemplar  % N Category Negative emotion, Anger Certainty Perceptual processes 65.62 22.92 10.67 192 0% 13 Event News Linguistic Inquiry Results Dictionary Words >6 letters Words/ Sentence Word Count % N Category
Phatic ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Phatic AAAAAAAAAAAAAAARGH 0% 7 Unclassifiable Good morning Twitterverse. How's the world outside? 1% 17 Greeting Note to self: Just because you're carrying tiny vials of hypercaffeine is no reason to start calculating remote delivery systems for them. 2% 49 Fourth wall *wanders through his twitter follower list, blocking all of the automated/spam follower accounts* 1% 30 Action Phatic Exemplar  % N Category NIL 33.33 33.33 3.00 6 0% 7 Unclassifiable Future tense, Positive emotion Relativity, time 78.37 29.33 7.70 208 1% 17 Greeting Negations, Quantifiers, Social processes, Humans, Affective processes, Causation, Exclusive  76.44 20.69 12.29 836 2% 49 Fourthwall Anxiety, hear, motion 75.22 26.75 22.80 456 1% 30 Action Linguistic Inquiry Results Dictionary Words >6 letters Words/ Sentence Word Count % N Category
Phatic
Findings ,[object Object],[object Object],[object Object],[object Object],[object Object]
Implications ,[object Object],[object Object],[object Object],[object Object]
Future research The Public Timeline versus  the Classification Scheme
Questions [email_address]   Or @stephendann
References ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
References ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
[object Object]

Weitere ähnliche Inhalte

Was ist angesagt?

sentiment analysis text extraction from social media
sentiment  analysis text extraction from social media sentiment  analysis text extraction from social media
sentiment analysis text extraction from social media Ravindra Chaudhary
 
Sentiment Analysis in Twitter
Sentiment Analysis in TwitterSentiment Analysis in Twitter
Sentiment Analysis in TwitterAyushi Dalmia
 
Approaches to Sentiment Analysis
Approaches to Sentiment AnalysisApproaches to Sentiment Analysis
Approaches to Sentiment AnalysisNihar Suryawanshi
 
Twitter sentimentanalysis report
Twitter sentimentanalysis reportTwitter sentimentanalysis report
Twitter sentimentanalysis reportSavio Aberneithie
 
Twitter sentiment analysis project report
Twitter sentiment analysis project reportTwitter sentiment analysis project report
Twitter sentiment analysis project reportBharat Khanna
 
Python report on twitter sentiment analysis
Python report on twitter sentiment analysisPython report on twitter sentiment analysis
Python report on twitter sentiment analysisAntaraBhattacharya12
 
New sentiment analysis of tweets using python by Ravi kumar
New sentiment analysis of tweets using python by Ravi kumarNew sentiment analysis of tweets using python by Ravi kumar
New sentiment analysis of tweets using python by Ravi kumarRavi Kumar
 
Sentiment analysis in Twitter on Big Data
Sentiment analysis in Twitter on Big DataSentiment analysis in Twitter on Big Data
Sentiment analysis in Twitter on Big DataIswarya M
 
Sentiment analysis of Twitter Data
Sentiment analysis of Twitter DataSentiment analysis of Twitter Data
Sentiment analysis of Twitter DataNurendra Choudhary
 
Sentiment Analysis of Twitter Data
Sentiment Analysis of Twitter DataSentiment Analysis of Twitter Data
Sentiment Analysis of Twitter DataSumit Raj
 
Sentiment analysis using ml
Sentiment analysis using mlSentiment analysis using ml
Sentiment analysis using mlPravin Katiyar
 
Introduction to twitter marketing - presentation
Introduction to twitter marketing - presentationIntroduction to twitter marketing - presentation
Introduction to twitter marketing - presentationKetan Raval
 
Big data & Digital Marketing
Big data & Digital MarketingBig data & Digital Marketing
Big data & Digital MarketingKarthik Bharath
 
Twitter presentation
Twitter presentationTwitter presentation
Twitter presentationSung Woo Yoo
 
Sentiment analysis of twitter data
Sentiment analysis of twitter dataSentiment analysis of twitter data
Sentiment analysis of twitter dataBhagyashree Deokar
 

Was ist angesagt? (20)

sentiment analysis text extraction from social media
sentiment  analysis text extraction from social media sentiment  analysis text extraction from social media
sentiment analysis text extraction from social media
 
Sentiment Analysis in Twitter
Sentiment Analysis in TwitterSentiment Analysis in Twitter
Sentiment Analysis in Twitter
 
Approaches to Sentiment Analysis
Approaches to Sentiment AnalysisApproaches to Sentiment Analysis
Approaches to Sentiment Analysis
 
Twitter sentimentanalysis report
Twitter sentimentanalysis reportTwitter sentimentanalysis report
Twitter sentimentanalysis report
 
Twitter sentiment analysis project report
Twitter sentiment analysis project reportTwitter sentiment analysis project report
Twitter sentiment analysis project report
 
Python report on twitter sentiment analysis
Python report on twitter sentiment analysisPython report on twitter sentiment analysis
Python report on twitter sentiment analysis
 
New sentiment analysis of tweets using python by Ravi kumar
New sentiment analysis of tweets using python by Ravi kumarNew sentiment analysis of tweets using python by Ravi kumar
New sentiment analysis of tweets using python by Ravi kumar
 
Sentiment analysis in Twitter on Big Data
Sentiment analysis in Twitter on Big DataSentiment analysis in Twitter on Big Data
Sentiment analysis in Twitter on Big Data
 
Facebook For Business
Facebook For BusinessFacebook For Business
Facebook For Business
 
Sentiment analysis of Twitter Data
Sentiment analysis of Twitter DataSentiment analysis of Twitter Data
Sentiment analysis of Twitter Data
 
Sentiment Analysis of Twitter Data
Sentiment Analysis of Twitter DataSentiment Analysis of Twitter Data
Sentiment Analysis of Twitter Data
 
Social Media Mining and Analytics
Social Media Mining and AnalyticsSocial Media Mining and Analytics
Social Media Mining and Analytics
 
Sentiment analysis using ml
Sentiment analysis using mlSentiment analysis using ml
Sentiment analysis using ml
 
Introduction to twitter marketing - presentation
Introduction to twitter marketing - presentationIntroduction to twitter marketing - presentation
Introduction to twitter marketing - presentation
 
final report.pdf
final report.pdffinal report.pdf
final report.pdf
 
Social Media Strategy
Social Media StrategySocial Media Strategy
Social Media Strategy
 
Big data & Digital Marketing
Big data & Digital MarketingBig data & Digital Marketing
Big data & Digital Marketing
 
Twitter presentation
Twitter presentationTwitter presentation
Twitter presentation
 
Sentiment analysis of twitter data
Sentiment analysis of twitter dataSentiment analysis of twitter data
Sentiment analysis of twitter data
 
Social Media Analytics
Social Media Analytics Social Media Analytics
Social Media Analytics
 

Andere mochten auch

Pyramid Of Success
Pyramid Of SuccessPyramid Of Success
Pyramid Of SuccessColtzRBest
 
Olivier Blanchard Basics Of Social Media Roi
Olivier Blanchard   Basics Of Social Media RoiOlivier Blanchard   Basics Of Social Media Roi
Olivier Blanchard Basics Of Social Media RoiOlivier Blanchard
 
How Sentiment Analysis works
How Sentiment Analysis worksHow Sentiment Analysis works
How Sentiment Analysis worksCJ Jenkins
 
Introduction to Sentiment Analysis
Introduction to Sentiment AnalysisIntroduction to Sentiment Analysis
Introduction to Sentiment AnalysisJaganadh Gopinadhan
 
Opinion Mining Tutorial (Sentiment Analysis)
Opinion Mining Tutorial (Sentiment Analysis)Opinion Mining Tutorial (Sentiment Analysis)
Opinion Mining Tutorial (Sentiment Analysis)Kavita Ganesan
 
Twitter analysis by Kaify Rais
Twitter analysis by Kaify RaisTwitter analysis by Kaify Rais
Twitter analysis by Kaify RaisAjay Ohri
 

Andere mochten auch (7)

ASCO 2016 Twitter Analysis
ASCO 2016 Twitter AnalysisASCO 2016 Twitter Analysis
ASCO 2016 Twitter Analysis
 
Pyramid Of Success
Pyramid Of SuccessPyramid Of Success
Pyramid Of Success
 
Olivier Blanchard Basics Of Social Media Roi
Olivier Blanchard   Basics Of Social Media RoiOlivier Blanchard   Basics Of Social Media Roi
Olivier Blanchard Basics Of Social Media Roi
 
How Sentiment Analysis works
How Sentiment Analysis worksHow Sentiment Analysis works
How Sentiment Analysis works
 
Introduction to Sentiment Analysis
Introduction to Sentiment AnalysisIntroduction to Sentiment Analysis
Introduction to Sentiment Analysis
 
Opinion Mining Tutorial (Sentiment Analysis)
Opinion Mining Tutorial (Sentiment Analysis)Opinion Mining Tutorial (Sentiment Analysis)
Opinion Mining Tutorial (Sentiment Analysis)
 
Twitter analysis by Kaify Rais
Twitter analysis by Kaify RaisTwitter analysis by Kaify Rais
Twitter analysis by Kaify Rais
 

Ähnlich wie Twitter Analytics

Twitter analytics -digiworldhanoi.vn
Twitter analytics  -digiworldhanoi.vnTwitter analytics  -digiworldhanoi.vn
Twitter analytics -digiworldhanoi.vnDigiword Ha Noi
 
Twitter Users Guide 2010 Upload
Twitter   Users Guide 2010   UploadTwitter   Users Guide 2010   Upload
Twitter Users Guide 2010 UploadStephen Dann
 
Twitter Presenting 2010
Twitter   Presenting 2010Twitter   Presenting 2010
Twitter Presenting 2010Stephen Dann
 
#ANZMAC2014 Twitter Content Analysis Framework: Classification and Coding of ...
#ANZMAC2014 Twitter Content Analysis Framework: Classification and Coding of ...#ANZMAC2014 Twitter Content Analysis Framework: Classification and Coding of ...
#ANZMAC2014 Twitter Content Analysis Framework: Classification and Coding of ...Stephen Dann
 
ReMO Budapest Twitter workshop.pdf
ReMO Budapest Twitter workshop.pdfReMO Budapest Twitter workshop.pdf
ReMO Budapest Twitter workshop.pdfGUNERI
 
SHORTer VERSION - Liminality and Communitas in Social Media - The case of Twi...
SHORTer VERSION - Liminality and Communitas in Social Media - The case of Twi...SHORTer VERSION - Liminality and Communitas in Social Media - The case of Twi...
SHORTer VERSION - Liminality and Communitas in Social Media - The case of Twi...Jana Herwig
 
OSINT using Twitter & Python
OSINT using Twitter & PythonOSINT using Twitter & Python
OSINT using Twitter & Python37point2
 
Classifying Twitter Content
Classifying Twitter ContentClassifying Twitter Content
Classifying Twitter ContentStephen Dann
 
Sentimental Analysis - Naive Bayes Algorithm
Sentimental Analysis - Naive Bayes AlgorithmSentimental Analysis - Naive Bayes Algorithm
Sentimental Analysis - Naive Bayes AlgorithmKhushboo Gupta
 
Conducting Twitter Reserch
Conducting Twitter ReserchConducting Twitter Reserch
Conducting Twitter ReserchKim Holmberg
 
What can we say when the consumer isn't just listening? (Canberra edition)
What can we say when the consumer isn't just listening? (Canberra edition)What can we say when the consumer isn't just listening? (Canberra edition)
What can we say when the consumer isn't just listening? (Canberra edition)Stephen Dann
 
Toward Hybrid Computing
Toward Hybrid ComputingToward Hybrid Computing
Toward Hybrid ComputingJoe McCarthy
 
Stepping out of the echo chamber - Alternative indicators of scholarly commun...
Stepping out of the echo chamber - Alternative indicators of scholarly commun...Stepping out of the echo chamber - Alternative indicators of scholarly commun...
Stepping out of the echo chamber - Alternative indicators of scholarly commun...Andy Tattersall
 
How do people use Twitter and why do we need to know?
How do people use Twitter and why do we need to know?How do people use Twitter and why do we need to know?
How do people use Twitter and why do we need to know?andyramsden
 
Sentiment analysis using machine learning
Sentiment analysis using machine learningSentiment analysis using machine learning
Sentiment analysis using machine learningVenkat Projects
 
Extracting information from ' messy' social media data
Extracting information from ' messy' social media dataExtracting information from ' messy' social media data
Extracting information from ' messy' social media dataPiet J.H. Daas
 

Ähnlich wie Twitter Analytics (20)

Twitter analytics -digiworldhanoi.vn
Twitter analytics  -digiworldhanoi.vnTwitter analytics  -digiworldhanoi.vn
Twitter analytics -digiworldhanoi.vn
 
Twitter analytics
Twitter analyticsTwitter analytics
Twitter analytics
 
Twitter Users Guide 2010 Upload
Twitter   Users Guide 2010   UploadTwitter   Users Guide 2010   Upload
Twitter Users Guide 2010 Upload
 
Twitter Presenting 2010
Twitter   Presenting 2010Twitter   Presenting 2010
Twitter Presenting 2010
 
#ANZMAC2014 Twitter Content Analysis Framework: Classification and Coding of ...
#ANZMAC2014 Twitter Content Analysis Framework: Classification and Coding of ...#ANZMAC2014 Twitter Content Analysis Framework: Classification and Coding of ...
#ANZMAC2014 Twitter Content Analysis Framework: Classification and Coding of ...
 
Twitter tweet presentation_2011
Twitter tweet presentation_2011Twitter tweet presentation_2011
Twitter tweet presentation_2011
 
ReMO Budapest Twitter workshop.pdf
ReMO Budapest Twitter workshop.pdfReMO Budapest Twitter workshop.pdf
ReMO Budapest Twitter workshop.pdf
 
SHORTer VERSION - Liminality and Communitas in Social Media - The case of Twi...
SHORTer VERSION - Liminality and Communitas in Social Media - The case of Twi...SHORTer VERSION - Liminality and Communitas in Social Media - The case of Twi...
SHORTer VERSION - Liminality and Communitas in Social Media - The case of Twi...
 
OSINT using Twitter & Python
OSINT using Twitter & PythonOSINT using Twitter & Python
OSINT using Twitter & Python
 
Classifying Twitter Content
Classifying Twitter ContentClassifying Twitter Content
Classifying Twitter Content
 
Sentimental Analysis - Naive Bayes Algorithm
Sentimental Analysis - Naive Bayes AlgorithmSentimental Analysis - Naive Bayes Algorithm
Sentimental Analysis - Naive Bayes Algorithm
 
Conducting Twitter Reserch
Conducting Twitter ReserchConducting Twitter Reserch
Conducting Twitter Reserch
 
Mike Thelwall: Introduction to Webometrics
Mike Thelwall: Introduction to WebometricsMike Thelwall: Introduction to Webometrics
Mike Thelwall: Introduction to Webometrics
 
What can we say when the consumer isn't just listening? (Canberra edition)
What can we say when the consumer isn't just listening? (Canberra edition)What can we say when the consumer isn't just listening? (Canberra edition)
What can we say when the consumer isn't just listening? (Canberra edition)
 
Toward Hybrid Computing
Toward Hybrid ComputingToward Hybrid Computing
Toward Hybrid Computing
 
Stepping out of the echo chamber - Alternative indicators of scholarly commun...
Stepping out of the echo chamber - Alternative indicators of scholarly commun...Stepping out of the echo chamber - Alternative indicators of scholarly commun...
Stepping out of the echo chamber - Alternative indicators of scholarly commun...
 
How do people use Twitter and why do we need to know?
How do people use Twitter and why do we need to know?How do people use Twitter and why do we need to know?
How do people use Twitter and why do we need to know?
 
Sentiment analysis using machine learning
Sentiment analysis using machine learningSentiment analysis using machine learning
Sentiment analysis using machine learning
 
Extracting information from ' messy' social media data
Extracting information from ' messy' social media dataExtracting information from ' messy' social media data
Extracting information from ' messy' social media data
 
User and Usage of Reddit
User and Usage of RedditUser and Usage of Reddit
User and Usage of Reddit
 

Mehr von Stephen Dann

Thursday Session Play for Today.pptx
Thursday Session Play for Today.pptxThursday Session Play for Today.pptx
Thursday Session Play for Today.pptxStephen Dann
 
Lego Serious Play and Cocreation
Lego Serious Play and CocreationLego Serious Play and Cocreation
Lego Serious Play and CocreationStephen Dann
 
Questioning the lego cocreation talisman
Questioning the lego cocreation talismanQuestioning the lego cocreation talisman
Questioning the lego cocreation talismanStephen Dann
 
Cat herding or collaborative learning?
Cat herding or collaborative learning?Cat herding or collaborative learning?
Cat herding or collaborative learning?Stephen Dann
 
AMSRS instagram Presentation (words on a screen mix)
AMSRS instagram Presentation (words on a screen mix)AMSRS instagram Presentation (words on a screen mix)
AMSRS instagram Presentation (words on a screen mix)Stephen Dann
 
Measuring the “Telling” in the Selling of the Story presentation version
Measuring the “Telling” in the Selling of the Story presentation versionMeasuring the “Telling” in the Selling of the Story presentation version
Measuring the “Telling” in the Selling of the Story presentation versionStephen Dann
 
English to legolish
English to legolishEnglish to legolish
English to legolishStephen Dann
 
Learning environment optimisation: Doing less with more for better outcomes
Learning environment optimisation: Doing less with more for better outcomesLearning environment optimisation: Doing less with more for better outcomes
Learning environment optimisation: Doing less with more for better outcomesStephen Dann
 
Mktg2023 assessment exam
Mktg2023 assessment examMktg2023 assessment exam
Mktg2023 assessment examStephen Dann
 
Mktg2023 assessment lit review
Mktg2023 assessment lit reviewMktg2023 assessment lit review
Mktg2023 assessment lit reviewStephen Dann
 
Learning Environment Optimisation
Learning Environment OptimisationLearning Environment Optimisation
Learning Environment OptimisationStephen Dann
 
Brand on the Run: Political affiliations and Twitter social media presence
Brand on the Run: Political affiliations and Twitter social media presenceBrand on the Run: Political affiliations and Twitter social media presence
Brand on the Run: Political affiliations and Twitter social media presenceStephen Dann
 
Bricks, Clicks and Order:
Bricks, Clicks and Order: Bricks, Clicks and Order:
Bricks, Clicks and Order: Stephen Dann
 
The Antipodean Agenda
The Antipodean AgendaThe Antipodean Agenda
The Antipodean AgendaStephen Dann
 
Fear and lathering in las vegas
Fear and lathering in las vegasFear and lathering in las vegas
Fear and lathering in las vegasStephen Dann
 
The Antipodean Agenda
The Antipodean AgendaThe Antipodean Agenda
The Antipodean AgendaStephen Dann
 
Social media, politics and elections
Social media, politics and electionsSocial media, politics and elections
Social media, politics and electionsStephen Dann
 
Australian Political Parties and social media: uses and attitudes
Australian Political Parties and social media: uses and attitudesAustralian Political Parties and social media: uses and attitudes
Australian Political Parties and social media: uses and attitudesStephen Dann
 
Insights into the Twitterverse: Benchmarking and analysis twitter content
Insights into the Twitterverse: Benchmarking and analysis twitter contentInsights into the Twitterverse: Benchmarking and analysis twitter content
Insights into the Twitterverse: Benchmarking and analysis twitter contentStephen Dann
 
Education Showcase
Education ShowcaseEducation Showcase
Education ShowcaseStephen Dann
 

Mehr von Stephen Dann (20)

Thursday Session Play for Today.pptx
Thursday Session Play for Today.pptxThursday Session Play for Today.pptx
Thursday Session Play for Today.pptx
 
Lego Serious Play and Cocreation
Lego Serious Play and CocreationLego Serious Play and Cocreation
Lego Serious Play and Cocreation
 
Questioning the lego cocreation talisman
Questioning the lego cocreation talismanQuestioning the lego cocreation talisman
Questioning the lego cocreation talisman
 
Cat herding or collaborative learning?
Cat herding or collaborative learning?Cat herding or collaborative learning?
Cat herding or collaborative learning?
 
AMSRS instagram Presentation (words on a screen mix)
AMSRS instagram Presentation (words on a screen mix)AMSRS instagram Presentation (words on a screen mix)
AMSRS instagram Presentation (words on a screen mix)
 
Measuring the “Telling” in the Selling of the Story presentation version
Measuring the “Telling” in the Selling of the Story presentation versionMeasuring the “Telling” in the Selling of the Story presentation version
Measuring the “Telling” in the Selling of the Story presentation version
 
English to legolish
English to legolishEnglish to legolish
English to legolish
 
Learning environment optimisation: Doing less with more for better outcomes
Learning environment optimisation: Doing less with more for better outcomesLearning environment optimisation: Doing less with more for better outcomes
Learning environment optimisation: Doing less with more for better outcomes
 
Mktg2023 assessment exam
Mktg2023 assessment examMktg2023 assessment exam
Mktg2023 assessment exam
 
Mktg2023 assessment lit review
Mktg2023 assessment lit reviewMktg2023 assessment lit review
Mktg2023 assessment lit review
 
Learning Environment Optimisation
Learning Environment OptimisationLearning Environment Optimisation
Learning Environment Optimisation
 
Brand on the Run: Political affiliations and Twitter social media presence
Brand on the Run: Political affiliations and Twitter social media presenceBrand on the Run: Political affiliations and Twitter social media presence
Brand on the Run: Political affiliations and Twitter social media presence
 
Bricks, Clicks and Order:
Bricks, Clicks and Order: Bricks, Clicks and Order:
Bricks, Clicks and Order:
 
The Antipodean Agenda
The Antipodean AgendaThe Antipodean Agenda
The Antipodean Agenda
 
Fear and lathering in las vegas
Fear and lathering in las vegasFear and lathering in las vegas
Fear and lathering in las vegas
 
The Antipodean Agenda
The Antipodean AgendaThe Antipodean Agenda
The Antipodean Agenda
 
Social media, politics and elections
Social media, politics and electionsSocial media, politics and elections
Social media, politics and elections
 
Australian Political Parties and social media: uses and attitudes
Australian Political Parties and social media: uses and attitudesAustralian Political Parties and social media: uses and attitudes
Australian Political Parties and social media: uses and attitudes
 
Insights into the Twitterverse: Benchmarking and analysis twitter content
Insights into the Twitterverse: Benchmarking and analysis twitter contentInsights into the Twitterverse: Benchmarking and analysis twitter content
Insights into the Twitterverse: Benchmarking and analysis twitter content
 
Education Showcase
Education ShowcaseEducation Showcase
Education Showcase
 

Kürzlich hochgeladen

Youth Involvement in an Innovative Coconut Value Chain by Mwalimu Menza
Youth Involvement in an Innovative Coconut Value Chain by Mwalimu MenzaYouth Involvement in an Innovative Coconut Value Chain by Mwalimu Menza
Youth Involvement in an Innovative Coconut Value Chain by Mwalimu Menzaictsugar
 
FULL ENJOY Call girls in Paharganj Delhi | 8377087607
FULL ENJOY Call girls in Paharganj Delhi | 8377087607FULL ENJOY Call girls in Paharganj Delhi | 8377087607
FULL ENJOY Call girls in Paharganj Delhi | 8377087607dollysharma2066
 
8447779800, Low rate Call girls in Tughlakabad Delhi NCR
8447779800, Low rate Call girls in Tughlakabad Delhi NCR8447779800, Low rate Call girls in Tughlakabad Delhi NCR
8447779800, Low rate Call girls in Tughlakabad Delhi NCRashishs7044
 
Kenya Coconut Production Presentation by Dr. Lalith Perera
Kenya Coconut Production Presentation by Dr. Lalith PereraKenya Coconut Production Presentation by Dr. Lalith Perera
Kenya Coconut Production Presentation by Dr. Lalith Pereraictsugar
 
Traction part 2 - EOS Model JAX Bridges.
Traction part 2 - EOS Model JAX Bridges.Traction part 2 - EOS Model JAX Bridges.
Traction part 2 - EOS Model JAX Bridges.Anamaria Contreras
 
Innovation Conference 5th March 2024.pdf
Innovation Conference 5th March 2024.pdfInnovation Conference 5th March 2024.pdf
Innovation Conference 5th March 2024.pdfrichard876048
 
Darshan Hiranandani [News About Next CEO].pdf
Darshan Hiranandani [News About Next CEO].pdfDarshan Hiranandani [News About Next CEO].pdf
Darshan Hiranandani [News About Next CEO].pdfShashank Mehta
 
APRIL2024_UKRAINE_xml_0000000000000 .pdf
APRIL2024_UKRAINE_xml_0000000000000 .pdfAPRIL2024_UKRAINE_xml_0000000000000 .pdf
APRIL2024_UKRAINE_xml_0000000000000 .pdfRbc Rbcua
 
8447779800, Low rate Call girls in Kotla Mubarakpur Delhi NCR
8447779800, Low rate Call girls in Kotla Mubarakpur Delhi NCR8447779800, Low rate Call girls in Kotla Mubarakpur Delhi NCR
8447779800, Low rate Call girls in Kotla Mubarakpur Delhi NCRashishs7044
 
8447779800, Low rate Call girls in Shivaji Enclave Delhi NCR
8447779800, Low rate Call girls in Shivaji Enclave Delhi NCR8447779800, Low rate Call girls in Shivaji Enclave Delhi NCR
8447779800, Low rate Call girls in Shivaji Enclave Delhi NCRashishs7044
 
Guide Complete Set of Residential Architectural Drawings PDF
Guide Complete Set of Residential Architectural Drawings PDFGuide Complete Set of Residential Architectural Drawings PDF
Guide Complete Set of Residential Architectural Drawings PDFChandresh Chudasama
 
Independent Call Girls Andheri Nightlaila 9967584737
Independent Call Girls Andheri Nightlaila 9967584737Independent Call Girls Andheri Nightlaila 9967584737
Independent Call Girls Andheri Nightlaila 9967584737Riya Pathan
 
Digital Transformation in the PLM domain - distrib.pdf
Digital Transformation in the PLM domain - distrib.pdfDigital Transformation in the PLM domain - distrib.pdf
Digital Transformation in the PLM domain - distrib.pdfJos Voskuil
 
Fordham -How effective decision-making is within the IT department - Analysis...
Fordham -How effective decision-making is within the IT department - Analysis...Fordham -How effective decision-making is within the IT department - Analysis...
Fordham -How effective decision-making is within the IT department - Analysis...Peter Ward
 
Flow Your Strategy at Flight Levels Day 2024
Flow Your Strategy at Flight Levels Day 2024Flow Your Strategy at Flight Levels Day 2024
Flow Your Strategy at Flight Levels Day 2024Kirill Klimov
 
Memorándum de Entendimiento (MoU) entre Codelco y SQM
Memorándum de Entendimiento (MoU) entre Codelco y SQMMemorándum de Entendimiento (MoU) entre Codelco y SQM
Memorándum de Entendimiento (MoU) entre Codelco y SQMVoces Mineras
 

Kürzlich hochgeladen (20)

Youth Involvement in an Innovative Coconut Value Chain by Mwalimu Menza
Youth Involvement in an Innovative Coconut Value Chain by Mwalimu MenzaYouth Involvement in an Innovative Coconut Value Chain by Mwalimu Menza
Youth Involvement in an Innovative Coconut Value Chain by Mwalimu Menza
 
Japan IT Week 2024 Brochure by 47Billion (English)
Japan IT Week 2024 Brochure by 47Billion (English)Japan IT Week 2024 Brochure by 47Billion (English)
Japan IT Week 2024 Brochure by 47Billion (English)
 
FULL ENJOY Call girls in Paharganj Delhi | 8377087607
FULL ENJOY Call girls in Paharganj Delhi | 8377087607FULL ENJOY Call girls in Paharganj Delhi | 8377087607
FULL ENJOY Call girls in Paharganj Delhi | 8377087607
 
8447779800, Low rate Call girls in Tughlakabad Delhi NCR
8447779800, Low rate Call girls in Tughlakabad Delhi NCR8447779800, Low rate Call girls in Tughlakabad Delhi NCR
8447779800, Low rate Call girls in Tughlakabad Delhi NCR
 
Kenya Coconut Production Presentation by Dr. Lalith Perera
Kenya Coconut Production Presentation by Dr. Lalith PereraKenya Coconut Production Presentation by Dr. Lalith Perera
Kenya Coconut Production Presentation by Dr. Lalith Perera
 
Traction part 2 - EOS Model JAX Bridges.
Traction part 2 - EOS Model JAX Bridges.Traction part 2 - EOS Model JAX Bridges.
Traction part 2 - EOS Model JAX Bridges.
 
Innovation Conference 5th March 2024.pdf
Innovation Conference 5th March 2024.pdfInnovation Conference 5th March 2024.pdf
Innovation Conference 5th March 2024.pdf
 
Darshan Hiranandani [News About Next CEO].pdf
Darshan Hiranandani [News About Next CEO].pdfDarshan Hiranandani [News About Next CEO].pdf
Darshan Hiranandani [News About Next CEO].pdf
 
Corporate Profile 47Billion Information Technology
Corporate Profile 47Billion Information TechnologyCorporate Profile 47Billion Information Technology
Corporate Profile 47Billion Information Technology
 
APRIL2024_UKRAINE_xml_0000000000000 .pdf
APRIL2024_UKRAINE_xml_0000000000000 .pdfAPRIL2024_UKRAINE_xml_0000000000000 .pdf
APRIL2024_UKRAINE_xml_0000000000000 .pdf
 
8447779800, Low rate Call girls in Kotla Mubarakpur Delhi NCR
8447779800, Low rate Call girls in Kotla Mubarakpur Delhi NCR8447779800, Low rate Call girls in Kotla Mubarakpur Delhi NCR
8447779800, Low rate Call girls in Kotla Mubarakpur Delhi NCR
 
8447779800, Low rate Call girls in Shivaji Enclave Delhi NCR
8447779800, Low rate Call girls in Shivaji Enclave Delhi NCR8447779800, Low rate Call girls in Shivaji Enclave Delhi NCR
8447779800, Low rate Call girls in Shivaji Enclave Delhi NCR
 
Guide Complete Set of Residential Architectural Drawings PDF
Guide Complete Set of Residential Architectural Drawings PDFGuide Complete Set of Residential Architectural Drawings PDF
Guide Complete Set of Residential Architectural Drawings PDF
 
Independent Call Girls Andheri Nightlaila 9967584737
Independent Call Girls Andheri Nightlaila 9967584737Independent Call Girls Andheri Nightlaila 9967584737
Independent Call Girls Andheri Nightlaila 9967584737
 
Digital Transformation in the PLM domain - distrib.pdf
Digital Transformation in the PLM domain - distrib.pdfDigital Transformation in the PLM domain - distrib.pdf
Digital Transformation in the PLM domain - distrib.pdf
 
No-1 Call Girls In Goa 93193 VIP 73153 Escort service In North Goa Panaji, Ca...
No-1 Call Girls In Goa 93193 VIP 73153 Escort service In North Goa Panaji, Ca...No-1 Call Girls In Goa 93193 VIP 73153 Escort service In North Goa Panaji, Ca...
No-1 Call Girls In Goa 93193 VIP 73153 Escort service In North Goa Panaji, Ca...
 
Fordham -How effective decision-making is within the IT department - Analysis...
Fordham -How effective decision-making is within the IT department - Analysis...Fordham -How effective decision-making is within the IT department - Analysis...
Fordham -How effective decision-making is within the IT department - Analysis...
 
Flow Your Strategy at Flight Levels Day 2024
Flow Your Strategy at Flight Levels Day 2024Flow Your Strategy at Flight Levels Day 2024
Flow Your Strategy at Flight Levels Day 2024
 
Call Us ➥9319373153▻Call Girls In North Goa
Call Us ➥9319373153▻Call Girls In North GoaCall Us ➥9319373153▻Call Girls In North Goa
Call Us ➥9319373153▻Call Girls In North Goa
 
Memorándum de Entendimiento (MoU) entre Codelco y SQM
Memorándum de Entendimiento (MoU) entre Codelco y SQMMemorándum de Entendimiento (MoU) entre Codelco y SQM
Memorándum de Entendimiento (MoU) entre Codelco y SQM
 

Twitter Analytics

  • 1. Twitter Analytics A user’s guide to interpreting, reinterpreting and misinterpreting the social media service. Dr Stephen Dann School of Management Marketing & International Business, Australian National University @stephendann or stephen.dann@anu.edu.au
  • 2. If you’re on Twitter Questions can be sent to @stephendann
  • 3.
  • 4.
  • 5.
  • 6.
  • 7. How to dissect a living medium?
  • 8. Raw Counts Tweetstats – www.tweetstats.com
  • 9. Text Analysis Tweetstats – www.tweetstats.com Wordle – wordle.com
  • 10. Leximancer Leximancer – www.leximancer.com
  • 11. Coded Content Analysis Made up for this set of slides.
  • 12. Same Data set… So many different ways to present the results
  • 14.
  • 16.
  • 17.
  • 18.
  • 19.
  • 20.
  • 21.
  • 22.
  • 23.
  • 24. Recoding the Platform Let’s do it my way
  • 25.
  • 26.
  • 27.
  • 28.
  • 30.
  • 32.
  • 34.
  • 35. Conversational @USERNAME Beware the polar bears. 30% 850 Response Invading Germany from France. Who's with me? 17% 480 Query @USERNAME Items under $1000 are exempt. http://is.gd/AV7K 2% 66 Pass-along *waves at @USERNAME* 3% 77 Action Exemplar % N Category 3rd pers plural 73.84 21.97 17.05 13637 30% 850 Response Impersonal pronouns, Auxiliary verbs, Tentative, Discrepancy, QMark 75.33 21.22 10.13 7032 17% 480 Query OtherP, Period 54.31 21.86 18.89 1020 2% 66 Pass-along Conjunctions, Inhibition, Inclusive Biological processes 67.75 23.80 14.74 958 3% 77 Action Linguistic Inquiry Results Dictionary Words >6 letters Words/ Sentence Word Count % N Category
  • 37.
  • 38.
  • 39. Status Firing off e-mail after e-mail to clear my to do list (knowing that's a great way to regenerate to do list items doesn't stop me or help me) 7% 196 work Waiting for my 2pm performance review to start. 6% 170 temporal It's freezing out there this morning 1% 37 physical I liked Modest Mouse after they became famous. 8% 221 personal Well... I'm in trouble. Used 3829.060MB (62.322%) of your 6GB. You have 22 days remaining 4% 106 mechanical Standing in a lecture theatre talking about Marketing Management. 2% 69 location Diplomacy is the art of saying "Nice doggy" until you find a big enough rock. Captaincy is the timely provision of large enough rocks. 5% 140 broadcast Playing with the internet in the name of science 1% 35 activity Work 80.19 23.96 16.59 3881 7% 196 work Prepositions 79.05 19.84 14.11 3160 6% 170 temporal Perceptual processes, feel, body, health 81.91 23.10 16.87 658 1% 37 physical Total function words, Common verbs, Past / Present tense, Adverbs, Cognitive processes, 80.71 19.05 19.35 4121 8% 221 personal Sadness 70.43 22.02 13.88 1985 4% 106 mechanical Articles, space 78.12 22.96 12.67 1115 2% 69 location Friends, Quote 71.21 22.84 11.21 2119 5% 140 broadcast see, Ingestion,Achievement 76.17 23.26 14.41 533 1% 35 activity Linguistic Inquiry Results Dictionary Words >6 letters Words/ Sentence Word Count % N Category
  • 41.
  • 42. Pass Along http://twitpic.com/2o1c1 - Bus Slogan Generator Time - http://is.gd/hU2Q 4% 122 Ugc L4D Survivors in Rockband2 singing L7 Pretend We're Dead. http://is.gd/BsVE (HT to @LesbianGamers ). It's seriously amazing. 2% 48 RT I'm looking myself up on Publish or Perish (http://rurl.org/iw4) to find a reference to a paper that cited me because I want to cite them 4% 108 endorsement Pass along Exemplar % N Category Numbers, leisure 52.89 20.61 39.98 1679 4% 122 Ugc SemiC 54.31 24.75 16.85 893 2% 48 RT Parenth, Dash 55.71 21.05 30.12 1777 4% 108 endorsement Linguistic Inquiry Results Dictionary Words >6 letters Words/ Sentence Word Count % N Category
  • 44.
  • 45. News - - - Headlines - - - Sport Between NASA's satellite and autoanalysis of imagery, and Google Map data, scientific proof where there's smoke, there's fires #bcc2 0% 13 Event News Exemplar % N Category Negative emotion, Anger Certainty Perceptual processes 65.62 22.92 10.67 192 0% 13 Event News Linguistic Inquiry Results Dictionary Words >6 letters Words/ Sentence Word Count % N Category
  • 46.
  • 47. Phatic AAAAAAAAAAAAAAARGH 0% 7 Unclassifiable Good morning Twitterverse. How's the world outside? 1% 17 Greeting Note to self: Just because you're carrying tiny vials of hypercaffeine is no reason to start calculating remote delivery systems for them. 2% 49 Fourth wall *wanders through his twitter follower list, blocking all of the automated/spam follower accounts* 1% 30 Action Phatic Exemplar % N Category NIL 33.33 33.33 3.00 6 0% 7 Unclassifiable Future tense, Positive emotion Relativity, time 78.37 29.33 7.70 208 1% 17 Greeting Negations, Quantifiers, Social processes, Humans, Affective processes, Causation, Exclusive 76.44 20.69 12.29 836 2% 49 Fourthwall Anxiety, hear, motion 75.22 26.75 22.80 456 1% 30 Action Linguistic Inquiry Results Dictionary Words >6 letters Words/ Sentence Word Count % N Category
  • 49.
  • 50.
  • 51. Future research The Public Timeline versus the Classification Scheme
  • 52. Questions [email_address] Or @stephendann
  • 53.
  • 54.
  • 55.