Research Article

LEARNING ANALYTICS FOR PERSONAL LEARNING ENVIRONMENTS: DETERMINING JOURNAL PUBLICATION TRENDS

Volume: 25 Number: 3 July 1, 2024
EN

LEARNING ANALYTICS FOR PERSONAL LEARNING ENVIRONMENTS: DETERMINING JOURNAL PUBLICATION TRENDS

Abstract

The e-learning domain has witnessed a shift from the traditional behavioral approach to an individual- centered learning approach based on learning analytics, with the aim of creating personalized and learner- sensitive designs. A systematic literature review of 284 articles published between 2011 and 2022 in 133 different journals was conducted to investigate this trend. Bibliometric analyses were performed. The results of the analysis show that there is an increasing trend towards the implementation of learning analytics and the use of these analytics for personalized learning environments. The results also show that the output levels of learning analytics have progressed from description and diagnosis to prediction and perspective building. This has the potential to improve the fields of learning analytics and personal learning environments.

Keywords

Learning analytics, personal learning environments, bibliometric analyze, learning design

References

  1. Ahmad, A., Schneider, J., Griffiths, D., Biedermann, D., Schiffner, D., Greller, W., & Drachsler, H. (2022). Connecting the dots–A literature review on learning analytics indicators from a learning design perspective. Journal of Computer Assisted Learning. https://doi.org/10.1111/jcal.12716
  2. Altun, A. (2012). Ontologies for personalization: a new challenge for instructional designers. Procedia— Social and Behavioral Sciences, 64 (9), 691–698. https://doi.org/10.1016/j.sbspro.2012.11.081
  3. Amarasinghe, I., Michos, K., Crespi, F., & Hernandez‐Leo, D. (2022). Learning analytics support to teachers’ design and orchestrating tasks. Journal of Computer Assisted Learning. https://doi.org/10.1111/ jcal.12711
  4. BartolomÃ, A., & Cebrian-de-la-Serna, M. (2017). Personal learning environments: a study among Higher Education students’ designs. International Journal of Education and Development using ICT, 13(2), 21-41.
  5. Blumenstein, M. (2020). Synergies of Learning Analytics and Learning Design: A Systematic Review of Student Outcomes. Journal of Learning Analytics, 7(3), 13-32. https://doi.org/10.18608/ jla.2020.73.3
APA
Mustu Yaldiz, D., Kuleli, S., Soydan Oktay, O., Copgeven, N. S., Akyol Emmungil, E., Yildirim, Y., Sosuncu, F., & Firat, M. (2024). LEARNING ANALYTICS FOR PERSONAL LEARNING ENVIRONMENTS: DETERMINING JOURNAL PUBLICATION TRENDS. Turkish Online Journal of Distance Education, 25(3), 141-166. https://doi.org/10.17718/tojde.1255393
AMA
1.Mustu Yaldiz D, Kuleli S, Soydan Oktay O, et al. LEARNING ANALYTICS FOR PERSONAL LEARNING ENVIRONMENTS: DETERMINING JOURNAL PUBLICATION TRENDS. TOJDE. 2024;25(3):141-166. doi:10.17718/tojde.1255393
Chicago
Mustu Yaldiz, Damla, Saniye Kuleli, Ozlem Soydan Oktay, et al. 2024. “LEARNING ANALYTICS FOR PERSONAL LEARNING ENVIRONMENTS: DETERMINING JOURNAL PUBLICATION TRENDS”. Turkish Online Journal of Distance Education 25 (3): 141-66. https://doi.org/10.17718/tojde.1255393.
EndNote
Mustu Yaldiz D, Kuleli S, Soydan Oktay O, Copgeven NS, Akyol Emmungil E, Yildirim Y, Sosuncu F, Firat M (July 1, 2024) LEARNING ANALYTICS FOR PERSONAL LEARNING ENVIRONMENTS: DETERMINING JOURNAL PUBLICATION TRENDS. Turkish Online Journal of Distance Education 25 3 141–166.
IEEE
[1]D. Mustu Yaldiz et al., “LEARNING ANALYTICS FOR PERSONAL LEARNING ENVIRONMENTS: DETERMINING JOURNAL PUBLICATION TRENDS”, TOJDE, vol. 25, no. 3, pp. 141–166, July 2024, doi: 10.17718/tojde.1255393.
ISNAD
Mustu Yaldiz, Damla - Kuleli, Saniye - Soydan Oktay, Ozlem - Copgeven, Nedime Selin - Akyol Emmungil, Elif - Yildirim, Yusuf - Sosuncu, Firat - Firat, Mehmet. “LEARNING ANALYTICS FOR PERSONAL LEARNING ENVIRONMENTS: DETERMINING JOURNAL PUBLICATION TRENDS”. Turkish Online Journal of Distance Education 25/3 (July 1, 2024): 141-166. https://doi.org/10.17718/tojde.1255393.
JAMA
1.Mustu Yaldiz D, Kuleli S, Soydan Oktay O, Copgeven NS, Akyol Emmungil E, Yildirim Y, Sosuncu F, Firat M. LEARNING ANALYTICS FOR PERSONAL LEARNING ENVIRONMENTS: DETERMINING JOURNAL PUBLICATION TRENDS. TOJDE. 2024;25:141–166.
MLA
Mustu Yaldiz, Damla, et al. “LEARNING ANALYTICS FOR PERSONAL LEARNING ENVIRONMENTS: DETERMINING JOURNAL PUBLICATION TRENDS”. Turkish Online Journal of Distance Education, vol. 25, no. 3, July 2024, pp. 141-66, doi:10.17718/tojde.1255393.
Vancouver
1.Damla Mustu Yaldiz, Saniye Kuleli, Ozlem Soydan Oktay, Nedime Selin Copgeven, Elif Akyol Emmungil, Yusuf Yildirim, Firat Sosuncu, Mehmet Firat. LEARNING ANALYTICS FOR PERSONAL LEARNING ENVIRONMENTS: DETERMINING JOURNAL PUBLICATION TRENDS. TOJDE. 2024 Jul. 1;25(3):141-66. doi:10.17718/tojde.1255393