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PERSPECTIVES OF SOCIAL MEDIA ANALYTICS
APPLICATION IN HIGHER EDUCATION IN SERBIA




Grljević Olivera, Šereš Laslo, Debeljački Ružica

University of Novi Sad, Faculty of Economics
Subotica
Introduction

• Information     access     and   sharing:
  customers; companies.
• Business intelligence and Web analysis.
• Social business intelligence.
• Research focus, ideas and goals.
Research overview

• “Social media and higher education, the
  common ground” – which social media sites
  are used, how they are used for personal and
  professional purposes.
• “The relationship between frequency of
  Facebook use, participation in Facebook
  activities, and student engagement”.
• “Social networking usage and grades among
  college students”.
• Ologie: Social media and higher education.
SENTIMENT ANALYSIS – A KEY DATA MINING
  TECHNIQUE FOR MINING SOCIAL DATA

• SMA for business performance, and for
  higher education.
• Social media analysis and sentiment
  analysis.
• Sentiment analysis identifies attitudes,
  opinions or emotional state of the writer.
Sentiment analysis steps

1.   Fetch, crawl, and cleanse
2.   Text classification
3.   Entity extraction
4.   Sentiment extraction
5.   Sentiment summary
6.   Reports/charts
CASE STUDY – ANALYSIS OF THE POSSIBILITIES OF
 SENTIMENT ANALYSIS APPLICATION IN HIGHER
            EDUCATION IN SERBIA
• Facebook usage and motives




• Social networking interaction: expansion of the network,
  comments about the content, access to specialized groups and
  discussions.
• Social sharing interaction: exchange and
  comment audio and video content from
  other users

                      YouTube is used by all respondents:
                      YouTube is used by all respondents:
                      85% visit YouTube on a daily basis,
                       85% visit YouTube on a daily basis,
                             15% every few days.
                              15% every few days.
• Interaction on Wikis: adding a new articles
  and editing existing ones.

All respondents know
 All respondents know
about Wikipedia, and ititis
 about Wikipedia, and is
frequently visited by 74%
 frequently visited by 74%
of respondents of which
 of respondents of which
only 12% use ititfor
 only 12% use for
educational purposes or
 educational purposes or
school.
 school.
7% of respondents are not familiar with the concept of blogs !
               52% have never visited any blog!
                24% frequently visit blogs, while
                                d


                                    7% post comments on other
  9% frequently write blogs              people's blogs
large percentage of respondents do not visit forums
                   50% frequently visit forums
                                f

     11% make comments               70% read the forum posts
               D                                 d

For the purposes of education, only 10% of students use resources
                         from the forum
Conclusion
• The most popular social media site is Facebook, students do not
  engage in social networking activities solely for entertainment
  purposes but they connect also for educational purposes.
a
• Small portion of surveyed students used social media sites for
  educational purposes, but most of them 72% wish for its extent
  usage in education.
s
• Many students searched the Internet for additional information
  about faculties (Google, Facebook) - researched data could
  influence opinion about the Faculty and particular courses.
s
• Faculties should use social media analytics to get familiar with
  students preferences, habits and desires, to build services
  tailored to modern students’ profiles.

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PERSPECTIVES OF SOCIAL MEDIA ANALYTICS APPLICATION IN HIGHER EDUCATION IN SERBIA

  • 1. PERSPECTIVES OF SOCIAL MEDIA ANALYTICS APPLICATION IN HIGHER EDUCATION IN SERBIA Grljević Olivera, Šereš Laslo, Debeljački Ružica University of Novi Sad, Faculty of Economics Subotica
  • 2. Introduction • Information access and sharing: customers; companies. • Business intelligence and Web analysis. • Social business intelligence. • Research focus, ideas and goals.
  • 3. Research overview • “Social media and higher education, the common ground” – which social media sites are used, how they are used for personal and professional purposes. • “The relationship between frequency of Facebook use, participation in Facebook activities, and student engagement”. • “Social networking usage and grades among college students”. • Ologie: Social media and higher education.
  • 4. SENTIMENT ANALYSIS – A KEY DATA MINING TECHNIQUE FOR MINING SOCIAL DATA • SMA for business performance, and for higher education. • Social media analysis and sentiment analysis. • Sentiment analysis identifies attitudes, opinions or emotional state of the writer.
  • 5. Sentiment analysis steps 1. Fetch, crawl, and cleanse 2. Text classification 3. Entity extraction 4. Sentiment extraction 5. Sentiment summary 6. Reports/charts
  • 6. CASE STUDY – ANALYSIS OF THE POSSIBILITIES OF SENTIMENT ANALYSIS APPLICATION IN HIGHER EDUCATION IN SERBIA
  • 7. • Facebook usage and motives • Social networking interaction: expansion of the network, comments about the content, access to specialized groups and discussions.
  • 8. • Social sharing interaction: exchange and comment audio and video content from other users YouTube is used by all respondents: YouTube is used by all respondents: 85% visit YouTube on a daily basis, 85% visit YouTube on a daily basis, 15% every few days. 15% every few days.
  • 9. • Interaction on Wikis: adding a new articles and editing existing ones. All respondents know All respondents know about Wikipedia, and ititis about Wikipedia, and is frequently visited by 74% frequently visited by 74% of respondents of which of respondents of which only 12% use ititfor only 12% use for educational purposes or educational purposes or school. school.
  • 10.
  • 11. 7% of respondents are not familiar with the concept of blogs ! 52% have never visited any blog! 24% frequently visit blogs, while d 7% post comments on other 9% frequently write blogs people's blogs
  • 12. large percentage of respondents do not visit forums 50% frequently visit forums f 11% make comments 70% read the forum posts D d For the purposes of education, only 10% of students use resources from the forum
  • 13.
  • 14. Conclusion • The most popular social media site is Facebook, students do not engage in social networking activities solely for entertainment purposes but they connect also for educational purposes. a • Small portion of surveyed students used social media sites for educational purposes, but most of them 72% wish for its extent usage in education. s • Many students searched the Internet for additional information about faculties (Google, Facebook) - researched data could influence opinion about the Faculty and particular courses. s • Faculties should use social media analytics to get familiar with students preferences, habits and desires, to build services tailored to modern students’ profiles.