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Architectural Design for the Implementation of Learning Analytics: Case Study at Salesian Polytechnic University

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Advances in Human Factors in Training, Education, and Learning Sciences (AHFE 2021)

Abstract

Learning analytics consist of measuring, capturing, and analyzing student data. Currently, the use of learning analytics in Universities constitutes a world trend that helps to make better academic decisions in the Salesian Polytechnic University with the purpose of decrease the dropout rates of the career. The institution developed tutoring processes in which help is provided to students in the teaching-learning process. The problem is that attendance at these tutorials is optional. There is a proliferation of concern about whether the students who most need it the most are the ones who attend these tutorials. Consequently, the University tries to identify the students that are most likely to drop out of their careers before it happens and offer them the help they need through these tutorials. Today, student’s data are growing and are indifferent and scattered databases. This article proposes an architectural design for the implementation of learning analytics that seeks to strengthen students to achieve their personal and academic goals. The evaluation of the architecture was based on the LWPM operator and shows a high evaluation, according to the experts, highlighting the maintainability and reliability of this architecture.

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References

  1. Society for Learning Analytics Research (SoLAR): solaresearch (2011). https://www.solaresearch.org/about/what-is-learning-analytics/

  2. Hilliger, I., et al.: Identifying needs for learning analytics adoption in Latin American universities: a mixed-methods approach. Internet High. Educ. 45, 100726 (2020). https://doi.org/10.1016/j.iheduc.2020.100726

    Article  Google Scholar 

  3. Domínguez Figaredo, D., Reich, J., Ruipérez-Valiente, J.A.: Analítica del aprendizaje y educación basada en datos: un campo en expansión. RIED. Rev. Iberoam. Educ. a Distancia 23(2), 33 (2020). https://doi.org/10.5944/ried.23.2.27105

    Article  Google Scholar 

  4. Maldonado-Mahauad, J., Hilliger, I., Pérez-Sanagustín, M., Millecamp, M., Verbert, K., Ochoa, X.: The LALA project: building capacity to use learning analytics to improve higher education in Latin America. In: Companion Proceedings of the 8th International Learning Analytics & Knowledge Conference, pp. 630–637 (2018)

    Google Scholar 

  5. LALA Project (2020). www.lalaproject.org

  6. Lemaitre, M.J.: Quality assurance in Latin America: current situation and future challenges. Tuning J. High. Educ. 5(1), 21 (2017). https://doi.org/10.18543/tjhe-5(1)-2017pp21-40

    Article  Google Scholar 

  7. Amo Filva, D.: Privacidad y gestión de la identidad en procesos de analítica de aprendizaje con Blockchain (2018). https://gredos.usal.es/jspui/bitstream/10366/137650/1/PlandeInvestigacion-rep.pdf%0A. https://repositorio.grial.eu/handle/grial/1271

  8. Sayar, F.: Towards learning analytics adoption: a mixed methods study of data-related practices and policies in Latin American universities. J. Chem. Inf. Model. 53(9), 1689–1699 (2019). https://doi.org/10.1017/CBO9781107415324.004

    Article  Google Scholar 

  9. Hilliger, I., et al.: Towards learning analytics adoption: a mixed methods study of data-related practices and policies in Latin American universities. Br. J. Educ. Technol. 51(4), 915–937 (2020). https://doi.org/10.1111/bjet.12933

    Article  Google Scholar 

  10. Solano Gallegos, S., Tobar Pesántez, L.: Repitencia estudiantil en la Universidad Politécnica Salesiana, vol. 369, no. 1 (2018)

    Google Scholar 

  11. Millecamp, M., Gutiérrez, F., Charleer, S., Verbert, K., De Laet, T.: A qualitative evaluation of a learning dashboard to support advisor-student dialogues. In: ACM International Conference on Learning Analytics and Knowledge, no. 2, pp. 56–60 (2018). https://doi.org/10.1145/3170358.3170417

  12. Guerra, J., et al.: Adaptation and evaluation of a learning analytics dashboard to improve academic support at three Latin American universities. Br. J. Educ. Technol. 54, 973–1001 (2020). https://doi.org/10.1111/bjet.12950

    Article  Google Scholar 

  13. Dujmović, J.J., Nagashima, H.: LSP method and its use for evaluation of Java IDEs. Int. J. Approx. Reason. 41(1), 3–22 (2006). https://doi.org/10.1016/j.ijar.2005.06.006

    Article  MATH  Google Scholar 

  14. Al-Subhi, S.H.S., Mahdi, G.S.S., Alava, M.V., Pérez, M.P.Y.P., Leyva-Vázquez, M.: Operador media potencia pesada lingüística y su aplicación en la toma de decisiones [Linguistic weighted power means and its application for decision-making]. Int. J. Innov. Appl. Stud. 22, 38–43 (2017)

    Google Scholar 

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Acknowledgments

This work has been supported by the GIIAR research group and of the Academic Vice-Rector’s Office in the Universidad Politécnica Salesiana.

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Correspondence to Santiago Teodoro Castro Arias .

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Castro Arias, S.T., Quiroz Martinez, M.A., Leyva Vazquez, M.Y., Flores Ortiz, A.C. (2021). Architectural Design for the Implementation of Learning Analytics: Case Study at Salesian Polytechnic University. In: Nazir, S., Ahram, T.Z., Karwowski, W. (eds) Advances in Human Factors in Training, Education, and Learning Sciences. AHFE 2021. Lecture Notes in Networks and Systems, vol 269. Springer, Cham. https://doi.org/10.1007/978-3-030-80000-0_31

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