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Multiple Affordances of Language Corpora for Data-driven Learning
Edited by Agnieszka Leńko-Szymańska and Alex Boulton
[Studies in Corpus Linguistics 69] 2015
► pp. 15–36

Data-driven learning and language learning theories

Whither the twain shall meet

| formerly of the Centre for Language Education Hong Kong University of Science and Technology

This chapter discusses various language learning theories underpinning data-driven learning, namely the noticing hypothesis, constructivist learning and Vygotskyan sociocultural theories. A variety of pedagogic initiatives are used to illustrate the relationship between data-driven learning and language learning theories. The paper also reports on experimental studies which examine students’ performance in relation to these three language learning theories as well as learning style preferences. The general consensus from these experimental studies is that while data-driven learning shows promise, additional larger-scale studies of a longitudinal nature are needed to give a more in-depth picture of its beneficial effects.

Keywords: constructivist learning, deductive approach, inductive approach, learning styles, noticing hypothesis, scaffolding, sociocultural theories
Published online: 13 May 2015
DOI logo
https://doi.org/10.1075/scl.69.02flo
References
Bernardini, S
2004 Corpora in the classroom. In How to Use Corpora in Language Teaching [Studies in Corpus Linguistics 12], J.M. Sinclair (ed.), 15–36. Amsterdam: John Benjamins. DOI logoGoogle Scholar
Bloch, J
2008 Technologies in the Second Language Composition Class. Ann Arbor MI: University of Michigan Press.Google Scholar
2009 The design of an online concordancing program for teaching about reporting verbs. Language Learning & Technology 13(1): 59–78.Google Scholar
Boulton, A
2009 Corpora for all? Learning styles and data-driven learning. In Proceedings of 5th Corpus Linguistics Conference, M. Mahlberg, V. González-Díaz & C. Smith (eds). [URL] (13 March 2014).
2010 Learning outcomes from corpus consultation. In Exploring New Paths in Language Pedagogy: Lexis and Corpus-Based Language Teaching, M. Moreno Jaén, F. Serrano Valverde & M. Calzada Pérez (eds), 129–144. London: Equinox.Google Scholar
2011 Language awareness and medium-term benefits of corpus consultation. In New Trends in Corpus Assisted Language Learning: Working Together, A. Gimeno Sanz (ed.), 39–46. Madrid: Macmillan ELT.Google Scholar
2012 Corpus consultation for ESP: A review of empirical research. In Corpus-Informed Research and Learning in ESP [Studies in Corpus Linguistics 52], A. Boulton, S. Carter-Thomas & E. Rowley-Jolivet (eds), 261–291. Amsterdam: John Benjamins. DOI logoGoogle Scholar
Carter, R. & McCarthy, M
1995 Grammar and the spoken language. Applied Linguistics 16(2): 141–158. DOI logoGoogle Scholar
Chambers, A
2007 Popularising corpus consultation by language learners and teachers. In Corpora in the Foreign Language Classroom, E. Hidalgo, L. Quereda & J. Santana (eds), 3–16. Amsterdam: Rodopi. DOI logoGoogle Scholar
2010 What is data-driven learning? In The Routledge Handbook of Corpus Linguistics, A. O’Keeffe & M. McCarthy (eds), 345–358. London: Routledge. DOI logoGoogle Scholar
Chan, P.-T., & Liou, H.-C
2005 Effects of web-based concordancing instruction of EFL students’ learning of verb-noun collocations. Computer Assisted Language Learning 18(3): 231–251. DOI logoGoogle Scholar
Chang, P
2012 Using a stance corpus to learn about effective authorial stance-taking: A textlinguistic approach. ReCALL 24(2): 209–236. DOI logoGoogle Scholar
Chau, M.H
2003 Contextualising language learning: The role of a topic- and genre- specific pedagogic corpus. TESL Reporter 36(2): 42–54.Google Scholar
2012 Learner corpora and second language acquisition. In Corpus Applications in Applied Linguistics, K. Hyland, M.H. Chau & M. Handford (eds), 191–207. London: Continuum.Google Scholar
Chujo, K., Anthony, L. & Oghigian, K
2009 DDL for the EFL classroom: Effective uses of a Japanese-English parallel corpus and the development of a learner-friendly, online parallel concordancer. In Proceedings of 5th Corpus Linguistics Conference, M. Mahlberg, V. González-Díaz & C. Smith (eds). [URL] (13 March 2014).
Chujo, K. & Oghigian, K
2012 DDL for EFL beginners: A report on student gains and views on paper-based concordancing and the role of L1. In Input, Process and Product: Developments in Teaching and Language Corpora, J. Thomas & A. Boulton (eds), 169–182. Brno: Masaryk University Press.Google Scholar
Cobb, T
1999 Breadth and depth of lexical acquisition with hands-on concordancing. Computer Assisted Language Learning 12(4): 345–360. DOI logoGoogle Scholar
2006 Constructivism. In Encyclopedia of Language and Linguistics, 2nd ed., Vol. 3: Foundations of Linguistics, K. Brown (ed.), 85–88. Oxford: Elsevier. DOI logoGoogle Scholar
Collentine, J
2000 Insights into the construction of grammatical knowledge provided by user-behaviour tracking technologies. Language Learning & Technology 36: 45–60.Google Scholar
Conrad, S
2005 Corpus linguistics and L2 teaching. In Handbook of Research in Second Language Teaching and Learning, E. Hinkel (ed.), 393–409. Hillsdale NJ: Lawrence Erlbaum Associates.Google 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. DOI logoGoogle Scholar
2006 Selective attention and transfer phenomena in L2 acquisition: Contingency, cue competition, salience, interference, overshadowing, blocking, and perceptual learning. Applied Linguistics 27: 164–194. DOI logoGoogle Scholar
2008 Usage-based and form-focused SLA: The implicit and explicit learning of constructions. In Language in the Context of Use: Cognitive and Discourse Approaches to Language and Language Learning, A. Tyler, Y. Kim & M. Takada (eds), 93–120. Amsterdam: Mouton de Gruyter.Google Scholar
Felder, R. & Henriques, E
1995 Learning and teaching styles in foreign and second language education. Foreign Language Annals 28(1): 21–31. DOI logoGoogle Scholar
Felder, R. & Silverman, L
1988 Learning and teaching styles in engineering education. Engineering Education 78(7): 674–681.Google Scholar
Flowerdew, J
2009 Corpora in language teaching. In The Handbook of Language Teaching, M. Long & C. Doughty (eds), 327–350. London: Wiley-Blackwell. DOI logoGoogle Scholar
Flowerdew, L
2007 Pedagogic applications of corpora: A critical evaluation. Invited public lecture at the Hong Kong Association for Applied Linguistics, 5 March 2007.
2008 Corpus linguistics for academic literacies mediated through discussion activities. In The Oral/Literate Connection: Perspectives on L2 Speaking, Writing and Other Media Interactions, D. Belcher & A. Hirvela (eds), 268–287. Ann Arbor MI: University of Michigan Press.Google Scholar
2009 Applying corpus linguistics to pedagogy: A critical evaluation. International Journal of Corpus Linguistics 14(3): 393–417. DOI logoGoogle Scholar
2012a Corpora and Language Education. London: Palgrave Macmillan.Google Scholar
2012b Exploiting a corpus of business letters from a phraseological, functional perspective. ReCALL 24(2): 152–168. DOI logoGoogle Scholar
2012c Corpora in the classroom: An applied linguistic perspective. In Corpus Applications in Applied Linguistics, K. Hyland, M.H. Chau & M. Handford (eds), 208–224. London: Continuum.Google Scholar
Gao, Z.-M
2011 Exploring the effects and use of a Chinese-English parallel concordance. Computer Assisted Language Learning 24(3): 255–275. DOI logoGoogle Scholar
Gaskell, D. & Cobb, T
2004 Can learners use concordance feedback for writing errors? System 32(3): 301–319. DOI logoGoogle Scholar
Hahn, A
2000 Grammar at its best: The development of a rule- and corpus-based grammar of English tenses. In Rethinking Language Pedagogy from a Corpus Perspective, L. Burnard & T. McEnery (eds), 193–205. Frankfurt: Peter Lang.Google Scholar
Huang, L.-S
2011 Language learners as language researchers: The acquisition of English grammar through a corpus-aided discovery learning approach mediated by intra- and interpersonal dialogues. In Corpus-Based Studies in Language Use, Language Learning and Language Documentation, J. Newman, H. Baayen & S. Rice (eds), 91–122. Amsterdam: Rodopi.Google Scholar
Johansson, S
2009 Some thoughts on corpora and second language acquisition. In Corpora and Language Teaching [Studies in Corpus Linguistics 33], K. Aijmer (ed.), 33–44. Amsterdam: John Benjamins. DOI logoGoogle Scholar
Johns, T
1991 Should you be persuaded: Two examples of data-driven learning. In Classroom Concordancing, T. Johns & P. King (eds), English Language Research Journal 4: 1–16.Google Scholar
1997 Contexts: The background, development and trialling of a concordance-based CALL program. In Teaching and Language Corpora, A. Wichmann, S. Fligelstone, T. McEnery & G. Knowles (eds), 100–115. Harlow: Addison Wesley Longman.Google Scholar
Johns, T., Lee, H.-C. & Wang, L
2008 Integrating corpus-based CALL programs in teaching English through children’s literature. Computer Assisted Language Learning 21(5): 483–506. DOI logoGoogle Scholar
Kennedy, C. & Miceli, T
2010 Corpus-assisted creative writing: Introducing intermediate Italian students to a corpus as a reference resource. Language Learning & Technology 14(1): 28–44.Google Scholar
Kirschner, P., Sweller, J. & Clark, R
2006 Why minimal guidance during instruction does not work: An analysis of the failure of constructivist, discovery, problem-based, experiential, and inquiry-based teaching. Educational Psychologist 41(2): 75–86. DOI logoGoogle Scholar
Krashen, S
1981 Second Language Acquisition and Second Language Learning. New York: Prentice Hall.Google Scholar
Leech, G
1997 Teaching and language corpora: A convergence. In Teaching and Language Corpora, A. Wichmann, S. Fligelstone, T. McEnery & G. Knowles (eds), 1–23. Harlow: Addison Wesley Longman.Google Scholar
McCarthy, M
1998 Spoken Language and Applied Linguistics. Cambridge: CUP.Google Scholar
McGroarty, M
1998 Constructive and constructivist challenges for applied linguistics. Language Learning 48: 591–622. DOI logoGoogle Scholar
McEnery, T. & Wilson, A
1997 Teaching and language corpora. ReCALL 9(1): 5–14. DOI logoGoogle Scholar
Milton, J
2004 From parrots to puppet masters: Fostering creative and authentic language use with online tools. In Distance Education and Languages: Evolution and Change, B. Homberg, M. Shelley & C. White (eds), 242–257. Clevedon: Multilingual Matters.Google Scholar
Milton, J. & Cheng, V
2010 A toolkit to assist L2 learners become independent writers. In Proceedings of the NAAACL HLT 2010 Workshop on Computational Linguistics and Writing . [URL] (11 March, 2014).
O’Keeffe, A., McCarthy, M. & Carter, R
2007 From Corpus to Classroom. Cambridge: CUP. DOI logoGoogle 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. DOI logoGoogle Scholar
Papp, S
2007 Inductive learning and self-correction with the use of learner and reference corpora. In Corpora in the Foreign Language Classroom, E. Hidalgo, L. Quereda & J. Santana (eds), 207–220. Amsterdam: Rodopi. DOI logoGoogle Scholar
Pienemann, M
1989 Is language teachable? Psycholinguistic experiments and hypotheses. Applied Linguistics 10: 217–244. DOI logoGoogle Scholar
1998 Language Processing and Second Language Development: Processability Theory [Studies in Bilingualism 15]. Amsterdam: John Benjamins. DOI logoGoogle Scholar
Robinson, P
1997 Individual differences and the fundamental similarity of implicit and explicit adult second language learning. Language Learning 47(1): 45–99. DOI logoGoogle Scholar
Römer, U
2008 Corpora and language teaching. In Corpus Linguistics: An International Handbook, Vol. 1, A. Lüdeling & M. Kytö (eds), 112–131. Berlin: Walter de Gruyter.Google Scholar
Schmidt, R
1990 The role of consciousness in second language learning. Applied Linguistics 11(2): 129–158. DOI logoGoogle Scholar
1993 Awareness and second language acquisition. Annual Review of Applied Linguistics 13: 206–226. DOI logoGoogle Scholar
2001 Attention. In Cognition and Second Language Instruction, P. Robinson (ed.), 3–32. Cambridge: CUP. DOI logoGoogle Scholar
2010 Attention, awareness and individual differences in language learning. In Proceedings of CLaSIC 2010, W.M. Chan, S. Chi, K.N. Cin, J. Istanto, M. Nagami, J.W. Sew, T. Suthiwan & I. Walker (eds), 721–737. Singapore: National University of Singapore, Centre for Language Studies.Google Scholar
Schmied, J
2006 Corpus linguistics and grammar learning: Tutor vs. learner perspectives. In Corpus Technology and Language Pedagogy, S. Braun, K. Kohn & J. Mukherjee (eds), 87–106. Frankfurt: Peter Lang.Google Scholar
Sinclair, J. McH
1991 Corpus, Concordance, Collocation. Oxford: OUP.Google Scholar
Sun, Y.-C. & Wang, L.-Y
2003 Concordancers in the EFL classroom: Cognitive approaches and collocation difficulty. Computer Assisted Language Learning 16(1): 83–94. DOI logoGoogle Scholar
Swain, M
1985 Communicative competence: Some roles of comprehensible input and comprehensible output in its development. In Input in Second Language Acquisition, S. Gass & C. Madden (eds), 235–256. New York, NY: Newbury House.Google Scholar
1995 Three functions of output in second language learning. In Principle and Practice in Applied Linguistics: Studies in Honor of H.G. Widdowson, G. Cook & B. Seidlhofer (eds), 125–144. Oxford: OUP.Google Scholar
1998 Focus on form through conscious reflection. In Focus on Form in Second Language Acquisition, C. Doughty & J. Williams (eds), 64–81. Cambridge: CUP.Google Scholar
2006 Languaging, agency and collaboration in advanced second language learning. In Advanced Language Learning: The Contributions of Halliday and Vygotsky, H. Byrnes (ed.), 95–108. London: Continuum.Google Scholar
Tribble, C
2012 Corpora in the language teaching classroom. In The Encyclopedia of Applied Linguistics, C. Chapelle (ed.). Oxford: Blackwell. DOI logoGoogle Scholar
Truscott, J
1998 Noticing in second language acquisition: A critical review. Second Language Research 14: 103–135. DOI logoGoogle Scholar
Turnbull, J. & Burston, J
1998 Towards independent concordance work for students: Lessons from a case study. ON-CALL 12(2): 10–21.Google Scholar
Vygotsky, L
1934/1986 Thought and Language. Cambridge MA: The MIT Press.Google Scholar
Weissberg, R
2008 Critiquing the Vygotskyan approach to L2 literacy. In The Oral/Literate Connection: Perspectives on L2 Speaking, Writing and Other Media Interactions, D. Belcher & A. Hirvela (eds), 26–45. Ann Arbor MI: University of Michigan Press.Google Scholar
Widdowson, H.G
2000 On the limitations of linguistics applied. Applied Linguistics 21(1): 3–25. DOI logoGoogle Scholar
Widmann, J., Kohn, K. & Ziai, R
2011 The SACODEYL search tool: Exploiting corpora for language learning purposes. In New Trends in Corpora and Language Learning, A. Frankenberg-Garcia, L. Flowerdew & G. Aston (eds), 167–178. London: Continuum.Google Scholar
Williams, J
2008 The speaking-writing connection in second language and academic literacy development. In The Oral/Literate Connection: Perspectives on L2 Speaking, Writing and Other Media Interactions, D. Belcher & A. Hirvela (eds), 10–25. Ann Arbor MI: University of Michigan Press.Google Scholar
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