{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,9]],"date-time":"2026-01-09T21:56:08Z","timestamp":1767995768467,"version":"3.49.0"},"reference-count":20,"publisher":"MDPI AG","issue":"9","license":[{"start":{"date-parts":[[2021,8,31]],"date-time":"2021-08-31T00:00:00Z","timestamp":1630368000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Education Sciences"],"abstract":"<jats:p>The proliferation of mobile devices and mobile applications has changed the way people communicate, work, and study, namely in higher education contexts. However, users have very different application usage habits from each other, and the data collecting instruments that typically support the studies usually rely on the perception that users report on their use. Hence, the reported user perception may not match the actual usage. Based on an exploratory approach, this article aims to analyze the use of mobile applications by students at the University of Aveiro. The study has a mixed approach that contemplates non-participant observation, the application of a survey, and log analysis. The triangulation between log records, the obtained data from the non-participant observation, and the surveys allows for a more objective assessment of the user profiles and will help to identify potential discrepancies between self-perception and actual use of mobile devices. The main conclusions show that the usage is quite significant and there is a huge tendency for the use of social media during classes. The most used applications are social networks which had a more intensive use than reported in the surveys. The methodology is also an important output of this study.<\/jats:p>","DOI":"10.3390\/educsci11090484","type":"journal-article","created":{"date-parts":[[2021,8,31]],"date-time":"2021-08-31T08:42:32Z","timestamp":1630399352000},"page":"484","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":3,"title":["The Use of Mobile Applications in Higher Education Classrooms: An Exploratory Measuring Approach in the University of Aveiro"],"prefix":"10.3390","volume":"11","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-8763-6997","authenticated-orcid":false,"given":"David","family":"Oliveira","sequence":"first","affiliation":[{"name":"Departamento de Comunica\u00e7\u00e3o e Arte, Universidade de Aveiro, 3810-193 Aveiro, Portugal"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1763-8433","authenticated-orcid":false,"given":"Lu\u00eds","family":"Pedro","sequence":"additional","affiliation":[{"name":"Departamento de Comunica\u00e7\u00e3o e Arte, Universidade de Aveiro, 3810-193 Aveiro, Portugal"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0961-8088","authenticated-orcid":false,"given":"Carlos","family":"Santos","sequence":"additional","affiliation":[{"name":"Departamento de Comunica\u00e7\u00e3o e Arte, Universidade de Aveiro, 3810-193 Aveiro, Portugal"}]}],"member":"1968","published-online":{"date-parts":[[2021,8,31]]},"reference":[{"key":"ref_1","unstructured":"CoSN (2019). Tech DRIVING, Consortium for School Networking, CoSN."},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"291","DOI":"10.1016\/j.telpol.2013.10.003","article-title":"Empirical research on mobile Internet usage: A meta-analysis of the literature","volume":"38","author":"Gerpott","year":"2014","journal-title":"Telecommun. Policy"},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"287","DOI":"10.1016\/j.im.2014.12.002","article-title":"Dealing with self-report bias in mobile Internet acceptance and usage studies","volume":"52","author":"Bouwman","year":"2015","journal-title":"Inf. Manag."},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"94","DOI":"10.1038\/scientificamerican0991-94","article-title":"The Computer for the 21st Century","volume":"265","author":"Weiser","year":"1991","journal-title":"Sci. Am."},{"key":"ref_5","doi-asserted-by":"crossref","unstructured":"Oliveira, D., Pedro, L., and Santos, C. (2020, January 24\u201327). Measuring the (perceived and effective) use of mobile applications by students in higher education classes: A pilot study. Proceedings of the 2020 15th Iberian Conference on Information Systems and Technologies (CISTI), Seville, Spain. Available online: https:\/\/ieeexplore.ieee.org\/document\/9140875.","DOI":"10.23919\/CISTI49556.2020.9140875"},{"key":"ref_6","unstructured":"Carvalho, A.A.A., Cruz, S., Marques, C.G., Moura, A., and Santos, I. (2014). Atas do 2\u00b0 Encontro sobre Jogos e Mobile Learning. 2\u00b0 Encontro Sobre Jogos E Mob. Learning, CIEd. Available online: http:\/\/repositorium.sdum.uminho.pt\/handle\/1822\/29145."},{"key":"ref_7","unstructured":"Alexander, B., Ashford-Rowe, K., Barajas-Murphy, N., Dobbin, G., Knott, J., McCormack, M., Pomerantz, J., Seilhamer, R., and Weber, N. (2021, August 01). Educause Horizon Report: 2019 Higher Education Edition. Available online: https:\/\/library.educause.edu\/-\/media\/files\/library\/2019\/4\/2019horizonreport.pdf?la=en&hash=C8E8D444AF372E705FA1BF9D4FF0DD4CC6F0FDD1."},{"key":"ref_8","first-page":"1","article-title":"Mobile Distance Learning with Smartphones and Apps in Higher Education","volume":"14","year":"2014","journal-title":"Educ. Sci. Theory Pract."},{"key":"ref_9","first-page":"1","article-title":"Towards a Theory of Mobile Learning","volume":"1","author":"Vavoula","year":"2005","journal-title":"Proc. mLearn"},{"key":"ref_10","unstructured":"Gomes, M.J. (2005). E-Learning: Reflex\u00f5es Em Torno Do Conceito, Universidade do Minho. Available online: https:\/\/repositorium.sdum.uminho.pt\/bitstream\/1822\/2896\/1\/06MariaGomes.pdf."},{"key":"ref_11","unstructured":"UNESCO (2013). UNESCO Policy Guidelines for Mobile Learning, United Nations Educational, Scientific and Cultural Organization. Available online: http:\/\/unesdoc.unesco.org\/images\/0021\/002196\/219641e.pdf."},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"508","DOI":"10.1111\/jcc4.12021","article-title":"Measuring mobile phone use: Self-Report versus log data","volume":"18","author":"Boase","year":"2013","journal-title":"J. Comput. Mediat. Commun."},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"233","DOI":"10.1093\/oxfordjournals.rpd.a006354","article-title":"Recall of past use of mobile phone headsets","volume":"106","author":"Parslow","year":"2003","journal-title":"Radiat. Prot. Dosim."},{"key":"ref_14","unstructured":"Alves, A.G., Martins, C.A., Pinho, E.S., and Tobias, G.C. (2017, January 12\u201314). A Teoria Fundamentada em dados como ferramenta de an\u00e1lise em pesquisa qualitativa. Proceedings of the 6\u00b0 Congresso Ibero-Americano Em Investiga\u00e7\u00e3o Qualitativa CIAIQ2017, Salamanca, Spain."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"235","DOI":"10.2307\/328955","article-title":"Basics of Qualitative Research: Grounded Theory Procedures and Techniques","volume":"77","author":"Long","year":"1993","journal-title":"Mod. Lang. J."},{"key":"ref_16","unstructured":"Strauss, A., and Corbin, J. (2008). Pesquisa Qualitativa: T\u00e9cnicas e Procedimentos para o Desenvolvimento de Teoria Fundamentada, Artmed Porto Alegre. Available online: https:\/\/pagotto.files.wordpress.com\/2018\/09\/pesquisa-qualitativa-tecnicas-e-procedimentos.pdf."},{"key":"ref_17","unstructured":"Yin, R.K. (2005). Introducing the World of Education: A Case Study Reader, Sage Publications. Available online: https:\/\/uk.sagepub.com\/en-gb\/eur\/introducing-the-world-of-education-a-case-study-reader\/book226883#contents."},{"key":"ref_18","unstructured":"Seilhamer, R., Chen, B., DeNoyelles, A., Raible, J., Bauer, S., and Salter, A. (2021, July 31). 2018 Mobile Survey Report. Available online: https:\/\/digitallearning.ucf.edu\/msi\/research\/mobile\/survey2018."},{"key":"ref_19","unstructured":"Chen, B., and DeNoyelles, A. (2021, August 01). Exploring Students\u2019 Mobile Learning Practices in Higher Education. Available online: https:\/\/er.educause.edu\/articles\/2013\/10\/exploring-students-mobile-learning-practices-in-higher-education."},{"key":"ref_20","unstructured":"Chen, B., Seilhamer, R., Bennet, L., and Bauer, S. (2021, August 01). Students\u2019 Mobile Learning Practices in Higher Education: A Multi-Year Study. EDUCAUSE. 2015 Review, 1\u201316. Available online: https:\/\/er.educause.edu\/articles\/2015\/6\/students-mobile-learning-practices-in-higher-education-a-multiyear-study."}],"container-title":["Education Sciences"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2227-7102\/11\/9\/484\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,11]],"date-time":"2025-10-11T06:53:19Z","timestamp":1760165599000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2227-7102\/11\/9\/484"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,8,31]]},"references-count":20,"journal-issue":{"issue":"9","published-online":{"date-parts":[[2021,9]]}},"alternative-id":["educsci11090484"],"URL":"https:\/\/doi.org\/10.3390\/educsci11090484","relation":{},"ISSN":["2227-7102"],"issn-type":[{"value":"2227-7102","type":"electronic"}],"subject":[],"published":{"date-parts":[[2021,8,31]]}}}