Chapter published in:
Beyond Concordance Lines: Corpora in language education
Edited by Pascual Pérez-Paredes and Geraldine Mark
[Studies in Corpus Linguistics 102] 2021
► pp. 35–56

Chapter 2
Data-driven learning, theories of learning and second language acquisition

In search of intersections

| Mary Immaculate College, University of Limerick
This chapter focuses on the need to address both theories of learning and theories of language acquisition in data-driven learning (DDL) research. While it recognises that there has been so much worthwhile research work on DDL which has shed so much light on the value of DDL, it is still not a mainstream methodology. The chapter argues that by understanding better the variations in pedagogical underpinnings and ontologies, DDL research can better pinpoint what works within specified variables. Additionally, the paper argues strongly for engagement with ongoing research in second language acquisition (SLA), especially from a usage-based perspective because there are so many resonances for DDL in terms of the centrality of the role of frequently experienced syntactic regularities in learning.
Keywords: data-driven learning, second language acquisition, usage-based theory
Article outline
  • Introduction
  • Theoretical positions and motifs in DDL
  • Second language acquisition and DDL
  • UB-based micro-insights into patterns of learning and how this might inform DDL
  • Conclusion
  • References
Published online: 22 December 2021
https://doi.org/10.1075/scl.102.02oke
References
Allan, R.
(2009) Can a graded reader corpus provide ‘authentic’ input? ELT Journal, 63(1), 23–32. CrossrefGoogle Scholar
Bernardini, S.
(2004) Corpora in the classroom. An overview and some reflections on future developments. In J. Sinclair (Ed.), How to use corpora in language teaching (pp. 15–36). John Benjamins. CrossrefGoogle Scholar
Boulton, A.
(2010) Data-driven learning: Taking the computer out of the equation. Language Learning, 60(3), 534–572. CrossrefGoogle Scholar
Boulton, A., & Cobb, T.
(2017) Corpus use in language learning: A meta-analysis. Language Learning, 67(2), 348–393. CrossrefGoogle Scholar
Bybee, J. L.
(2008) Usage-based grammar and second language acquisition. In P. Robinson & N. C. Ellis (Eds.), Handbook of cognitive linguistics and second language acquisition (pp. 216–236). Routledge.Google Scholar
Cobb, T.
(2005) Constructivism, applied linguistics, and language education. In K. Brown (Ed.), Encyclopedia of language and linguistics (Vol. 3, 2nd ed., pp. 5–88). Elsevier.Google Scholar
De Smet, H., & Cuyckens, H.
(2007) Diachronic aspects of complementation: Constructions, entrenchment and the matching-problem. In C. Cain & G. Russom (Eds.), Studies in the history of the English language III: Managing Chaos: Strategies for identifying change in English (pp. 1–37). De Gruyter Mouton. CrossrefGoogle Scholar
Ellis, N. C.
(2002) Frequency effects in language processing a review with implications for theories of implicit and explicit language acquisition. Studies in Second Language Acquisition, 24, 143–188. CrossrefGoogle Scholar
(2003) Constructions, chunking, and connectionism: The emergence of second language structure. In C. Doughty & M. H. Long (Eds.), Handbook of second language acquisition (pp. 33–68). Blackwell. CrossrefGoogle Scholar
(2012) Frequency effects. In P. Robinson (Ed.), The Routledge encyclopedia of second language acquisition (pp. 260–265). Routledge.Google Scholar
Ellis, N. C., & Larsen-Freeman, D.
(2006) Language emergence: Implications for applied linguistics. Introduction to the special issue. Applied Linguistics, 27(4), 558–589. CrossrefGoogle Scholar
Flowerdew, L.
(2015) Data-driven learning and language learning theories: Whither the twain shall meet. In A. Leńko-Szymańska & A. Boulton (Eds.), Multiple affordances of language corpora for data-driven learning (pp. 15–36). John Benjamins. CrossrefGoogle Scholar
Gabrielatos, C.
(2005) Corpora and language teaching: Just a fling or wedding bells? Teaching English as a Second or Foreign Language, 8(4), 1–34.Google Scholar
Geertzen, J., Alexopoulou, T., & Korhonen, A.
(2013) Automatic linguistic annotation of large scale L2 databases: The EF-Cambridge Open Language Database (EFCamDat). In Proceedings of the Conference ICT for Language Learning 2013, R. T. Miller (Ed.), Florence, Italy.Google Scholar
Granger, S., Gilquin, G., & Meunier, F.
(Eds.) (2015) Cambridge handbook of learner corpus research. Cambridge University Press. CrossrefGoogle Scholar
Huang, L.
(2011) Corpus-aided language learning. ELT Journal, 65(4), 481–484. CrossrefGoogle Scholar
Johansson, S.
(2009) Some thoughts on corpora and second-language acquisition. In K. Aijmer (Ed.), Corpora and language teaching (pp. 33–44). John Benjamins. CrossrefGoogle Scholar
Johns, T.
(1994) From printout to handout: Grammar and vocabulary teaching in the context of data-driven learning. In T. Odlin (Ed.), Perspectives on pedagogical grammar (pp. 293–313). Cambridge University Press. CrossrefGoogle Scholar
Johns, T., & King, P.
(1991) Classroom concordancing. English Language Research Journal 4, 17–25.Google Scholar
Kennedy, C., & Miceli, T.
(2001) An evaluation of intermediate students’ approaches to corpus investigation. Language Learning & Technology, 5(3), 77–90.Google Scholar
(2017) Cultivating effective corpus use by language learners. Computer Assisted Language Learning, 30(1–2), 91–114. CrossrefGoogle Scholar
Lantolf, J. P., & Ahmed, M. K.
(1989) Psycholinguistic perspectives on interlanguage variation: A Vygotskyan analysis. In S. M. Gass et al. (Eds.), Variation in second language acquisition: Psycholinguistic issues (pp. 93–108). Multilingual Matters.Google Scholar
Lantolf, J. P., & Appel, G.
(Eds.) (1994) Vygotskian approaches to second language research. Ablex.Google Scholar
Lee, H., Warschauer, M., & Lee, J. H.
(2019) The effects of corpus use on second language vocabulary learning: A multilevel meta-analysis. Applied Linguistics, 40(5), 721–753. CrossrefGoogle Scholar
Meunier, F.
(2020) A case for constructive alignment in DDL: Rethinking outcomes, practices and assessment in (data-driven) language learning. In P. Crosthwaite (Ed.), Data-driven learning for the next generation. Corpora and DDL for pre-tertiary learners (pp. 13–30). Routledge.Google Scholar
Mukherjee, J.
(2006) Corpus linguistics and language pedagogy: The state of the art – and beyond. In S. Braun, K. Kohn, & J. Mukherjee (Eds.), Corpus technology and language pedagogy (pp. 5–24). Peter Lang.Google Scholar
O’Keeffe, A.
(2020) Data-driven learning – A call for a broader research gaze. Language Teaching, 1–14. CrossrefGoogle Scholar
O’Keeffe, A., M. J. McCarthy, & R. Carter
(2007) From corpus to classroom: Language use and language teaching. Cambridge University Press. CrossrefGoogle Scholar
O’Sullivan, Í.
(2007) Enhancing a process-oriented approach to literacy and language learning: The role of corpus consultation literacy. ReCALL, 19(3), 269–286. CrossrefGoogle Scholar
Pérez-Paredes, P.
(2010) Corpus linguistics and language education in perspective: Appropriation and the possibilities scenario. In T. Harris & M. Moreno Jaén (Eds.), Corpus linguistics in language teaching (pp. 53–73). Peter Lang.Google Scholar
(2019) A systematic review of the uses and spread of corpora and data-driven learning in CALL research during 2011–2015. Computer Assisted Language Learning. CrossrefGoogle Scholar
Pérez-Paredes, P., Mark, G., & O’Keeffe, A.
(2020) The impact of usage-based approaches on second language learning and teaching. Cambridge University Press.Google Scholar
Poole, R.
(2018) A guide to using corpora for English language learners. Edinburgh University Press.Google Scholar
Römer, U.
(2006) Pedagogical applications of corpora: Some reflections on the current scope and a wish list for future developments. Zeitschrift für Anglistik und Amerikanistik, 542, 121–134. CrossrefGoogle Scholar
(2019) A corpus perspective on the development of verb constructions in second language learners. International Journal of Corpus Linguistics, 24(3), 268–290. CrossrefGoogle Scholar
Schmidt, R.
(1990) The role of consciousness in second language learning. Applied Linguistics, 11(2), 129–158. CrossrefGoogle Scholar
(2001) Attention. In P. Robinson (Ed.), Cognition and second language instruction (pp. 3–32). Cambridge University Press. CrossrefGoogle Scholar
Smart, J.
(2014) The role of guided induction in paper-based data-driven learning. ReCALL, 26(2), 184–201. CrossrefGoogle Scholar
Tomasello, M.
(2003) Constructing a language: A usage-based theory of language acquisition. Harvard University Press.Google Scholar
Tribble, C.
(2008) From corpus to classroom: Language use and language teaching. ELT Journal, 62, 213–216. CrossrefGoogle Scholar
Widdowson, H. G.
(1990) Aspects of language teaching. Oxford University Press.Google Scholar
Wulff, S., & Ellis, N. C.
(2018) Usage-based approaches to SLA. In D. Miller, F. Bayram, J. Rothman, & L. Serratrice (Eds.), Bilingual cognition and language: The state of the science across its subfields (pp. 37–56). John Benjamins. CrossrefGoogle Scholar