Analysis of digital sustainability factors in the adoption of learning apps in primary and secondary education

  1. Vázquez-Cano, Esteban 1
  2. Quero-Gervilla, Mercedes 1
  3. Díez-Arcón, Paz 1
  4. Pascual-Moscoso , Carolina 1
  1. 1 Universidad Nacional de Educación a Distancia - UNED (España)
Revista:
Edutec: Revista electrónica de tecnología educativa

ISSN: 1135-9250

Any de publicació: 2023

Títol de l'exemplar: Tecnologías digitales en educación: poniendo el foco en la ética

Número: 83

Pàgines: 24-40

Tipus: Article

DOI: 10.21556/EDUTEC.2023.83.2715 DIALNET GOOGLE SCHOLAR lock_openAccés obert editor

Altres publicacions en: Edutec: Revista electrónica de tecnología educativa

Resum

This article describes a study to measure the importance for teachers of the digital sustainability factors that facilitate or inhibit adoption of learning apps as a support to the teaching-learning process in primary education. A structural equations model methodology was used to conduct the importance-performance analysis (IPA). IPA aims to identify the value alloted by users in terms of the importance and performance of a series of quality criteria to obtain an indirect measure of the elements of digital sustainability that encourage or discourage the adoption of educational apps. The sample was formed of 212 teachers with experience using apps in teaching-learning process. The results indicated four areas of digital sustainability to be improved in order to guarantee good educational and sustainable use of apps inside and outside the classroom: safe and transparent use of data and algorithms, the apps compliance with the functional diversity of all students, the promotion of safe collaborative environments and the need for awareness regarding energy efficiency

Referències bibliogràfiques

  • Abalo Piñeiro, J., Lévy Mangin, J. P., Rial Boubeta, A. & Varela Mallou, J. (2006). Invarianza factorial con muestras múltiples. In J. P. Lévy Mangin (Dir.) & J. Varela Mallou (Coord.), Modelización con estructuras de covarianzas en ciencias sociales: temas esenciales, avanzados y aportaciones especiales, 259–278. Netbiblo. DOI: https://doi.org/10.4272/84-9745-136-8.ch10
  • Acosta-Vargas, P., Salvador-Acosta, B., Salvador-Ullauri, L., Villegas-Ch, W., & Gonzalez, M. (2021). Accessibility in native mobile applications for users with disabilities: A scoping review. Applied Sciences, 11(12). https://doi.org/10.3390/app11125707 DOI: https://doi.org/10.3390/app11125707
  • Alenezi, M., & Almomani, I. (October 11-13, 2017). Abusing Android permissions: A security perspective. IEEE Jordan Conference on Applied Electrical Engineering and Computing Technologies (AEECT), Aqaba, Jordan, 1–6. IEEE. https://doi.org/10.1109/AEECT.2017.8257772 DOI: https://doi.org/10.1109/AEECT.2017.8257772
  • Allen, J., Bellizzi, M.G., Eboli, L., Forciniti, C., & Mazzulla, G. (2020). Latent factors on the assessment of service quality in an Italian peripheral airport. Transportation Research Procedia, 47, p. 91–98. https://doi.org/10.1016/j.trpro.2020.03.083 DOI: https://doi.org/10.1016/j.trpro.2020.03.083
  • Araujo, I., & Carvalho, A. A. (9-11 Novembre, 2017). Empowering teachers to apply gamification. In International Symposium on Computers in Education, SIIE, Lisbon, Portugal, 1–5. https://doi.org/10.1109/SIIE.2017.8259668 DOI: https://doi.org/10.1109/SIIE.2017.8259668
  • Balaji, V., & Kuppusamy, K. S. (December 16-18, 2016). Accessibility analysis of e-governance oriented mobile applications. Proceedings of the International Conference on Accessibility to Digital World, (ICADW 2016), Guwahati, India, 141–144. https://doi.org/10.1109/ICADW.2016.7942529 DOI: https://doi.org/10.1109/ICADW.2016.7942529
  • Cabrera, L.I.C., Díaz, S.J.S., Pajares, L.A.C., Castro, C.I.D.C. (2023). Transformative School Digital Sustainability Model to Improve Teacher Professionalism and Identity in Primary Education. In: Iano, Y., Saotome, O., Kemper Vásquez, G.L., Cotrim Pezzuto, C., Arthur, R., Gomes de Oliveira, G. (eds) Proceedings of the 7th Brazilian Technology Symposium (BTSym’21). BTSym 2021. Smart Innovation, Systems and Technologies, vol 207. Springer, Cham. https://doi.org/10.1007/978-3-031-04435-9_30 DOI: https://doi.org/10.1007/978-3-031-04435-9_30
  • Directive (EU) (2016). 2016/2102 of the European Parliament and of the Council of 26 October 2016 on the accessibility of the websites and mobile applications of public sector bodies.
  • European Union (2021). Children’s Online Privacy and Data Protection in Selected European Countries. LL File Nº. 2021-020137. The Law Library of Congress. https://www.loc.gov/item/2021680641/?loclr=bloglaw
  • Greenpeace (2010). Make IT Green – Cloud Computing and its Contribution to Climate Change. https://www.greenpeace.org/static/planet4-international-stateless/2010/03/f2954209-make-it-green-cloud-computing.pdf
  • Hämäläinen, R., & Vähäsantanen, K. (2011). Theoretical and pedagogical perspectives on orchestrating creativity and collaborative learning. Educational Research Review, 6(3), p. 169–184. https://doi.org/10.1016/j.edurev.2011.08.001 DOI: https://doi.org/10.1016/j.edurev.2011.08.001
  • Han, C., Reyes, I., Elazari Bar On, A., Reardon, J., Feal, A., Bamberger, K.A., Egelman, S., & Vallina-Rodriguez. N. (May 23, 2019). Do You Get What You Pay For? Comparing The Privacy Behaviors of Free vs. Paid Apps. The Workshop on Technology and Consumer Protection (ConPro ’19), San Francisco. CA.
  • Januszewski, A., & Molenda, M. (Eds.). (2007). Educational technology: A definition with commentary. Routledge.
  • Kollnig, K., Shba, A., Binns, R., Van Kleek, M., & Shadbolt, N. (2022). Are iPhones Really Better for Privacy? A Comparative Study of iOS and Android Apps. Proceedings on Privacy Enhancing Technologies, 1–19. https://doi.org/https://doi.org/10.48550/arXiv.2109.13722 DOI: https://doi.org/10.2478/popets-2022-0033
  • Liccardi, I., Pato, J., & Weitzner, D. J. (2013). Improving User Choice Through Better Mobile Apps Transparency and Permissions Analysis. Journal of Privacy and Confidentiality, 5(2), 1–55. https://doi.org/10.29012/jpc.v5i2.630 DOI: https://doi.org/10.29012/jpc.v5i2.630
  • Lin, J., Liu, B., Sadeh, N., & Hong, J. I. (July 9-11, 2014). Modeling Users’ Mobile App Privacy Preferences: Restoring Usability in a Sea of Permission Settings. Tenth Symposium on Usable Privacy and Security (SOUPS), 199–212, Menlo Park, CA, USA.
  • Liu, B., Andersen, M. S., Schaub, F., Almuhimedi, H., Zhang, S., Sadeh, N., Acquisti, A., Agarwal, Y., Liu, B., Andersen, M. S., Schaub, F., Almuhimedi, H., Zhang, S., Sadeh, N., Acquisti, A., & Agarwal, Y. (June 6-8, 2005). Follow My Recommendations: A Personalized Privacy Assistant for Mobile App Permissions. Proceedings of the 3rd International Conference on Mobile Systems, Applications, and Services, MobiSys 2005, SOUPS, Seattle, Washington.
  • Livingstone, S. Stoilova, M., & Nandagiri, R. (2019). Children’s Data and Privacy Online: Growing Up in a Digital Age. An Evidence Review. London School of Economics and Political Science. https://eprints.lse.ac.uk/101283/1/Livingstone_childrens_data_and_privacy_online_evidence_review_published.pdf
  • Martilla, J.A., & James, J.C. (1977). Importance-Performance Analysis. Journal of Marketing, 41, 77–79. DOI: https://doi.org/10.1177/002224297704100112
  • Milkaite, I., & Lievens, E. (2020). Child-friendly transparency of data processing in the EU: from legal requirements to platform policies. Journal of Children and Media, 14(1), 5–21. https://doi.org/10.1080/17482798.2019.1701055 DOI: https://doi.org/10.1080/17482798.2019.1701055
  • Nkansah, G. B., & Unwin, T. (2010). The contribution of ICTs to the delivery of special educational needs in Ghana: practices and potential. Information Technology for Development, 16, 191–211. https://doi.org/10.1080/02681102.2010.497273 DOI: https://doi.org/10.1080/02681102.2010.497273
  • Organization for Economic Co-operation and Development. (2005). The definition and selection of key competencies: Executive summary. OECD. https://www.oecd.org/education/skills-beyond-school/definitionandselectionofcompetenciesdeseco.htm
  • Parsons, T.D. (2021). Ethics and educational technologies. Educational Technology Research and Development, 69, 335–338. https://doi.org/10.1007/s11423-020-09846-6 DOI: https://doi.org/10.1007/s11423-020-09846-6
  • Patch, K., Spellman, J., & Wahlbin, K. (2015). Interactive AccessibilityMobile Accessibility: How WCAG 2.0 and Other W3C/WAI Guidelines Apply to Mobile. https://www.w3.org/TR/2015/WD-mobile-accessibility-mapping-20150226/
  • Patil, A., & Patil, D.R. (2019). An Analysis Report on Green Cloud Computing Current Trends and Future Research Challenges. Proceedings of International Conference on Sustainable Computing in Science, Technology and Management (SUSCOM), Amity University Rajasthan, Jaipur – India. DOI: https://doi.org/10.2139/ssrn.3355151
  • Punie, Y., & Redecker, C. (2017). European Framework for the Digital Competence of Educators: DigCompEdu. EUR 28775 EN. Luxembourg: Publications Office of the European Union.
  • Qureshi, S. (2016). Creating a Better World with Information and Communication Technologies: Health Equity. Information Technology for Development, 22(1), 1–14 https://doi.org/10.1080/02681102.2015.1121585 DOI: https://doi.org/10.1080/02681102.2015.1121585
  • Regulation (EU) (2016). 2016/679 of the European Parliament and of the Council of 27 April 2016 on the protection of natural persons with regard to the processing of personal data and on the free movement of such data, and repealing Directive 95/46/EC (General Data Protection Regulation.
  • Reyes, I., Wijesekera, P., Reardon, J, Elazarir Bar On, A., Razaghpanah, A., Vallina-Rodríguez, N., & Egelman, S. (2018). Won´t Somebody Thing of the Children? Examining COPPA Compliance at Scale. Proceedings on Privacy Engancing Technologies, 2018 (3), 63–83. DOI: https://doi.org/10.1515/popets-2018-0021
  • Sáez-Lopez, J.M., Vázquez-Cano, E., Fombona, J., & López-Meneses, E. (2022). Gamification and gaming proposals, teachers’ perceptions and practices in Primary Education. Interaction Design and Architecture(s) Journal, 53, 213-229. https://doi.org/10.55612/s-5002-053-011 DOI: https://doi.org/10.55612/s-5002-053-011
  • Van der Hof, S. (2016). I agree, or do I? A rights-based analysis of the law on children's consent in the digital world. Wisconsin International Law Journal 34(2), 409-45.
  • Vázquez-Cano, E. & Pascual-Moscoso, C. (2022). Protección de datos y uso ético de la tecnología para una didáctica sostenible. Revista Electrónica Interuniversitaria de Formación del Profesorado, 25(3), 95-110. https://doi.org/10.6018/reifop.529831 DOI: https://doi.org/10.6018/reifop.529831
  • Vázquez-Cano, E. (2021). Artificial intelligence and education: A pedagogical challenge for the 21st century. Educational Process: International Journal, 10(3), 7-12. DOI: https://doi.org/10.22521/edupij.2021.103.1
  • Vázquez-Cano, E., Gómez-Galán, J., Infante-Moro, A., López-Meneses, E. (2020). Incidence of a Non-Sustainability Use of Technology on Students’ Reading Performance in Pisa. Sustainability, 12(2), 749. https://doi.org/10.3390/su12020749 DOI: https://doi.org/10.3390/su12020749
  • Vázquez-Cano, E., Parra-González, M.ª E., Segura-Robles, A., & López-Meneses, E. (2022). The negative effects of technology on education: a bibliometric and topic modeling mapping analysis (2008-2019). International Journal of Instruction, 15(2), p. 37-60. https://doi.org/10.29333/iji.2022.1523a DOI: https://doi.org/10.29333/iji.2022.1523a
  • Vázquez-Cano, E., Ramírez-Hurtado, J. M., Díez-Arcón, P., & Pascual-Moscoso, C. (2022). Academic and social behaviour profile of the primary school students who possess and play video games. Child Indicators Research. https://doi.org/10.1007/s12187-022-09975-9 DOI: https://doi.org/10.1007/s12187-022-09975-9
  • Weber, D., Voit, A., Viet Le, H., & Henze, N. (September 6-9, 2016). Notification dashboard: enabling reflection on mobile notifications. MobileHCI '16: Proceedings of the 18th International Conference on Human-Computer Interaction with Mobile Devices and Services Adjunct, 936–941, Florence, Italy. https://doi.org/10.1145/2957265.2962660 DOI: https://doi.org/10.1145/2957265.2962660
  • Willis, J. E., Slade, S., & Prinsloo, P. (2016). Ethical oversight of student data in learning analytics: A typology derived from a cross-continental, cross-institutional perspective. Educational Technology Research and Development, 64(5), 881–901. DOI: https://doi.org/10.1007/s11423-016-9463-4