Journals / International Journal of Assessment Tools in Education / 2019 / Cilt: 6 - Sayı: 2

Analyzing the Views of Teachers and Prospective Teachers on Information and Communication Technology via Descriptive Data Mining

Pages
314–329
Publication Date
2022-10-18
DOI
—
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AI Summary & Key Takeaways

AI Insight
⚡ TL;DR(Too Long; Didn't Read)

In addition to this, the results of association rules analysis indicated that the prospective teachers and teachers held the opinion that ICT instruments added variety to the teaching-learning process and ensured students’ focusing their attention on lessons, also stated that using ICT instruments would increase students’ participation in classes.

📌 3 Key Takeaways

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Objective & Hypothesis:This study aims to determine the overt and covert patterns that teachers’ and prospective teachers’ views on the use of information and communication technology (ICT) instruments contain by using the method of data mining.
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Key Findings & Data:The study group was composed of 192 prospective teachers attending a state university in Ankara, Turkey and 101 teachers working in Ankara-all of whom took part in the study on the basis of volunteering.
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Conclusion & Impact:In addition to this, the results of association rules analysis indicated that the prospective teachers and teachers held the opinion that ICT instruments added variety to the teaching-learning process and ensured students’ focusing their attention on lessons, also stated that using ICT instruments would increase students’ participation in classes.
🔬Design:Research Article
📍Scope:Comprehensive Sample
⚙️Variables:Communication technology · Data mining · Teachers

Abstract

This study aims to determine the overt and covert patterns that teachers’ and prospective teachers’ views on the use of information and communication technology (ICT) instruments contain by using the method of data mining. The study group was composed of 192 prospective teachers attending a state university in Ankara, Turkey and 101 teachers working in Ankara-all of whom took part in the study on the basis of volunteering. Teachers’ and prospective teachers’ views were obtained by means of a scale. Clustering and association rules - algorithms for data mining - were applied to the data collected, and thus the frequently held patterns for teachers’ and prospective teachers’ views on ICT instruments were found. Consequently, cluster analysis suggested that prospective teachers considered themselves more competent than teachers in terms of computer skills but that teachers were the group having the most positive views. In addition to this, the results of association rules analysis indicated that the prospective teachers and teachers held the opinion that ICT instruments added variety to the teaching-learning process and ensured students’ focusing their attention on lessons, also stated that using ICT instruments would increase students’ participation in classes.

Özet

This study aims to determine the overt and covert patterns that teachers’ and prospective teachers’ views on the use of information and communication technology (ICT) instruments contain by using the method of data mining. The study group was composed of 192 prospective teachers attending a state university in Ankara, Turkey and 101 teachers working in Ankara-all of whom took part in the study on the basis of volunteering. Teachers’ and prospective teachers’ views were obtained by means of a scale. Clustering and association rules - algorithms for data mining - were applied to the data collected, and thus the frequently held patterns for teachers’ and prospective teachers’ views on ICT instruments were found. Consequently, cluster analysis suggested that prospective teachers considered themselves more competent than teachers in terms of computer skills but that teachers were the group having the most positive views. In addition to this, the results of association rules analysis indicated that the prospective teachers and teachers held the opinion that ICT instruments added variety to the teaching-learning process and ensured students’ focusing their attention on lessons, also stated that using ICT instruments would increase students’ participation in classes.

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Cite This Article

ARAN, Ö. C., BOZKIR, A. S., YAĞCI, E., GÖK, B. (2022). Analyzing the Views of Teachers and Prospective Teachers on Information and Communication Technology via Descriptive Data Mining. International Journal of Assessment Tools in Education, Cilt: 6 - Sayı: 2, 314–329. https://ajindex.com/articles/540167

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References (12)

  1. Agrawal, R., & Srikant. R. (1994). Fast algorithms for mining association rules in large databases. Paper presented at 20th International Conference on Very Large Data Bases, San Fransisco. Akkoyunlu, B., & Yılmaz, M. (2005). Türetimci çoklu ortam öğrenme kuramı [Generative theory of multimedia learning]. Hacettepe University Journal of Education, 28, pp.9-18.
  2. Bayazıt, A., & Seferoğlu. S. S. (2009). Türkiye’deki teknoloji politikalarında eğitimin yeri ve öğretmen yetiştirme politikaları. 12. Bilişim Teknolojileri Işığında Eğitim Kongresi (BTIE’2009) Bildiriler Kitabı. Ankara:
  3. Türkiye Bilişim Derneği. Baytekin, Ç. (2004). Öğrenme-öğretme teknikleri ve materyal geliştirme. Ankara:
  4. Anı Yayıncılık. Borich, G. D. (2014). Etkili öğretim yöntemleri. (B. Acat, Trans.). Ankara:
  5. Nobel Yayınları.
  6. Bozkir, A. S., Gök, B., & Sezer, E. (2008). Üniversite öğrencilerinin interneti eğitimsel amaçlar için kullanmalarını etkileyen faktörlerin veri madenciliği yöntemleriyle tespiti. Paper presented at Bilimde Modern Yöntemler Sempozyumu, Osmangazi Üniversitesi,
  7. Eskişehir. Bozkir, A. S., Gök, B. & Sezer, E. (2009). Determination of the factors influencing student’s success in student selection examination (OSS) via data mining techniques. Paper presented at 5th Uluslararası İleri Teknolojiler Sempozyumu, Karabük. Buabeng-Andoh, G. (2012). Factors influencing teachers’ adoption and integration of information and communication technology into teaching: A review of the literature. International Journal of Education and Development Using Information and Communication Technology (IJEDICT), 8(1), pp.136-155.
  8. Büyüköztürk, Ş. (2006). Sosyal bilimler için veri analizi el kitabı. Ankara:
  9. Pegem A Yayıncılık. Bybee, R. W., & Loucks-Horsley, S. (2000). Advancing technology education: The role of professional development, The Technology Teacher, 60(2), pp.31-34.
  10. Can Aran, Ö. & Senemoğlu, N. (2014). Disiplinli zihin özellikleri açısından fen eğitiminin incelenmesi [An investigation of science education in terms of disciplined mind characteristics]. Hacettepe University Journal of Education, 29(4), pp.46-59.
  11. Can Aran, Ö., Derman, İ., & Yağcı, E. (2016). Pre-service science and mathematics teachers’ thoughts about technology. Universal Journal of Educational Research, 4(3), pp.501-510.
  12. Çağıltay, K., Çakıroğlu, J., Çağıltay, N. & Çakıroğlu, E. (2001). Öğretimde bilgisayar kullanimina ilişkin öğretmen görüşleri [Teachers' perspectives about the use of computers in education]. Hacettepe University