The Future of Science in The Hand: A Review Literature of Mobile Learning from 2015-2024

Fitri April Yanti, Rendy Wikrama Wardana, Hayuni Retno Widarti, Ahmad Walid, Rita Sartika, M. Anas Thohir

Abstract


This study investigates trends in mobile learning based on data from international publications. Data were collected from the Scopus database covering the period 2015–2024, resulting in a total of 174 selected articles. A systematic literature review (SLR) was employed to synthesize ideas, findings, and knowledge in an academic-oriented framework. The study aimed to analyze annual publication trends, leading contributing countries, targeted skills, educational levels adopting mobile learning, and technologies or applications supporting mobile-based science education. The findings indicate a notable increase in publications in 2020, with the United States contributing the largest share of research. Technologies and applications supporting science learning primarily included virtual reality (VR), augmented reality (AR), and STEM-oriented tools. Mobile learning was found to enhance skills such as conceptual understanding, digital literacy, and science process skills. Among educational levels, mobile learning was most widely implemented in higher education, followed by elementary, middle, and secondary schools. Overall, mobile learning demonstrates potential in fostering essential skills within science and technology education. These findings can inform future strategies and innovations for the effective integration of mobile learning in science curricula.

Keywords: mobile learning, science learning, educational skills, learning methods, education level.


Full Text:

PDF

References


Affriyenni, Y., Swalaganata G., Kurniawan B. R., & Taqwa M. R. A. (2021). Development of Android-Based Application: An Effort to Enhance Students’ Conceptual Understanding in Fundamental Physics. AIP Conference Proceedings, 2330 (March). https://doi.org/10.1063/5.0043428

Afikah, A., Rejeki S., Astuti D., Suyanta S., Jumadi J., & Rohaeti E. (2022). Mobile Learning in Science Education to Improve Higher-Order Thinking Skills ( HOTS ) and Communication Skills : A Systematic Review. International Journal of Advanced Computer Science and Applications. https://doi.org/10.14569/IJACSA.2022.0130782

Al-rahmi, A. M., Al-rahmi W. M., Alturki U., Aldraiweesh A., Almutairy S., & Al-adwan A. S. (2021). Exploring the Factors Affecting Mobile Learning for Sustainability in Higher Education. MDPI Sustainability 1–22.

Alam, A., and Mohanty A. (2023). Learning on the Move : A Pedagogical Framework for State-of-the-Art Mobile Learning on the Move : A Pedagogical Framework for State-of-the-Art Mobile. Springer Nature Singapore May. https://doi.org/10.1007/978-981-99-1414-2

Amin, S., M R. L., Prastiyono H., Islam U., Maulana N., & Ibrahim M. (2022). Development of Mobile Learning App Based on Islamic and Science Integration to Improve Student Learning Outcomes. Jurnal Iqra’ : Kajian Ilmu Pendidikan 7 (1): 219–235. https://doi.org/https://doi.org/10.25217/ji.v7i1.2317

Ateş, H., and Garzón J. (2022). Drivers of Teachers’ Intentions to Use Mobile Applications to Teach Science. Education and Information Technologies 27 (2): 2521–2542. https://doi.org/10.1007/s10639-021-10671-4

Ayu, A., Illahaqi D., Nurcahyo H., & Panjaitan M. H. (2021). Advancing Students ’ Environmental Sustainability Awareness Through Science Mobile Learning : A Literature Review. Atlantis Press SARL 541 (Isse 2020): 795–800.

Baharum, A., Wan L. Y., Yahya F., & Nazlah N. H. (2020). Mobile learning application : flipped classroom. Indonesian Journal of Electrical Engineering and Computer Science 17 (2): 1084–1090. https://doi.org/10.11591/ijeecs.v17.i2.pp1084-1090

Bakri, F. P., Budi E., & Rahmawati Y. (2023). The Integration of Mobile Learning in STEM-PjBL for Physics Learning: A Systematic Literature Review. Journal of Physics: Conference Series 2596 (1): 8–14. https://doi.org/10.1088/1742-6596/2596/1/012065

Becker, S., Mukhametov S., Pawels P., & Kuhn J. (2021). Using Mobile Eye Tracking to Capture Joint Visual Attention in Collaborative Experimentation. Physics Education Research Conference Proceedings October: 39–44. https://doi.org/10.1119/perc.2021.pr.Becker

Boari, Y., Megavitry R., Pattiasina P. J., Ramdani H. T., & Munandar H. (2023). The Analysis of Effectiveness of Mobile Learning Media Usage in Train Students ’ Critical Thinking Skills. Jurnal Manajemen Pendidikan 5 (01): 2657–2230. https://doi.org/DOI: https://doi.org/10.55352/mudir

Bolatli, G., & Kizil H. (2022). The effect of mobile learning on student success and anxiety in teaching genital system anatomy. Anatomical Sciences Education 15: 155-165.https://doi.org/10.1002/ase.2059

Brown, C. L., Comunale M. A., Wigdahl B., & Urdaneta-Hartmann S. (2018). Current Climate for Digital Game-Based Learning of Science in Further and Higher Education. FEMS Microbiology Letters 365 (21). https://doi.org/10.1093/femsle/fny237

Bunterm, T., Srisawasdi N., & Pondee P. (2018). Preparing Pre-Service Teachers to Integrate Mobile Technology Into Science Laboratory Learning: An Evaluation of Technology-Integrated Pedagogy Module. International Journal of Mobile Learning and Organisation 12 (1): 1. https://doi.org/10.1504/ijmlo.2018.10009961

Burke, P. F., Kearney M., Schuck S., & Aubusson P. (2021). Improving Mobile Learning in Secondary School Mathematics and Science: Listening to Students. Journal of Computer Assisted 21 (1): 1–9. https://doi.org/10.1016/j.solener.2019.02.027

Cahyana, U., Rahmawati Y., Paristiowati M., & Ferdianto J. (2020). Ethnopedagogy Integration with Mobile Learning to Improve Students’ Learning Achievement in Remote Areas. Universal Journal of Education Research 8 (5): 1687–1697. https://doi.org/10.13189/ujer.2020.080505

Chou, P. N., & Wang P. J. (2021). Looking Deeper: Using the Mobile Microscope to Support Young children’s Scientific Inquiries. Sustainability (Switzerland) 13 (7). https://doi.org/10.3390/su13073663

Criollo, A. B., Díaz-Muelle S., Ruiz F. J., & García-Martín M. B. (2018). Common Physical Properties Improve Metaphor Effect Even in the Context of Multiple Examples. Psychological Record 68 (4): 513–523. https://doi.org/10.1007/s40732-018-0297-9

Dwikoranto, D., Setiani R., Prahani B. K., & Mubarok H. (2020). Mobile Learning to Improve Student Collaborative Skills: An Alternative to Online Learning in the Era of Covid-19 Pandemic. Jurnal Penelitian Dan Pengkajian Ilmu Pendidikan: E-Saintika 4 (3): 259–271. https://doi.org/https://doi.org/10.36312/e-saintika.v4i3.314

El-sofany, H. F., Science C., El-haggar N., & Arabia S. (2020). The Effectiveness of Using Mobile Learning Techniques to Improve Learning Outcomes in Higher Education. IJIM 14 (08): 4–18. https://doi.org/10.3991/ijim.v14i08.13125

Elfeky, A., & Elbyaly M. (2023). The Impact of Mobile Learning on Developing the Skills of Integrated Science Operations Among Students of the Optimum Investment Diploma. European Chemical Bulletin 12 (June): 6629–6635. https://doi.org/10.31838/ecb/2023.12.si6.587

Ewais, A., Brussel V. U., Hodrob R., Maree M., & Jaradat S. (2021). Mobile Learning Application for Helping Pupils in Learning Chemistry. International Journal of Interactive Mobile Technologies 15 (01): 105–118. https://doi.org/https://doi.org/10.3991/ijim.v15i01.11897 Ahmed

Fathurohman, A., Oklilas A. F., Marlina L., Kurdiati L. A., & Susiloningsih E. (2023). Effectiveness of Using the Mobile Learning App for STEM- Based High School Physics Materials as Indonesian Student Learning Resources on Learning Outcomes. Journal of Research in Science Education 9 (3): 1018–1023. https://doi.org/10.29303/jppipa.v9i3.2991

Gupta, Y., Khan F. M., & Agarwal S. (2021). Exploring Factors Influencing Mobile Learning in Higher Education – A Systematic Review. International Journal of Interactive Mobile Technologies (June). https://doi.org/10.3991/ijim.v15i12.22503

Hamdu, G., Mulyadiprana A., Mukti H., Yulianto A., & Karlimah K. (2021). Learning device in the “sTEMpedia” mobile learning application. Journal of Physics: Conference Series 1987 (1). https://doi.org/10.1088/1742-6596/1987/1/012014

Huang, P., Chiu P., Huang Y., Zhong H., & Lai C. (2020). Cooperative Mobile Learning for the Investigation of Natural Science Courses in Elementary Schools. MDPI Sustainability 12: 0–14. https://doi.org/10.3390/su12166606

Hwang, B., Chou T., & Huang C. (2021). Actualizing the Affordance of Mobile Technology for Mobile Learning: A Main Path Analysis of Mobile Learning. Journal of Educational Technology and Society 24 (4): 67–80.

Isrokatun, I., Hanifah N., Abdul R. Y., Rosmiati R., & Khoerunnisah R. (2023). The Development of Android-Based Learning Mobile App to Practice Critical Thinking Skills for Elementary School Students. Pegem Egitim ve Ogretim Dergisi 13 (2): 161–172. https://doi.org/10.47750/pegegog.13.02.20

Jones, A. L., & Stapleton M. K. (2017). 1.2 Million Kids and Counting—Mobile Science Laboratories Drive Student Interest in STEM. PLoS Biology 15 (5): 1–8. https://doi.org/10.1371/journal.pbio.2001692

Kilty, T. J., & Burrows A. C. (2020). Systematic Review of Outdoor Science Learning Activities with the Integration of Mobile Devices. International Journal of Mobile and Blended Learning 12 (2): 33–56. https://doi.org/10.4018/IJMBL.2020040103

Kousloglou, M., Petridou E., Molohidis A., & Hatzikraniotis E. (2023). Assessing Students’ Awareness of 4Cs Skills after Mobile-Technology-Supported Inquiry-Based Learning. Sustainability (Switzerland) 15 (8). https://doi.org/10.3390/su15086725

Laelasari, I., Malichatin, H., Aryani, L. D., & Anwari, M. K. (2025). Development of Virtual Science Laboratory Oriented Higher Order Thinking Skills Using Articulate Storyline. Journal of Natural Science and Integration, 8(1), 25. https://doi.org/10.24014/jnsi.v8i1.36178

Lestari, I., Maksum A., & Kustandi C. (2019). Mobile learning design models for State University of Jakarta, Indonesia. International Journal of Interactive Mobile Technologies 13 (9): 152–171. https://doi.org/10.3991/ijim.v13i09.10987

Lo, J. H., Lai Y. F., & Hsu T. L. (2021). The Study of Ar-Based Learning for Natural Science Inquiry Activities in Taiwan’s Elementary School From the Perspective of Sustainable Development. Sustainability (Switzerland) 13 (11). https://doi.org/10.3390/su13116283

Mahasneh, O. M. K. (2020). The Effect Of Teaching By ( Mobile Learning ) In University Students ’ S Achievement. 04, 120–125. 16th International Confrence of Mobil Learning. https://doi.org/10.33965/ml2020

Maxmudovna, K. M. (2023). Analysis and Recommendations on Mobile Learning in the Educational Process. Ilmiy Axborot. ILMIY AXBOROT 2: 275–278. https://doi.org/10.56292/SJFSU/vol29_iss2/a181

Mirac, Furkan Bayar U. K. (2018). Effects of Mobile Learning Science Course on Students’ Academic Achievement and Their Opinions about the Course. Science Education International 32 (3): 254–263. https://doi.org/https://doi.org/10.33828/sei.v32.i3.9

Mutambara, D., Bayaga A., Bay R., & Bayaga A. (2015). Rural-based Science, Technology, Engineering and Mathematics Teachers’ and Learners’ Acceptance of Mobile Learning. Journal of Information Management 22 (1): 1–10. https://doi.org/https://doi.org/10.4102/sajim.v22i1.1200

Nanning, Y., Donghua W., Dandan L., Qingqing Z., Xiaoyan W., Li W., & Haibin W. (2020). The Status and Hotspots of Smart Learning: Base on the Bibliometric Analysis and Knowledge Mapping. Journal of Physics: Conference Series 1486 (3). https://doi.org/10.1088/1742-6596/1486/3/032016

Nugroho, I. R., Wilujeng I., & Prasetyo Z. K. (2023). Mobile Learning Research Trends in Indonesia: A Systematic Literature Review. Journal of Research in Science Education 9 (8): 356–365. https://doi.org/10.29303/jppipa.v9i8.3073

Nuhu, K. M., Adedokun N. A., Aderele S. O., & Aladesusi G. A. (2022). Pre-Service Teachers’ Integration of Mobile Learning Technologies for Instruction. Indonesian Journal Of Educational Research and Review 5 (1): 158–168. https://doi.org/10.23887/ijerr.v5i1.46159

Nuri, N., Wahyuni S., & Ridlo Z. R. (2023). Development of an Android-Based Mobile Learning Module to Improve the Students Critical Thinking Skills. Journal of Research in Science Education 9 (7): 4991–4998. https://doi.org/10.29303/jppipa.v9i7.2944

Oppong, E. K., Quansah F., and Boachie S. (2022). Improving Pre-service Science Teachers’ Performance in Nomenclature of Aliphatic Hydrocarbons using Flipped Classroom Instruction. Science Education International 33 (1): 102–111. https://doi.org/10.33828/sei.v33.i1.11

Qureshi, M. I., Teknikal U., Khan N., Lumpur K., Muhammad S., Hassan A., Raza H., & Lampur K. (2020). A Systematic Review of Past Decade of Mobile Learning: What we Learned and Where to Go. IJIM 14 (6): 67–81. https://doi.org/https://doi.org/10.3991/ijim.v14i06.13479

Rácz, M., Noboa E., Détár B., Nemes Á., Galambos P., Szűcs L., Márton G., Eigner G., & Haidegger T. (2022). PlatypOUs—A Mobile Robot Platform and Demonstration Tool Supporting STEM Education. MDPI Journal Sensors 22 (6): 1–17. https://doi.org/10.3390/s22062284

Riko, Arrasyid. (2020). Design, Development, and Evaluation of A Mobile Learning Application For Tourism Education. Journal of Engineering Science and Technology 15 (6): 3859–3875.

Rochmah, N., Cahyana U., and Purwanto A. (2021). Development of Mobile Learning: Basis of ethnopedagogy of Baduy Community, Banten Province Development of mobile learning: Basis of ethnopedagogy of Baduy Community, Banten Province. IOP Publishing: 1–7. https://doi.org/10.1088/1757-899X/1098/2/022092

Salami, D., & State K. (2021). Attitude of Science Education Students towards the Use of Mobile Learning in Attitude of Science Education Students towards the Use of Mobile Learning in Nigeria. Journal Of Science Technology And Education 09 (01): 37–43.

Schaal, S., & Lude A. (2015). Using Mobile Devices in Environmental Education and Education for Sustainable Development-Comparing Theory and Practice in A Nation Wide Survey. Sustainability (Switzerland) 7 (8): 10153–10170. https://doi.org/10.3390/su70810153

Sebastián-López, M., & González R. de M. (2020). Mobile Learning for Sustainable Development and Environmental Teacher Education. Sustainability (Switzerland) 12 (22): 1–13. https://doi.org/10.3390/su12229757

Singh-Pillay, A. (2023). South African Postgraduate STEM Students’ Use of Mobile Digital Technologies to Facilitate Participation and Digital Equity during the COVID-19 Pandemic. Sustainability (Switzerland) 15 (18). https://doi.org/10.3390/su151813418

Sirisathitkul, Y., & Sirisathitkul C. (2023). Smartphones as Smart Tools for Science and Engineering Laboratory: A Review. Iraqi Journal of Science 64 (5): 2240–2249. https://doi.org/10.24996/ijs.2023.64.5.12

Sobral, S. R. (2020). Mobile Learning in Higher Education: A Bibliometric Review. International Journal of Interactive Mobile Technologies 14 (11): 152–170. https://doi.org/10.3991/ijim.v14i11.13973

Suhardi, Indri Astuti., & D. S. (2022). Development of Mobile Learning Based on A Scientific Approach to Learning Elementary School Themes. Jurnal Scientia 10 (02): 291–301. http://infor.seaninstitute.org/index.php/pendidikan

Sundari, P. D., & Sarkity, D. (2021). Keterampilan Berpikir Kritis Siswa SMA pada Materi Suhu dan Kalor dalam Pembelajaran Fisika. Journal of Natural Science and Integration, 4(2), 149. https://doi.org/10.24014/jnsi.v4i2.11445

Talan, T. (2020). The Effect of Mobile Learning on Learning Performance: A Meta-Analysis Study. Educational Sciences 20 (November 2019): 79–103. https://doi.org/10.12738/jestp.2020.1.006

Traxler, J. (2021). Education sciences A Critical Review of Mobile Learning : Phoenix , Fossil , Zombie. MDPI Education Sciences. https://doi.org/https://doi.org/10.3390/educsci11090525

Turan, S., & Yaman M. S. (2022). Predictive of Perceived Learning: Academic Motivation and Attitudes to Mobile Learning. TOJET: The Turkish Online Journal of Educational Technology 21 (1): 106–113.

Väljataga, T., & Mettis K. (2022). Secondary Education Students’ Knowledge Gain and Scaffolding Needs in Mobile Outdoor Learning Settings. Sustainability (Switzerland) 14 (12). https://doi.org/10.3390/su14127031

Vallejo-correa, P., Monsalve-pulido J., & Tabares-betancur M. (2021). A Systematic Mapping Review of Context-Aware Analysis and Its Approach to Mobile Learning and Ubiquitous Learning Processes. Computer Science Review 39: 100335. https://doi.org/10.1016/j.cosrev.2020.100335

Van Dinter, R., Tekinerdogan, B., & Catal, C. (2021). Automation of Systematic Literature Reviews: A Systematic Literature Review. Information and Software Technology, 136(October 2020), 106589. https://doi.org/10.1016/j.infsof.2021.106589

Wetcho, S., & Na-Songkhla, J. (2022). An Investigation of Pre-Service Teachers Using Mobile and Wearable Devices for Emotion Recognition and Social Sharing of Emotion to Support Emotion Regulation in mCSCL Environments. Contemporary Educational Technology, 14(2), 1–15. https://doi.org/10.30935/cedtech/11668

Whitmeyer S. J., Atchison C., & Collins T. D. 2020. Using Mobile Technologies to Enhance Accessibility and Inclusion in Field-Based Learning. GSA Today 30 (9): 4–10. https://doi.org/10.1130/GSATG462A.1

Yanti, F. A., and Anas Thohir M. (2024). Higher Order Thinking Skills In Science Learning: A Systematic Review From 2014-2023. International Journal of Evaluation and Research in Education 13 (4): 2419–2427. https://doi.org/10.11591/ijere.v13i4.28082

Yıldız, G., Yıldırım A., Akça B. A., and Kök A. (2024). International Review of Research in Open and Distributed Learning Research Trends in Mobile Learning Research Trends in Mobile Learning Abstract. International Review of Research in Open and Distributed Learning 21 (03): 174–196.

Yosiana, Y., Djuandi D., & Hasanah A. (2021). Mobile Learning and Its Effectiveness in Mathematics. Journal of Physics: Conference Series 1806 (1): 012081. https://doi.org/10.1088/1742-6596/1806/1/012081

Zhai, X., and Jackson D. F. (2021). A Pedagogical Framework for Mobile Learning in Science Education. International Encyclopedia of Education 07 (13): 1–9. https://doi.org/https://doi.org/10.1016/B978-0-12-818630-5.13037-4.




DOI: http://dx.doi.org/10.24014/jnsi.v8i2.34501

Refbacks

  • There are currently no refbacks.


Journal of Natural Science and Integration

E-ISSN: 2620-5092  P-ISSN: 2620-4967

Published By:

Department of Science Education, Faculty of Education and Teacher Training,
State Islamic University of Sultan Syarif Kasim Riau, Indonesia

Mailing Address:

Jl. H.R Soebrantas Km. 15 No. 155
Kelurahan Simpang Baru
Kecamatan Tuah Madani, Pekanbaru, Riau, Indonesia

Email: jnsi.tadrisipa@uin-suska.ac.id

Indexed By:

Google Scholar Crossref Moraref GARUDA Dimensions SINTA 2 ISSN Portal DOAJ

Creative Commons License

Journal of Natural Science and Integration is licensed under a Creative Commons Attribution 4.0 International License.