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Practical ways to
analyse Twitter Data
– new challenges
By: Scott Turner, Canterbury Christ Church University
@scottturneruon
By: Olivia Kelly, The Open University
@OliviaKellyOU
Distance Learners
Quick overview of
some tools
Presentation for
#SocMedHE22
By: Scott Turner, Canterbury Christ Church University
@scottturneruon
Socioviz.net
https://nodexlgraphgallery.org/Pages/Default.aspx
https://nodexlgraphgallery.org/Pages/Graph.a
spx?graphID=285855
Hidden secrets
Distance Learners
Perspectives on
analysing Twitter
data:
Textual analysis
Presentation for
By: Olivia Kelly, The Open University
@OliviaKellyOU
Textual analysis of tweets
Content analysis Discourse analysis Thematic analysis
Method to study and/or
retrieve meaningful information
from text
Method to study the way
language is used in context
Method to identify, analyse and
report patterns (themes) in
data
Examines the content Examines the language Examines the content
Mixed method Mainly qualitative Purely qualitative
Simple process to collect tweets
TAGS to collect tweets Download as Excel file
1
2
3
Analysing the data
Within TAGS (Google sheet) Within Excel
• Tweet information
• Time series analysis
• Word frequency
• Sentiment analysis
Using NVivo for content analysis
• Many universities offer free access
• Easy to use the basics
• Lots of help videos online
• Can collect tweets
Coding - Inductive
Automatic coding - system creates codes
Easy to do but risks
the algorithm
missing important
underlying themes
in your text.
Self-coding (thematic analysis)
Takes a lot more time but allows for your full understanding of the data for
your research project. Can add and adapt codes as you go in NVivo.
Coding - Deductive
Self-coding based on existing frameworks – Social presence indicators
in a Community of Inquiry:
Category Indicators Subcategory Examples from my data
Affective Expressions of Emotions Positive Phew, !!!, heart emojis, x, ‘I’m excited’
Negative Scared, nervous, angry
Use of humour Lol, sarcasm, jokes, wink or laughing emojis
Self-disclosure OU study related Current OU study or modules
Not OU related Personal information eg. Single parent/mental health issues/disability
Interactive Reply @mention reply
Quoting another’s message Retweet Only counted in this single indicator
Quote retweet New message coded for other indicators
Referring to other message Giving advice / answering
questions
‘Speak to your tutor about an extension’
Mentions earlier tweet ‘That was a great module.’
Asking questions ‘What module are you studying?’
Complimenting/
Appreciation
‘Thanks’, ‘you’ll do great’, ‘well done’, ‘Congratulations’
Agreeing ‘Yes’, ‘same here’
Cohesive Vocatives Name used in tweet i.e. ‘Thanks Sam’ or @mention later in tweet
Group pronouns Our, we, us, thanks everyone, ‘my fellow students’, module hashtag
Greetings Social greetings Hi, Happy Birthday, see you soon, Enjoy 👍
Good luck Good luck
Coding - Deductive
• Create codes and levels
• Quickly see totals of each code
• Click on any code to see all examples
of it
• Use quantitative data from coding
for statistical analysis
• Can carry out coding comparisons
among multiple coders
The new challenges
Presentation for
By: Scott Turner, Canterbury Christ Church University
@scottturneruon
Twitter v2 API
• https://developer.twitter.com/en
Academic Account
• https://developer.twitter.com/en/use-cases/do-research/academic-
research
• Twitter research application
https://developer.twitter.com/en/products/twitter-api/academic-
research/application-info
• Still exploring!!!
Might not be available
Slightly more positive
• Sharing Twitter Research
https://twitterresearch.submittable.com/submit
Some of these slides are available
https://figshare.edgehill.ac.uk/The_National_Teaching_Repository
• https://figshare.edgehill.ac.uk/articles/presentation/Practical_ways_t
o_analyse_Twitter_Data_quantitative_and_qualitative_/21923166

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Practical ways to analyse twitter data - new challenges

  • 1. Practical ways to analyse Twitter Data – new challenges By: Scott Turner, Canterbury Christ Church University @scottturneruon By: Olivia Kelly, The Open University @OliviaKellyOU
  • 2. Distance Learners Quick overview of some tools Presentation for #SocMedHE22 By: Scott Turner, Canterbury Christ Church University @scottturneruon
  • 7. Distance Learners Perspectives on analysing Twitter data: Textual analysis Presentation for By: Olivia Kelly, The Open University @OliviaKellyOU
  • 8. Textual analysis of tweets Content analysis Discourse analysis Thematic analysis Method to study and/or retrieve meaningful information from text Method to study the way language is used in context Method to identify, analyse and report patterns (themes) in data Examines the content Examines the language Examines the content Mixed method Mainly qualitative Purely qualitative
  • 9. Simple process to collect tweets TAGS to collect tweets Download as Excel file 1 2 3
  • 10. Analysing the data Within TAGS (Google sheet) Within Excel • Tweet information • Time series analysis • Word frequency • Sentiment analysis
  • 11. Using NVivo for content analysis • Many universities offer free access • Easy to use the basics • Lots of help videos online • Can collect tweets
  • 12. Coding - Inductive Automatic coding - system creates codes Easy to do but risks the algorithm missing important underlying themes in your text. Self-coding (thematic analysis) Takes a lot more time but allows for your full understanding of the data for your research project. Can add and adapt codes as you go in NVivo.
  • 13. Coding - Deductive Self-coding based on existing frameworks – Social presence indicators in a Community of Inquiry: Category Indicators Subcategory Examples from my data Affective Expressions of Emotions Positive Phew, !!!, heart emojis, x, ‘I’m excited’ Negative Scared, nervous, angry Use of humour Lol, sarcasm, jokes, wink or laughing emojis Self-disclosure OU study related Current OU study or modules Not OU related Personal information eg. Single parent/mental health issues/disability Interactive Reply @mention reply Quoting another’s message Retweet Only counted in this single indicator Quote retweet New message coded for other indicators Referring to other message Giving advice / answering questions ‘Speak to your tutor about an extension’ Mentions earlier tweet ‘That was a great module.’ Asking questions ‘What module are you studying?’ Complimenting/ Appreciation ‘Thanks’, ‘you’ll do great’, ‘well done’, ‘Congratulations’ Agreeing ‘Yes’, ‘same here’ Cohesive Vocatives Name used in tweet i.e. ‘Thanks Sam’ or @mention later in tweet Group pronouns Our, we, us, thanks everyone, ‘my fellow students’, module hashtag Greetings Social greetings Hi, Happy Birthday, see you soon, Enjoy 👍 Good luck Good luck
  • 14. Coding - Deductive • Create codes and levels • Quickly see totals of each code • Click on any code to see all examples of it • Use quantitative data from coding for statistical analysis • Can carry out coding comparisons among multiple coders
  • 15. The new challenges Presentation for By: Scott Turner, Canterbury Christ Church University @scottturneruon
  • 16. Twitter v2 API • https://developer.twitter.com/en
  • 17. Academic Account • https://developer.twitter.com/en/use-cases/do-research/academic- research • Twitter research application https://developer.twitter.com/en/products/twitter-api/academic- research/application-info • Still exploring!!!
  • 18. Might not be available
  • 19. Slightly more positive • Sharing Twitter Research https://twitterresearch.submittable.com/submit
  • 20. Some of these slides are available https://figshare.edgehill.ac.uk/The_National_Teaching_Repository • https://figshare.edgehill.ac.uk/articles/presentation/Practical_ways_t o_analyse_Twitter_Data_quantitative_and_qualitative_/21923166

Editor's Notes

  1. Welcome to my talk for the SocMedHE21. My name is Olivia Kelly and I work as an Associate Lecturer with The Open University, a large open entry distance learning institution based in the UK. I’m also studying my Doctorate as a distance learner. This talk will be based on the literature review, planned methodology and early data collection for my Doctorate of Education thesis. I am researching how distance learners establish Social Presence on Twitter to build a Community of Inquiry.
  2. Welcome to my talk for the SocMedHE21. My name is Olivia Kelly and I work as an Associate Lecturer with The Open University, a large open entry distance learning institution based in the UK. I’m also studying my Doctorate as a distance learner. This talk will be based on the literature review, planned methodology and early data collection for my Doctorate of Education thesis. I am researching how distance learners establish Social Presence on Twitter to build a Community of Inquiry.
  3. Welcome to my talk for the SocMedHE21. My name is Olivia Kelly and I work as an Associate Lecturer with The Open University, a large open entry distance learning institution based in the UK. I’m also studying my Doctorate as a distance learner. This talk will be based on the literature review, planned methodology and early data collection for my Doctorate of Education thesis. I am researching how distance learners establish Social Presence on Twitter to build a Community of Inquiry.
  4. Welcome to my talk for the SocMedHE21. My name is Olivia Kelly and I work as an Associate Lecturer with The Open University, a large open entry distance learning institution based in the UK. I’m also studying my Doctorate as a distance learner. This talk will be based on the literature review, planned methodology and early data collection for my Doctorate of Education thesis. I am researching how distance learners establish Social Presence on Twitter to build a Community of Inquiry.