Journal of Computers in Education

, Volume 3, Issue 1, pp 77–104 | Cite as

Mobile technology and mathematics: effects on students’ attitudes, engagement, and achievement

  • Khristin Fabian
  • Keith J. Topping
  • Ian G. Barron


There is an increasing uptake on the use of mobile technologies for learning, but its use with mathematics has not yet been reviewed. It is the purpose of this paper to synthesize research findings on the use of mobile technologies in mathematics. A systematic review of studies utilizing mobile technologies for mathematics was carried out. The review yielded 60 papers which were mapped according to use. Effects on student perceptions and attitudes, student achievement, and student engagement were investigated. Student attitudes to mobile use were mostly positive, but its effect on students’ attitudes towards mathematics yielded mixed results. Student engagement with other students generally increased and so does their engagement in the learning activities. As for student achievement, a meta-analysis of achievement in elementary schools yielded a random effect size of 0.48. Other achievement studies were analyzed using vote counting. Middle school studies were mostly positive, but high school studies had mixed outcomes. Implications for practice, policy, and future research were outlined.


Mobile learning e-learning Mathematics Attitudes Engagement Achievement 


  1. Amiratashani, Z. (2010). M-learning in high school: The impact of using SMS in mathematics education-an Iranian experience. Distance Learning and Education (ICDLE), 2010 4th International Conference, San Juan (pp. 152–154). doi: 10.1109/ICDLE.2010.5606018
  2. Baya’a, N., & Daher, W. (2009). Learning mathematics in an authentic mobile environment: The perceptions of students. International Journal of Interactive Mobile, 3(S1), 6–14.Google Scholar
  3. Baya’a, N., & Daher, W. (2010). Middle school students’ learning of mathematics using mobile phones: Conditions and consequences. Journal of Interactive Learning Research, 21(2), 165–185.Google Scholar
  4. Borenstein, M., Hedges, L. V., Higgins, J. P., & Rothstein, H. R. (2009). Introduction to meta-analysis. Chichester: Wiley.CrossRefGoogle Scholar
  5. Boticki, I., Looi, C.-K., & Wong, L.-H. (2010). Doing collaboration and learning fractions with mobile devices. In Proceedings of 14th global chinese conference on computers in education. Google Scholar
  6. Burden, K., Hopkin, P., Male, T., Martin, S., & Trala, C. (2012). iPad Scotland evaluation report. University of Hull.Google Scholar
  7. Carr, J. (2012). Does math achievement h’APP’en when iPads and game-based learning are incorporated into fifth-grade mathematics instruction? Journal of Information Technology Education, 11(1), 269–286.Google Scholar
  8. Cochrane, T. D. (2010). Exploring mobile learning success factors. Research in Learning Technology, 18(2), 133–148.CrossRefGoogle Scholar
  9. Cohen, J. (1977). Statistical power analysis for the behavioral sciences. New Jersey: Lawrence Erlbaum Associates Inc.Google Scholar
  10. Crompton, H., & Burke, D. (2014). Review of trends in mobile learning studies in mathematics: a meta-analysis. In M. Kalz, et al. (Eds.), Mobile as a mainstream–towards future challenges in mobile learning (pp. 304–314). New York: Springer.Google Scholar
  11. Davies, D., Jindal-Snape, D., Collier, C., Digby, R., Hay, P., & Howe, A. (2013). Creative learning environments in education—a systematic literature review. Thinking Skills and Creativity, 8, 80–91.CrossRefGoogle Scholar
  12. Eliasson, J., Nouri, J., Ramberg, R., & Cerratto Pargman, T. (2010). Design heuristics for balancing visual focus on devices in formal mobile learning activities. In Proceedings of the 4th world conference on mobile learning, Valletta.Google Scholar
  13. Engel, G., & Green, T. (2011). Are we dialing up disaster? TechTrends, 55(2), 39.CrossRefGoogle Scholar
  14. EPPI-Centre (2007). EPPI-Centre methods for conducting systematic reviews. EPPI-Centre, Social Science Research Unit, Institute of Education, University of London, London.Google Scholar
  15. Goldman, S., Pea, R., & Maldonado, H. (2004). Emerging social engineering in the wireless classroom. In Proceedings of the 6th international conference on Learning sciences (pp. 222–229).Google Scholar
  16. Huang, S.-H., Wu, T.-T., Chen, H.-R., Yang, P.-C., & Huang, Y.-M. (2012). Mathematics assisted instruction system of M/U-learning environment. In wireless, mobile and ubiquitous technology in education (WMUTE), 2012 IEEE seventh international conference on 2012 (pp. 301–305).Google Scholar
  17. Hwang, G. J., & Tsai, C. C. (2011). Research trends in mobile and ubiquitous learning: A review of publications in selected journals from 2001 to 2010. British Journal of Educational Technology, 42(4), E65–E70.CrossRefGoogle Scholar
  18. Hwang, G. J., & Wu, P. H. (2014). Applications, impacts and trends of mobile learning—a review of 2008-2012 publications in selected journals. International Journal of Mobile Learning and Organisation, 8(2), 83–95.CrossRefGoogle Scholar
  19. Jaciw, A. P., Toby, M., & Ma, B. (2012). Conditions for the effectiveness of a tablet-based algebra program. Society for research on educational effectiveness.Google Scholar
  20. Kalloo, V., & Mohan, P. (2011). An investigation into mobile learning for high school mathematics. International Journal of Mobile and Blended Learning (IJMBL), 3(3), 59–76.CrossRefGoogle Scholar
  21. Ketamo, H. (2003). An adaptive geometry game for handheld devices. Educational Technology & Society, 6(1), 83–95.Google Scholar
  22. Kiger, D., Herro, D., & Prunty, D. (2012). Examining the influence of a mobile learning intervention on third grade math achievement. Journal of Research on Technology in Education, 45(1), 61–82.CrossRefGoogle Scholar
  23. Kim, P., Buckner, E., Kim, H., Makany, T., Taleja, N., & Parikh, V. (2012). A comparative analysis of a game-based mobile learning model in low-socioeconomic communities of India. International Journal of Educational Development, 32(2), 329–340.CrossRefGoogle Scholar
  24. Kong, S. C. (2008). Collaborative learning in a mobile technology supported environment: A case study on analyzing the interactions. In wireless, mobile, and ubiquitous technology in education. WMUTE 2008. Fifth IEEE international conference on 2008 (pp. 167–169).Google Scholar
  25. Kong, S. C. (2012). Using mobile devices for learning in school education. In Wireless, mobile and ubiquitous technology in education (WMUTE), 2012 IEEE seventh international conference on 2012 (pp. 172–176).Google Scholar
  26. Kong, S., & Li, C. (2007). A study of using a cognitive tool in a mobile technology supported classroom. In T. Hirashima, U. Hoppe, S. S. C. Young (Eds.), Supporting learning flow through integrative technologies (Vol. 162). Netherlands: IOS Press.Google Scholar
  27. Lai, A.-F., Lai, H.-Y., Shen, V. R., Tsai, I. C., & Chou, A. (2012). The evaluation of two-stage mobile learning guidance of math in an elementary school. In Wireless, mobile and ubiquitous technology in education (WMUTE), 2012 IEEE seventh international Conference on 2012 (pp. 282–286).Google Scholar
  28. Lan, Y.-J., Sung, Y.-T., Tan, N.-C., Lin, C.-P., & Chang, K.-E. (2010). Mobile-device-supported problem-based computational estimation instruction for elementary school students. Educational Technology & Society, 13(3), 55–69.Google Scholar
  29. Lee, J., Luchini, K., Michael, B., Norris, C., & Soloway, E. (2004). More than just fun and games: Assessing the value of educational video games in the classroom. In CHI’04 extended abstracts on human factors in computing systems (pp. 1375–1378).Google Scholar
  30. Liao, C. C., Chen, Z.-H., Cheng, H. N., Chen, F.-C., & Chan, T.-W. (2011). My-Mini-Pet: a handheld pet-nurturing game to engage students in arithmetic practices. Journal of Computer Assisted learning, 27(1), 76–89.CrossRefGoogle Scholar
  31. Lipsey, M. W., & Wilson, D. B. (1993). The efficacy of psychological, educational, and behavioral treatment: confirmation from meta-analysis. American Psychologist, 48(12), 1181.CrossRefGoogle Scholar
  32. Liu, T.-C. (2007). Teaching in a wireless learning environment: A case study. Educational Technology & Society, 10(1), 107–123.Google Scholar
  33. Mahamad, S., Ibrahim, M. N., Izzriq, M., Foad, A. M., & Taib, M. (2008). Open source implementation of m-learning for primary school in Malaysia.Google Scholar
  34. Main, S., & O’Rourke, J. (2011). New directions for traditional lessons: Can handheld game consoles enhance mental mathematics skills? Australian Journal of Teacher Education, 36(2), 4.CrossRefGoogle Scholar
  35. McCabe, M., & Tedesco, S. (2011). Building capacity for mathematics: Using m-learning to facilitate pedagogical practices among educational stakeholders. In World conference on educational multimedia, hypermedia and telecommunications (Vol. 2011, pp. 1579–1584).Google Scholar
  36. Miller, D. J., & Robertson, D. P. (2010). Using a games console in the primary classroom: Effects of ‘Brain Training’ programme on computation and self-esteem. British Journal of Educational Technology, 41(2), 242–255.CrossRefGoogle Scholar
  37. Miller, D. J., & Robertson, D. P. (2011). Educational benefits of using game consoles in a primary classroom: A randomised controlled trial. British Journal of Educational Technology, 42(5), 850–864.CrossRefGoogle Scholar
  38. O’Malley, C., Vavoula, G., Glew, J. P., Taylor, J., Sharples, M., & Lefrere, P. (2003). Guidelines for Learning/Teaching/Tutoring in a mobile environment: MOBIlearn project report.Google Scholar
  39. Pachler, N., Bachmair, B., & Cook, J. (2010). Mobile learning: Structures, agency, practices. New York: Springer.CrossRefGoogle Scholar
  40. Papert, S. (1980). Computer-based microworlds as incubators for powerful ideas. The computer in the school: Tutor, tool, tutee (pp. 203–210). New York: Teacher’s College Press.Google Scholar
  41. Patten, B., Arnedillo Sanchez, I., & Tangney, B. (2006). Designing collaborative, constructionist and contextual applications for handheld devices. Computers & Education, 46(3), 294–308.CrossRefGoogle Scholar
  42. Petticrew, M., & Roberts, H. (2008). Systematic reviews in the social sciences: A practical guide. Chichester: Wiley.Google Scholar
  43. Project Tomorrow.(2010). Students leverage the power of mobile devices through the Project K-nect Mobile Learning Initiative in Onslow County. Retrieved March 26, 2013 from
  44. Roberts, N. B. N. (2009). Evaluation of the imfundo yami/yethu Project: Executive summary. Neil Butcher and Associates.Google Scholar
  45. Roberts, N., & Vänskä, R. (2011). Challenging assumptions: Mobile learning for mathematics project in South Africa. Distance Education, 32(2), 243–259.CrossRefGoogle Scholar
  46. Rosas, R., Nussbaum, M., Cumsille, P., Marianov, V., Correa, M., Flores, P., et al. (2003). Beyond Nintendo: design and assessment of educational video games for first and second grade students. Computers & Education, 40(1), 71–94.CrossRefGoogle Scholar
  47. Roschelle, J., Rafanan, K., Bhanot, R., Estrella, G., Penuel, B., Nussbaum, M., et al. (2010). Scaffolding group explanation and feedback with handheld technology: impact on students’ mathematics learning. Educational Technology Research and Development, 58(4), 399–419.CrossRefGoogle Scholar
  48. Shih, S.-C., Kuo, B.-C., & Liu, Y.-L. (2012). Adaptively ubiquitous learning in campus math path. Educational Technology & Society, 15(2), 298–308.Google Scholar
  49. Shin, N., Norris, C., & Soloway, E. (2006). Effects of handheld games on students learning in mathematics. In S. Barab, K. Hay, & D. Hickey (Eds.), Proceedings of the 7th international conference on Learning sciences (pp. 702–708). Bloomington: Indiana.Google Scholar
  50. Shin, N., Sutherland, L. M., Norris, C. A., & Soloway, E. (2012). Effects of game technology on elementary student learning in mathematics. British Journal of Educational Technology, 43(4), 540–560.CrossRefGoogle Scholar
  51. Shuler, C. (2009). Pockets of potential: Using mobile technologies to promote children’s learning. Retrieved March 15, 2013 from
  52. Sollervall, H., Otero, N., Milrad, M., Johansson, D., & Vogel, B. (2012). Outdoor activities for the learning of mathematics: designing with mobile technologies for transitions across learning contexts. In Wireless, mobile and ubiquitous technology in education (WMUTE), 2012 IEEE seventh international conference on 2012 (pp. 33–40).Google Scholar
  53. Song, D., Kim, P., & Karimi, A. (2012). Inquiry-based learning environment using mobile devices in math classrooms. In Proceedings of the Association for Education Communications and Technology, 2012. Kentucky (pp. 386–392).Google Scholar
  54. Spikol, D., & Eliasson, J. (2010). Lessons from designing geometry learning activities that combine mobile and 3D tools. In Wireless, mobile and ubiquitous technologies in education (WMUTE), 2010 6th IEEE international conference on 2010 (pp. 137–141).Google Scholar
  55. Tangney, B., Weber, S., Knowles, D., Munnelly, J., Watson, R., Salkham, A., et al. (2010). MobiMaths: An approach to utilising smartphones in teaching mathematics.Google Scholar
  56. Traxler, J. (2005). Defining mobile learning. In International conference on mobile learning, Qawra (pp. 261–266).Google Scholar
  57. Tsai, C. C., & Hwang, G. J. (2013). Issues and challenges of educational technology research in Asia. The Asia Pacific Education Researcher, 22(2), 215–216.CrossRefGoogle Scholar
  58. Vahey, P., Tatar, D., & Roschelle, J. (2004). Leveraging handhelds to increase student learning: Engaging middle school students with the mathematics of change. In Proceedings of the 6th international conference on Learning sciences (pp. 553–560).Google Scholar
  59. van‘t Hooft, M., Swan, K., & Bennett, J. (2009). Learning math while mobile: Creating opportunities for elementary math learning. In 3rd WLE mobile learning symposium, London, 27th March 2009, (p. 65).Google Scholar
  60. Wijers, M., Jonker, V., & Drijvers, P. (2010). MobileMath: exploring mathematics outside the classroom. ZDM, 42(7), 789–799.CrossRefGoogle Scholar
  61. Wu, L. J., Hsiao, H. S., Chang, K. E., & Sung, Y. T. (2006). Construct mathematic path and interactive problem solving discussion system in mobile learning environment. In Proceeding of the IADIS International Conference on Mobile Learning, 2006. Dublin, Ireland (pp. 288–292).Google Scholar
  62. Wu, W.-H., Wu, Y.-C. J., Chen, C.-Y., Kao, H.-Y., Lin, C.-H., & Huang, S.-H. (2012). Review of trends from mobile learning studies: A meta-analysis. Computers & Education, 59(2), 817–827.CrossRefGoogle Scholar
  63. Wu, J., & Zhang, Y. (2010). Examining potentialities of handheld technology in students’ academic attainments. Educational Media International, 47(1), 57–67.CrossRefGoogle Scholar
  64. Zurita, G., & Nussbaum, M. (2004). Computer supported collaborative learning using wirelessly interconnected handheld computers. Computers & Education, 42(3), 289–314.CrossRefGoogle Scholar
  65. Zurita, G., & Nussbaum, M. (2007). A conceptual framework based on activity theory for mobile CSCL. British Journal of Educational Technology, 38(2), 211–235.CrossRefGoogle Scholar
  66. Zurita, G., Nussbaum, M., & Shaples, M. (2003). Encouraging face-to-face collaborative learning through the use of handheld computers in the classroom (pp. 193–208). Udine: Springer.Google Scholar

Copyright information

© Beijing Normal University 2015

Authors and Affiliations

  • Khristin Fabian
    • 1
  • Keith J. Topping
    • 1
  • Ian G. Barron
    • 1
  1. 1.University of DundeeDundeeScotland

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