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A Digital Environment for University Guidance: An Analysis of the Academic Results of Students Who Practice Self-Assessment in Orient@mente, an Open Online Platform to Facilitate the Transition from Secondary School to Higher Education

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Orchestration of Learning Environments in the Digital World

Abstract

Open online courses contribute to learning in different ways (remotely, blended), but they can also provide guidance in students’ choices. Orient@mente service at the University of Turin aims at facilitating the transition from secondary schools to higher education with an open platform that delivers automatic assessments. Students can test themselves in order to understand their capabilities and their attitude toward certain disciplines. Moreover, when appropriate, students can attend remedial courses to fill the gaps in their knowledge. Orient@mente first started in 2014, and, after years of continuous deployment, the online platform has collected many data from students interested in starting a university program. A natural question concerns the effectiveness of the action: Is there a difference between the academic results of students who practice self-assessment in Orient@mente and other university students? In order to answer, we considered the average number of ECTS acquired by university students during the first year, dividing students into two groups: those who attended Orient@mente and those who did not. We selected this measurable because national indicators evaluate the number of students who obtain more than 40 first-year ECTS. With proper joining rules, we put together data from different origins, such as platform logs and the university record system. The results of the analysis, viewed from different perspectives, confirm the positive impact of Orient@mente on the average number of ECTS and the average grade, with statistical significance.

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References

  • Barana, A., Bogino, A., Fioravera, M., Marchisio, M., & Rabellino, S. (2016a). Digital support for university guidance and improvement of study results. Procedia—Social and Behavioral Science, 228, 547–552. https://doi.org/10.1016/j.sbspro.2016.07.084

    Article  Google Scholar 

  • Barana, A., Bogino, A., Fioravera, M., Marchisio, M., & Rabellino, S. (2016b). Open platform of self-paced MOOCS for the continual improvement of academic guidance and knowledge strengthening in tertiary education. In Extended Abstracts of the Multiconference (pp. 14–25) Genova University Press. https://doi.org/10.20368/1971-8829/1383

  • Barana, A., Bogino, A., Fioravera, M., Floris, F., Marchisio, M., Operti, L. & Rabellino, S. (2017a). Self-paced approach in synergistic model for supporting and testing students: The transition from Secondary School to University. In Proceedings of 2017 IEEE 41st Annual Computer Software and Applications Conference (COMPSAC) (pp. 404–409). IEEE. https://doi.org/10.1109/COMPSAC.2017.211

  • Barana, A., Bogino, A., Fioravera, M., Marchisio, M., & Rabellino, S. (2017b). Open platform of self-paced MOOCs for the continual improvement of academic guidance and knowledge strengthening in tertiary education. Journal of E-Learning and Knowledge Society, 13(3). https://doi.org/10.20368/1971-8829/1383

  • Barana, A., Conte, A., Fissore, C., Marchisio, M., & Rabellino, S. (2019). Learning analytics to improve formative assessment strategies. Journal of E-Learning and Knowledge Society, 15(3), 75–88. https://doi.org/10.20368/1971-8829/1135057

    Article  Google Scholar 

  • Bruschi, B., Marchisio, M., & Sacchet, M. (2021). Online teaching in higher education with the support of Start@Unito during Covid-19 pandemic. In L. S. Agrati et al. (Eds.), Bridges and mediation in higher distance education (HELMeTO 2020. Communications in computer and information science) (Vol. 1344). Springer. https://doi.org/10.1007/978-3-030-67435-9_15

    Chapter  Google Scholar 

  • De Laet, T., Broos, van Staalduinen, J. P., Leitner, P., & Ebner, M. (2016). Successful transition from secondary to higher education using learning analytics. In Workshop of the 44th SEFI Conference, 12–15 September 2016, Tampere, Finland.

    Google Scholar 

  • DEAP. (2020). Digital education action plan 2021–2027—Communication. Retrieved July 29, 2021, from https://ec.europa.eu/education/sites/default/files/document-library-docs/deap-communication-sept2020_en.pdf

  • Early leavers from education and training. (2021). Retrieved July 3, 2021, from https://ec.europa.eu/eurostat/statistics-explained/index.php/Early_leavers_from_education_and_training

  • Educational attainment statistics. (2021). Retrieved July 3, 2021, from https://ec.europa.eu/eurostat/statistics-explained/index.php/Educational_attainment_statistics

  • European Commission. (2010). EUROPE 2020 A strategy for smart, sustainable and inclusive growth. Retrieved July 3, 2021, from https://eur-lex.europa.eu/legal-content/EN/TXT/PDF/?uri=CELEX:52010DC2020&from=en

  • Floris, F., Marchisio, M., Marello, C. & Operti, L. (2019). Bridge the gap between high school systems with less than twelve years of schooling and European Universities. In Proceedings of the 5th International Conference on Higher Education Advances (HEAd’19), Valencia, Spain (pp. 1207–1216). https://doi.org/10.4995/HEAd19.2019.9494.

  • Floris, F., Marchisio, M., Rabellino, S., & Sacchet, M. (2020). Learning analytics to evaluate the effectiveness of higher education student failure prevention. In Proceedings of the 17th International Conference on Cognition and Exploratory Learning in the Digital Age (CELDA 2020) (pp. 265–272).

    Google Scholar 

  • Gašević, D., Dawson, S., & Siemens, G. (2015). Let’s not forget: Learning analytics are about learning. Tech Trends, 59, 64–71. https://doi.org/10.1007/s11528-014-0822-x

    Article  Google Scholar 

  • Hajian, S., Bonchi, F., & Castillo, C. (2016). Algorithmic bias: From discrimination discovery to fairness-aware data mining. In Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD ‘16) (pp. 2125–2126). Association for Computing Machinery. https://doi.org/10.1145/2939672.2945386.

  • Hodgson, P., Lam, P., & Chow, C. (2010). In International Conference on Assessment Experience of First Year University Students: Dealing with the Unfamiliar, Enhancing Learning Experiences in Higher Education

    Google Scholar 

  • Krull, G., & Duart, J. (2018). Meeting the needs of digital learners: Learner support patterns and strategies. In: 13th International Conference on E-Learning (ICEL 2018), Cape Town, South Africa.

    Google Scholar 

  • Lonn, S., Aguilar, S. J., & Teasley, S. D. (2015). Investigating student motivation in the context of a learning analytics intervention during a summer bridge program. Computers in Human Behavior, 47, 90–97. https://doi.org/10.1016/j.chb.2014.07.013

    Article  Google Scholar 

  • Marchisio, M., Margaria, T., & Sacchet, M. (2020). Automatic formative assessment in computer science: Guidance to model-driven design. In Proceedings of 2020 IEEE 44th Annual Computer Software and Applications Conference (COMPSAC) (pp. 201–206). https://doi.org/10.1109/COMPSAC48688.2020.00035.

  • Marchisio, M., Rabellino, S., Roman, F., Sacchet, M., & Salusso, D. (2019). Boosting up data collection and analysis to learning analytics in open online contexts: An assessment methodology. Journal of E-Learning and Knowledge Society, 15(3), 49–59. https://doi.org/10.20368/1971-8829/1135048

    Article  Google Scholar 

  • Marchisio, M., & Sacchet, M. (2020). Analysis items to assess the quality of open online courses for higher education. In Proceedings of International Conference E-Learning 2020 (pp. 63–70). https://doi.org/10.33965/el2020_202007L008.

  • Marquez-Vera, C., Morales, C. R., & Soto, S. V. (2013). Predicting school failure and dropout by using data mining techniques. IEEE Revista Iberoamericana de Tecnologias del Aprendizaje, 8(1), 7–14. https://doi.org/10.1109/RITA.2013.2244695

    Article  Google Scholar 

  • Ochoa, X., & Merceron, A. (2018). Quantitative and qualitative analysis of the learning analytics and knowledge conference 2018. Journal of Learning Analytics, 5(3), 154–166. https://doi.org/10.18608/jla.2018.53.10

    Article  Google Scholar 

  • OECD/European Union. (2020). Supporting entrepreneurship and innovation in higher education in Italy. OECD skills studies. OECD Publishing. https://doi.org/10.1787/43e88f48-en.

  • Riazy, S., Simbeck, K., & Schreck, V. (2020). Fairness in learning analytics: Student at-risk prediction in virtual learning environments. In Proceedings of the 12th International Conference on Computer Supported Education (Vol. 1, pp. 15–25). CSEDU. https://doi.org/10.5220/0009324100150025.

  • Scheffel, M., Drachsler, H., Stoyanov, S., & Specht, M. (2014). Quality indicators for learning analytics. Educational Technology & Society, 17(4), 117–132. Retrieved from http://www.jstor.org/stable/jeductechsoci.17.4.117

    Google Scholar 

  • Schumacher, C., & Ifenthaler, D. (2018). The importance of students’ motivational dispositions for designing learning analytics. Journal of Computing in Higher Education, 30, 599–619. https://doi.org/10.1007/s12528-018-9188-y

    Article  Google Scholar 

  • Wozniak, H. (2013). Student engagement with an online orientation resource: How learning analytics refines educational design principles. In J. Herrington, A. Couros & V. Irvine (Eds.), Proceedings of EdMedia 2013—World Conference on Educational Media and Technology (pp. 941–950). Association for the Advancement of Computing in Education (AACE). Retrieved May 6, 2021, from https://www.learntechlib.org/primary/p/112074/ (last accessed July 3, 2021).

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Acknowledgments

The authors would like to thank the bank foundation Compagnia di San Paolo, which financially supports many of the initiatives at the University of Turin, in particular the project OPERA, Open Program for Educational Resources and Activities, in which this research took place. The authors would like to thank Dr. Massimo Bruno, Director of the Didactics Office at the University of Turin, and his staff for the support they gave to the action Orient@mente.

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Correspondence to Matteo Sacchet .

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Floris, F., Marchisio, M., Rabellino, S., Sacchet, M. (2022). A Digital Environment for University Guidance: An Analysis of the Academic Results of Students Who Practice Self-Assessment in Orient@mente, an Open Online Platform to Facilitate the Transition from Secondary School to Higher Education. In: Ifenthaler, D., Isaías, P., Sampson, D.G. (eds) Orchestration of Learning Environments in the Digital World. Cognition and Exploratory Learning in the Digital Age. Springer, Cham. https://doi.org/10.1007/978-3-030-90944-4_5

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  • DOI: https://doi.org/10.1007/978-3-030-90944-4_5

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