1. bookVolume 12 (2020): Issue 1 (June 2020)
Journal Details
License
Format
Journal
First Published
16 Apr 2015
Publication timeframe
2 times per year
Languages
English
access type Open Access

The Analysis of Opinions About Teaching Profession on Twitter Through Text Mining

Published Online: 28 May 2021
Page range: 3 - 12
Journal Details
License
Format
Journal
First Published
16 Apr 2015
Publication timeframe
2 times per year
Languages
English
Abstract

Billions of data in social media have provided a very influential platform for researchers to make research on data analysis. In the digital age, it has become essential for conducting an analysis of written things in social media in which the individuals express easily themselves without any pressure and for studying big data. It has been known that there are shared subjects on the education like almost every subject on the Twitter platform. Accordingly, it is often shared about many issues relating to education. The purpose of the present study is to analyze shared ideas on the ‘teaching’ profession through this program, which has become popular recently. It was observed that the shared tweets were often related to the current problems about education and Twitter was used as a platform by the individuals to explain their problems. It was a considerable finding that most of the tweets focused on contracted teaching, the positions of appointment, public personnel selection exam and the system of exams, issues about assignation, paid to teach and interview issues that there are a great number of reaction tweets against negative evaluation about vacations of teacher and particularly, against the situations just like damaging the sanctity the teaching profession and these tweets take place in the category the most retweeted. With this research, it is suggested to make analyses on social media platforms with other data mining techniques on the same subject or different subjects, to analyze the shares of institutions and to examine the sharing of the Ministry of National Education

Keywords

Adams, B., Raes, A., Montrieux, H., & Schellens, T. (2018). “Pedagogical tweeting” in higher education: boon or bane? International Journal of Educational Technology in Higher Education, 15(1), 19. Search in Google Scholar

Akpınar, H. (2000). Veri Tabanlarında Bilgi Keşfi ve Veri Madenciliği. İ.Ü. İşletme Fakültesi Dergisi, 29, 1–22. Search in Google Scholar

Aspden, E.J. & Thorpe, L.P. (2009). “Where Do You Learn?”: Tweeting to İnform Learning Space Development. Educause Quarterly, 32(1). Search in Google Scholar

Ay, D. ve Çil, İ. (2010). Migros Türk A.Ş. de Birliktelik Kurallarının Yerleşim Düzeni Planlamada Kullanılması. Endüstri Mühendisliği Dergisi, 21(2), 14–29. Search in Google Scholar

Aydın, S. (2014). Twitter As An Educational Environment. Turkish Online Journal of Distance Education TOJDE, Volume: 15(1), 1–21 Search in Google Scholar

Bicen, H., & Cavus, N. (2012). Twitter usage habits of undergraduate students. Procedia-Social and Behavioral Sciences, 46, 335–339. Search in Google Scholar

Bilen, Ö., Ökten, A. ve Gökalp, F. (2012). İstanbul’da Suçun Kentsel Sorun Algısındaki Yerinin Birliktelik Kuralları ile İncelenmesi. MEGARON, 7(1), 26–35. Search in Google Scholar

Bista, K. (2015). İs Twitter an effective pedagogical tool in higher education? Perspectives of education graduate students. Journal of the Scholarship of Teaching and Learning, 15(2), 83–102. Search in Google Scholar

Chawinga, W. D. (2016). Teaching and learning 24/7 using Twitter in a university classroom: Experiences from a developing country. E-learning and Digital Media, 13(1–2), (4). Search in Google Scholar

Ergün, M. (2017). Usıng The Technıques Of Data Mınıng And Text Mınıng In Educatıonal Research. Electronıc Journal Of Educatıon Scıences, 6(12), (180–189). Search in Google Scholar

Gaikwad, S. V., Chaugule, A., & Patil, P. (2014). Text mining methods and techniques. İnternational Journal of Computer Applications, 85(17). Search in Google Scholar

Güngör E., Yalçın N. ve Yurtay N. (2013, Ocak). Apriori Algoritması ile Teknik Seçmeli Ders Seçim Analizi. Akademik Bilişim Konferansı, Antalya. Search in Google Scholar

Han, J. and Kamber, M. (2001). Data Mining: Concept and Techniques. CA, Academic Press. https://blog.twitter.com/official/en_us/a/2011/numbers.html Search in Google Scholar

Internet Live Stats, 10 Haziran 2019’erişilmiştir from mwww.internetlivestats.com (2019) Search in Google Scholar

Junco, R., Heiberger, G. & Loken, E. (2011). The effect of Twitter on college student engagement and grades. Journal of Computer Assisted Learning, 27, 119–132. Search in Google Scholar

Kaplan, A. M., & Haenlein, M. (2010). Users of the world, unite! The challenges and opportunities of Social Media. Business horizons, 53(1), 59–68. Search in Google Scholar

Kaplan, İ. (2017). Üniversite öğrencisi sosyal medya kullanıcılarının mahremiyet algısı. Yüksek Lisans Tezi, Anadolu Üniversitesi. Search in Google Scholar

Kassens-Noor, E. (2012). Twitter as a teaching practice to enhance active and informal learning in higher education: The case of sustainable tweets. Active Learning in Higher Education, 13(9), 8–21. Search in Google Scholar

Lin, M. F., Hoffman, E. S., Borengasser, C. (2013). İs social media too social for class? A case study of Twitter use. TechTrends, 5 (2), 39–48. Search in Google Scholar

Luttrell, R. (2012). Social networking sites in the public relations classroom: A mixed methods analysis of undergraduate learning outcomes using wordpress, facebook, and twitter (unpublished doctoral dissertation). California Institute of Integral Studies, San Francisco, CA. UMİ No. 3539719 Search in Google Scholar

McArthur, J. A., & Bostedo Conway, K. (2012). Exploring the relationship between student instructor interaction on Twitter and student perception of teacher behaviors. International Journal of Teaching and Learning in Higher Education, 24 (3), 286–292 Search in Google Scholar

Meral, M. and Diri, B. (2014). Sentiment analysis on Twitter. 2014 22nd Signal Processing and Communications Applications Conference (SİU), Trabzon, pp. 690–693. Search in Google Scholar

Shehu, H. A. (2019). Kutupsallık sözlüğü ve yapay zeka yardımı ile Türkçe twitter verileri üzerinde duygu analizi. Yüksek Lisans Tezi, Pamukkale Üniversitesi Fen Bilimleri Enstitüsü. Search in Google Scholar

Munoz, L. R., Pellegrini-Lafont, C., & Cramer, E. (2014). Using Social Media in Teacher Preparation Programs: Twitter as a Means to Create Social Presence. Penn GSE Perspectives on Urban Education, 11(2), 57–69. Search in Google Scholar

Nagle, J. (2018). Twitter, cyber-violence, and the need for a critical social media literacy in teacher education: A review of the literature. Teaching and Teacher Education, 76, 86–94. Search in Google Scholar

Odabaşı, H. F., Mısırlı, Ö., Günüç, S., Timar, Z. Ş., Ersoy, M., Seçil, S. O. M., ... & Osman, E. R. O. L. (2012). Eğitim için yeni bir ortam: Twitter. Anadolu Üniversitesi Eğitim Bilimleri Enstitüsü Dergisi, 2(1). Search in Google Scholar

Pourebrahim, N., Sultana, S., Thill, J. C., & Mohanty, S. (2018). Enhancing trip distribution prediction with Twitter data: comparison of neural network and gravity models. İn Proceedings of the 2nd ACM SİGSPATİAL İnternational Workshop on Aİ for Geographic Knowledge Discovery (pp. 5–8). ACM. Search in Google Scholar

Prestridge, S. (2014). A focus on students’ use of Twitter–their interactions with each other, content and interface. Active Learning in Higher Education, 15(2), 101–115. Search in Google Scholar

Romero, C. and Ventura S. (2012). Data mining in education. WİREs Data Mining and Knowledge Discovery, vol. 3, pp. 12–27 Search in Google Scholar

Sanchez MJC, Hermoso R, Iñiguez D, Paño-Pardo, J.R., Bandres MA, Martinez MPL, (2019). Qualıtatıve And Quantıtatıve Evaluatıon Of The Use Of Twıtter As A Tool Of Antımıcrobıal Stewardshıp, International Journal of Medical Informatics, doi: https://doi.org/10.1016/j.ijmedinf.2019.103955 Search in Google Scholar

Şeker, S.E. (2011). Apriori Algoritması. http://bilgisayarkavramlari.sadievrenseker.com/2011/09/07/apriorialgoritmasi/ .(09.06.2016 tarihinde erişilmiştir). Search in Google Scholar

Şeker, S.E. (2014). Metin Madenciliği (Text Mining), http://bilgisayarkavramlari.sadievrenseker.com/2014/06/15/metinmadenciligi-text-mining/ Search in Google Scholar

Tang, Y., & Hew, K. F. (2017). Using Twitter for education: Beneficial or simply a waste of time?. Computers & Education, 106, 97–118. Search in Google Scholar

Thabtah, F., Cowling, P. And Hammoud, S. (2006). İmproving Rule Sorting, Predictive Accuracy and Training Time in Associative Classification. Expert Systems with Applications, 31, 414–426, Search in Google Scholar

Tuncer, D. Ç. T. ve Çetintaş, D. Bir Sosyal Ağdan Alınan Verilerin Anlamsal Kutuplandırılması. Anatolian Science-Bilgisayar Bilimleri Dergisi, 1–6. Search in Google Scholar

Tur, G. & Marn, V. (2015). Enhancing learning with the social media: student teachers’ perceptions on Twitter in a debate activity. Journal of New Approaches in Educational Research (NAER Journal), 4(1), 46–53. Search in Google Scholar

Uzun, E. (2016). Association Rules (Birliktelik Kuralları). http://bilgmuh.nku.edu.tr/erdincuzun/post/association-rules-birliktelik-kurallari. (08.06.2016 tarihinde erişilmiştir). Search in Google Scholar

Veletsianos, G. (2012). Higher education scholars’ participation and practices on Twitter. Journal of Computer Assisted Learning, 38, 336–349. Search in Google Scholar

Vooren, C. V., & Bess, C.(2013). Teacher tweets improve achievement for eight grade science students. Systemic, Cybernetics, and İnformatics, 2(1), 33–36. Search in Google Scholar

Vural, Z., & Bat, M. (2010). Yeni Bir İletişim Ortami Olarak Sosyal Medya: Ege Üniversitesi İletişim Fakültesine Yönelik Bir Araştirma. Journal of Yasar University, 5(20). Search in Google Scholar

Wright, N. (2010). Twittering in teacher education: Reflecting on practicum experiences. Open Learning, 25(3), 259–265. Search in Google Scholar

Yakın, İ., & Tınmaz, H. (2013). Using Twitter as an instructional tool: A case study in higher education. TOJET: The Turkish Online Journal of Educational Technology, 12(4). Search in Google Scholar

Yıldırım, A. & Şimşek, H. (2011). Sosyal bilimlerde nitel araştırma yöntemleri. (8. baskı). Ankara: Seçkin Yayıncılık. Search in Google Scholar

Yurdakul, S. (2015). Veri Madenciliği ile Lise Öğrenci Performanslarının Değerlendirilmesi. Yayımlanmamış yüksek lisans tezi, Kırıkkale Üniversitesi Fen Bilimleri Enstitüsü, Kırıkkale. Search in Google Scholar

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