Meta-analysis has become increasingly popular in second language acquisition research (SLA) and has provided valuable summative
information about a number of key areas. There are, however, dangers. This article examines a number of key issues that need to be
considered in conducting a meta-analysis – inclusiveness, the heterogeneity of language learners, the definition of the
independent and dependent variables, the need to consider alternative explanations of observed effects, the importance of
examining the quality of the studies included in the analysis, and the apples and oranges problem. These issues are illustrated in
a discussion of number of SLA meta-analyses (e.g. Norris and Ortega, 2000; Plonsky, 2011; Qureshi, 2016; Spada and Tomita, 2010). The article concludes by suggesting a number of factors that
need to be considered in deciding whether to conduct a meta-analysis and when carrying one out. I argue the need for systematic
reviews but suggest that these can often best present their findings in narrative form rather than statistically. I also suggest
that a preliminary narrative account of the findings of s systematic review can indicate whether a meta-analysis is
appropriate.
Berns, M. (1990). ‘Second’ and ‘foreign’ in second language acquisition? Foreign language learning: A sociolinguistic perspectives. In B. VanPatten & J. Lee (Eds), Second language acquisition – foreign language learning (pp. 3–11). Clevedon: Multilingual Matters.
Bialystok, E., & Hakuta, K. (1999). Confounded age: Linguistic and cognitive factors in age differences for second language acquisition. In D. Birdsong (Ed.), Second language acquisition and the critical period hypothesis. Mahwah, NJ: Lawrence Erlbaum Associates.
Birdsong, D. (2006). Age and second language acquisition and processing: A selective overview. In M. Gullberg & P. Indefrey (Eds.), The cognitive neuroscience of second language acquisition (pp. 9–49). Malden, MA: Blackwell.
Borenstein, M., Hedges, L., Higgins, J., & Rothstein, H. (2006). Comprehensive meta-analysis (Version 2.2.027) [Computer software]. Englewood, NJ: Biostat.
Borenstein, M., Hedges, L., Higgins, J., & Rothstein, H. (2009). Introduction to meta-analysis. Hoboken, NJ: John Wiley and Sons.
Cohen, J. (1988). Statistical power analysis for the behavioral sciences (2nd ed.). Hillsdale, NJ: Lawrence Erlbaum Associates.
Cooper, H. (2010). Research synthesis and meta-analysis. Los Angeles, CA: Sage.
DeKeyser, R. (2003). Implicit and explicit learning. In C. Doughty & M. Long (Eds.), The handbook of second language acquisition (pp. 313–348). Malden, MA: Blackwell.
Ellis, R. (1991). Grammar teaching – practice or consciousness-raising. In R. Ellis (Ed.), Second language acquisition and second language pedagogy (pp. 232–241). Clevedon: Multilingual Matters.
Ellis, R. (1997). SLA research and language teaching. Oxford: Oxford University Press.
Ellis, R. (2007). The differential effects of corrective feedback on two grammatical structures. In A. Mackey (Ed.), Conversational interaction and second language acquisition: A series of empirical studies (pp. 339–360). Oxford: Oxford University Press.
Ellis, R. (2012). Second language research and language pedagogy. Malden, MA: Wiley Blackwell.
Ellis, R. (2015). Understanding second language acquisition (2nd ed.). Oxford: Oxford University Press.
Ellis, R. (2015b). Introduction: Complementarity in research syntheses. Applied Linguistics, 36(3), 258–259.
Eysenck, H. (1984). Meta-analysis: An abuse of research integration. Journal of Special Education, 151, 9–11.
Eysenck, H. (1994). Systematic reviews: Meta-analysis and its problems. British Medication Journal, 3091, 789–792.
Glass, G. (1976). Primary, secondary and meta-analysis of Research. Educational Researcher, 51, 3–8.
Glass, S., & Smith, M. (1979). Meta-analysis on class size and achievement. Educational Evolution and Policy Analysis, 11, 2–16.
Goo, J., Granena, G., Novella, M., & Yilmaz, M. (2009). Implicit and explicit instruction in L2 learning: Norris and Ortega (2000) revisited. Paper presented at the Second Language Research Forum. East Lansing, MI.
Johnson, J., & Newport, E. (1989). Critical period effects in second language learning: The influence of maturational state on the acquisition of English as a second language. Cognitive Psychology, 211, 60–99.
Khan, S., Kunz, R., Kleijnen, M., & Antes, G. (2003). Five steps to conducing a systematic review. Journal of the Royal Society of Medicine, 961, 118–121.
Li, S. (2010). The effectiveness of corrective feedback in SLA; A meta-analysis. Language Learning, 601, 309–365.
Li, S., Shitani, N., & Ellis, R. (2013). Doing meta-analysis in SLA: Practices, choices and standards. Contemporary Foreign Language Studies, 3841, 1–17.
Lipsey, M., & Wilson, D. (2001). Practical meta-analysis. Thousand Oaks, CA: Sage.
Long, M. (1988). Maturational constraints on language development. University of Hawai’i Working Papers in ESL, 7(1), 1–53.
Lyster, R., & Saito, K. (2010). Oral feedback in SLA: A meta-analysis. Studies in Second Language Acquisition, 321, 265–302.
Mackey, A., & Goo, J. (2007). Interaction research in SLA: A meta-analysis and research (pp. 407–449). In. A. Mackey (Eds.), Conversational interaction in second language acquisition: A collection of empirical studies (pp. 407–452). Oxford: Oxford University Press.
Norris, J., & Ortega, L. (2000). Effectiveness of L2 instruction: A research synthesis and quantitative meta-analysis. Language Learning, 501, 417–528.
Oswald, L., & Plonsky, L. (2010). Meta-analysis in second language research: Choices and challenges. Annual Review of Applied Linguistics, 301, 85–110.
Plonsky, L. (2011). The effectiveness of second language strategy instruction: A meta-analysis. Language Learning, 611, 993–1038.
Plonsky, L. Personal website downloaded on 31/7/17 from <[URL]>
Plonsky, L., & Oswald, F. (2012). How to do a meta-analysis. In A. Mackey & S. Gass (Eds.), Research methods in second language acquisition: A practical introduction (pp. 275–295). Malden, MA: Blackwell.
Qureshi, M. (2016). A meta-analysis: Age and second language grammar acquisition. System, 601, 147–160.
Ross, S. (1998). Self-assessment in second language testing: A meta-analysis and analysis of experiential factors. Language Testing, 151, 1–20.
Russo, M. (2007). How to review a meta-analysis. Gastroenterology and Hepatology, 3(8), 637–642.
Shintani, N., Li, S., & Ellis, R. (2013). Comprehension-based versus production-based grammar instruction: A meta-analysis of comparative studies. Language Learning, 63(2), 296–329.
Shintani, N. (2015). The effectiveness of processing instruction and production-based instruction on L2 grammar acquisition: A meta-analysis. Applied Linguistics, 36(3), 306–325.
Smith, M., & Glass, G. (1977). Meta-analysis of psychotherapy outcome studies. American Psychology, 321, 752–60.
Smith, M., Glass, G., & Miller, T. (1980). The benefits of psychotherapy. Baltimore, MD: Johns Hopkins Press.
Spada, N., & Lightbown, P. (2008). Form-focused instruction: Isolated or integrated?TESOL Quarterly, 421, 181–207.
Spada, N., & Tomita, Y. (2010). Interactions between type of instruction and type of language feature: A meta-analysis. Language Learning, 601, 268–308.
The International Research Foundation for English language Education. Meta-analyses in language research: A selected bibliography. Downloaded from <[URL]> (31 July, 2017).
Truscott, J. (2007). The effect of error correction on learners’ ability to write accurately. Journal of Second Language Writing, 161, 255–272.
VanPatten, B. (1996). Input processing and grammar instruction in second language acquisition. Norwood, NJ: Ablex.
Walker, E., Hernandez, A., & Katten, M. (2008). Meta-analysis: Its strength and limitations. Cleveland. Clinic Journal of Medicine, 751, 431–439.
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