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First published online March 28, 2017

Effectiveness of Mobile Devices on Vocabulary Learning: A Meta-Analysis

Abstract

Mobile devices are considered as the most widely used information and communication technologies. They have provided great advantages in language learning. This study reports a meta-analysis of the effectiveness of using mobile devices on vocabulary learning. A meta-analysis was conducted on research that compared the outcomes from students learning vocabulary using mobile devices to those learning vocabulary using traditional ways of learning. The meta-analysis examined how effect sizes varied based on learners’ age, type of vocabulary learning (receptive or productive), and aspects of vocabulary used (form, meaning, and use). This meta-analysis examined the effect of using mobile devices on vocabulary learning by reviewing 16 studies involving 986 participants. The use of mobile devices in learning vocabulary was associated with greater achievement in comparison with traditional ways. The findings of the meta-analysis indicate a medium effect of using mobile devices on vocabulary learning (g = .67). Major findings of the current meta-analysis include the following: (a) Mobile devices have moderate effect sizes on both ways of vocabulary learning (productive and receptive), (b) adult learners get benefit from using mobile devices in vocabulary learning better than young learners, and (c) mobile devices have moderate effect on all aspects of vocabulary learning.

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References

Abbasi M., Hashemi M. (2013) The impacts of using mobile phone on English language vocabulary retention. International Research Journal of Applied and Basic Sciences 4(3): 541–547.
Agca R. K., Özdemir S. (2013) Foreign language vocabulary learning with mobile technologies. Procedia – Social and Behavioral Sciences 83: 781–785.
*Alemi M., Sarab M. R. A., Lari Z. (2012) Successful learning of academic word list via MALL: Mobile assisted language learning. International Education Studies 5(6): 99–109.
Alrasheedi M., Capretz L. F. (2015) Determination of critical success factors affecting mobile learning: A meta-analysis approach. The Turkish Online Journal of Educational Technology 14(2): 41–51.
Amer, M. A. (2010). Idiomobile for learners of English: A study of learners’ usage of a mobile learning application for learning idioms and collocations (master’s thesis). Indiana University of Pennsylvania, USA.
*Başoğlu E., Akdemir O. (2010) A comparison of undergraduate students’ English vocabulary learning: Using cell phones and flash cards. The Turkish Online Journal of Educational Technology 9(3): 1–7.
Borenstein M., Hedges L. V., Higgins J. P. T., Rothstein H. R. (2009) Introduction to meta-analysis, Chichester, England: Wiley.
Browne C., Culligan B. (2008) Combining technology and IRT testing to build student knowledge of high- frequency vocabulary. The JALT CALL Journal 4(2): 3–16.
Burston J. (2012) Mobile language learning: Getting IT to work. In: Burston J., Doa F., Tsagari D. (eds) Foreign language instructional technology, Nicosia, Cyprus: University of Nicosia Press, pp. 81–99.
Burston J. (2013) Mobile-assisted language learning: A selected annotated bibliography of implementation studies 1994–2012. Language Learning &Technology 17(3): 157–225.
Cavus N., Ibrahim D. (2009) m-Learning: An experiment in using SMS to support learning new English language words. British Journal of Educational Technology 40(1): 78–91.
Chen X. (2013) Tablets for informal language learning: Student usage and attitudes. Language Learning & Technology 17(1): 20–36.
Cohen J. (1988) Statistical power analysis for the behavioral sciences, 2nd ed. Hillsdale, NJ: Erlbaum.
Cooper H., Hedges L. V. (2009) Research synthesis as a scientific process. In: Cooper H., Hedges L. V., Valentine J. C. (eds) The handbook of research synthesis and meta-analysis, 2nd ed. New York, NY: Russell Sage Foundation, pp. 3–16.
*Fageeh A. (2013) Effects of MALL applications on vocabulary acquisition and motivation. Arab World English Journal 4(4): 420–447.
Fisher T., Pemberton R., Sharples M., Ogata H., Uosaki N., Edmonds P., Tschorn P. (2009) Mobile learning of vocabulary from reading novels: A comparison of three modes. In: Metcalf D., Hamilton A., Graffeo C. (eds) Proceedings of 8th World Conference on Mobile and Contextual Learning, Orlando, FL: University of Central Florida, pp. 191–194.
Frohberg D., Goth C., Schwabe G. (2009) Mobile learning projects – a critical analysis of the state of the art. Journal of Computer Assisted Learning 25: 307–331.
Gass S. M., Selinker L. (2008) Second language acquisition: An introductory course, Abingdon, England: Taylor & Francis.
Gedik N., Hanci-Karademirci A., Kursun E., Cagiltay K. (2012) Key instructional design issues in a cellular phone-based mobile learning project. Computers & Education 58: 1149–1159.
Gromik N. (2012) Cell phone video recording feature as a language learning tool: A case study. Computers & Education 58(1): 223–230.
Higgins J. P. T., Thompson S. G., Deeks J. J., Altman D. G. (2003) Measuring inconsistency in meta-analyses. British Medical Journal 327: 557–560.
Hsu C. K., Hwang G. J., Chang Y. T., Chang C. K. (2013) Effects of video caption modes on English listening comprehension and vocabulary acquisition using handheld devices. Educational Technology & Society 16(1): 403–414.
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: 65–70.
Kennedy C., Levy M. (2008) L’italiano al telefonino: Using SMS to support beginners’ language learning. ReCALL Journal 20(3): 315–330.
Kukulska-Hulme A., Shield L. (2008) An overview of mobile assisted language learning: From content delivery to supported collaboration and interaction. ReCALL 20: 271–289.
Lee P. (2014) Are mobile devices more useful than conventional means as tools for learning vocabulary? IEEE 8th International Symposium on Embedded Multicore/Manycore SoCs. Washington, DC, 109–115.
Liakin D., Cardoso W., Liakina N. (2013) Mobile-assisted learning in the second language classroom. International Journal of Information Technology & Computer Science 8(2): 2091–11610.
Lipsey M. W., Wilson D. B. (2001) Practical meta-analysis, Thousand Oaks, CA: Sage.
*Lu M. (2008) Effectiveness of vocabulary learning via mobile phone. Journal of Computer Assisted Learning 24(6): 515–525.
Ma W., Adesope O. O., Nesbit J. C., Liu Q. (2014) Intelligent tutoring systems and learning outcomes: A meta-analysis. Journal of Educational Psychology 106(4): 901.
*Motallebzadeh K., Beh-Afarin R., Rad S. D. (2011) The effect of short message service on the retention of collocations among Iranian lower intermediate EFL learners. Theory and Practice in Language Studies 1(11): 1514–1520.
Motallebzadeh K., Ganjali R. (2011) SMS: Tool for L2 vocabulary retention and reading comprehension ability. Journal of Language Teaching and Research 2(5): 1111–1115.
Motiwalla L. F. (2007) Mobile learning: A framework and evaluation. Computers & Education 49(3): 581–596.
Nation I. S. P. (2001) Learning vocabulary in another language, Cambridge, England: Cambridge University Press.
Norris, J. M., & Ortega, L. (Eds.). (2006). Synthesizing research on language learning and teaching. Amsterdam, The Netherlands: John Benjamins.
*Rahimi M., Miri S. S. (2014) The impact of mobile dictionary use on language learning. Procedia – Social and Behavioral Sciences 98: 1469–1474.
Robinson P. (2001) Cognition and second language instruction, Cambridge, England: Cambridge University Press.
*Saran M., Seferoglu G., Cagiltay K. (2009) Mobile assisted language learning: English pronunciation at learners’ fingertips. Egitim Arastirmalari – Eurasian Journal of Educational Research 34: 97–114.
*Saran M., Seferoglu G., Cagiltay K. (2012) Mobile language learning: Contribution of multimedia messages via mobile phones in consolidating vocabulary. The Asia-Pacific Education Researchers 21(1): 181–190.
Song Y., Fox R. (2008) Using PDA for undergraduate student incidental vocabulary testing. ReCALL 20(3): 290–314.
Stockwell G. (2007) Vocabulary on the move: Investigating an intelligent mobile phone based vocabulary tutor. Computer Assisted Language Learning 20(4): 365–383.
Stockwell G. (2008) Investigating learner preparedness for and usage patterns of mobile language learning. ReCALL 20(03): 253–270.
Stockwell G. (2010) Using mobile phones for vocabulary activities: Examining the effect of the platform. Language Learning & Technology 14(2): 95–110.
Sung Y., Chang K., Liu T. (2016) The effects of integrating mobile devices with teaching and learning on students’ learning performance: A meta-analysis and research synthesis. Computers & Education 94: 252–275.
*Suwatarathi O., Orawiwatnakul W. (2015) Using mobile-assisted exercises to support students’ vocabulary skill development. The Turkish Online Journal of Educational Technology 14(1): 179–187.
Taj I. H., Sulan N. B., Sipra M. A., Ahmad W. (2016) Impact of mobile assisted language learning (MALL) on EFL: A meta-analysis. Advances in Language and Literary Studies 7: 2.
Thornton P., Houser C. (2005) Using mobile phones in English education in Japan. Journal of Computer Assisted Learning 21(3): 217–228.
*Tosuna S. (2015) The effects of blended learning on EFL students’ vocabulary. Procedia Social and Behavioral Sciences 199: 641–647.
Wilkins D. (1972) Linguistics in language teaching, London, England: Arnold.
Wong L.-H., Looi C. -K. (2010) Vocabulary learning by mobile-assisted authentic content creation and social meaning-making: Two case studies. Journal of Computer Assisted Learning 26: 421–433.
Wong L. H., Looi C. -K. (2011) What seems do we remove in mobile assisted seamless learning? A critical review of the literature. Computers & Education 57: 2364–2381.
*Wu Q. (2015) Pulling mobile assisted language learning (MALL) into the mainstream: MALL in broad practice. PLoS ONE 10(5): 1–12. doi:10.1371/journal.pone.0128762.
*Yousefzadeh M. (2012) Mobile-based learning vs. paper-based learning and collocation words learning. Journal of Educational and Instructional Studies in the World 2(3): 216–220.
*Zhang H., Song W., Burston J. (2011) Reexamining the effectiveness of vocabulary learning via mobile phones. The Turkish Online Journal of Educational Technology 10(3): 203–214.

Biographies

Hassan Saleh Mahdi is an assistant professor of applied linguistics in the Department of English, University of Bisha, Saudi Arabia. His research interests are computer-assisted language learning, mobile-assisted language learning, and second language vocabulary acquisition. He has published a number of articles related to these topics.

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Article first published online: March 28, 2017
Issue published: March 2018

Keywords

  1. mobile devices
  2. vocabulary learning
  3. mobile-assisted language learning
  4. productive vocabulary
  5. receptive vocabulary
  6. meta-analysis

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Authors

Affiliations

Hassan Saleh Mahdi
College of Science and Arts, University of Bisha, Saudi Arabia

Notes

Hassan Saleh Mahdi, University of Bisha, 61985 Bisha, Saudi Arabia. Email: [email protected]

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