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Enhancing writing pedagogy with learner corpus data
Abstract
Learner corpora have become prominent in language teaching and learning, enhancing data-driven learning (DDL) pedagogy by promoting ‘learning driven data’ in the classroom. This study explores the potential of a local learner corpus by investigating the effects of two types of DDL activities, one relying on a native-speaker corpus (NSC) and the second combining native-speaker and learner corpora. Both types of activities aimed at improving second language writers’ knowledge of linking adverbials and were based on a preliminary analysis of adverbial use in the local learner corpus produced by 31 study participants. Quantitative and qualitative data, obtained from writing samples, pre/post-tests, and questionnaires, were converged through concurrent triangulation. The results showed an increase in frequency, diversity and accuracy in all participants’ use of adverbials, but more significant improvement was made by the students who were exposed to the corpus containing their own writing. The findings of this study are thus interpreted as suggestive that combining learner and native-speaker data is a feasible and effective practice, which can be readily integrated in DDL-based instruction with positive impact.
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“This resonates with Cotos (2014) caution that learner corpora can normalise suboptimal habits if not balanced with richer models and explicit metalinguistic discussion.”
From A New Era with Artificial Intelligence Powered Learner Corpora for Teaching and Learning of English as a Second Language in Primary School Education (2025) · cites this paper as Cotos, 2014
Citations
Cites
Research Design: Qualitative, Quantitative, and Mixed Methods Approaches
Creswell, J. W. (1994) · Cited by 35,213
Research design: qualitative, quantitative, and mixed methods approaches
Caldas, M. (2003) · Revista de Administração Contemporânea · doi:10.1590/s1415-65552003000100015 · Cited by 18,688
REMEMBERING: A STUDY IN EXPERIMENTAL AND SOCIAL PSYCHOLOGY
Bartlett, F. C., & Burt, C. (1933) · British Journal of Educational Psychology · doi:10.1111/j.2044-8279.1933.tb02913.x · Cited by 7,475
Longman Grammar of Spoken and Written English
Biber, D., & Quirk, R. (1999) · TESOL Quarterly · doi:10.2307/3587792 · Cited by 2,766
Bartlett, F. C., & Kintsch, W. (1995) · Cambridge University Press eBooks · doi:10.1017/cbo9780511759185 · Cited by 2,408
KENYON, D. M., Bachman, L. F., & Palmer, A. S. (1998) · Modern Language Journal · doi:10.2307/328718 · Cited by 2,323
Metadiscourse in Academic Writing: A Reappraisal
Hyland, K. (2004) · Applied Linguistics · doi:10.1093/applin/25.2.156 · Cited by 1,241 · cited 1×
“…LAs; underuse result and contrast LAs; misuse adverbial functions; employ fewer LA types; and use them inappropriately (Altenberg & Tapper, 1998; Blagoeva, 2002; Chen, 2006; Flowerdew, 1998; Granger & Tyson, 1996; He, 2002; Hyland, 2004; Hyland & Tse, 2004; Lei, 2012; Shaw, 2009; Tankó, 2004).”
Questionnaires in Second Language Research: Construction, Administration, and Processing
Dörnyei, Z. (2002) · Thammasat University Digital Collections · Cited by 1,124
Disciplinary interactions: metadiscourse in L2 postgraduate writing
Hyland, K. (2004) · Journal of Second Language Writing · doi:10.1016/j.jslw.2004.02.001 · Cited by 691
Learner English on computer. Ed. by Sylviane Granger. London: Longman, 1998. Pp. xxii, 228.
McCreary, D. R. (1999) · Language · doi:10.2307/417774 · Cited by 559
The Routledge Handbook of Corpus Linguistics
O’Keeffe, A. (2010) · Routledge eBooks · doi:10.4324/9780203856949 · Cited by 497
QUESTIONNAIRES IN SECOND LANGUAGE RESEARCH: CONSTRUCTION, ADMINISTRATION, AND PROCESSING
Kouritzin, S. G. (2004) · Studies in Second Language Acquisition · doi:10.1017/s027226310423306x · Cited by 472
Computer Learner Corpora, Second Language Acquisition and Foreign Language Teaching
(2002) · Language learning and language teaching · doi:10.1075/lllt.6 · Cited by 460
ESL student attitudes toward corpus use in L2 writing
Yoon, H., & Hirvela, A. (2004) · Journal of Second Language Writing · doi:10.1016/j.jslw.2004.06.002 · Cited by 389
Connector usage in the English essay writing of native and non‐native EFL speakers of English
Granger, S., & Petch-Tyson, S. (1996) · World Englishes · doi:10.1111/j.1467-971x.1996.tb00089.x · Cited by 387
Granger, S. (2014) · Routledge eBooks · doi:10.4324/9781315841342 · Cited by 349
From CA to CIA and back: An integrated approach to computerized bilingual and learner corpora
Granger, S. (1996) · Digital Access to Libraries (Université catholique de Louvain (UCL), l'Université de Namur (UNamur) and the Université Saint-Louis (USL-B)) · Cited by 339
(2008) · Studies in corpus linguistics · doi:10.1075/scl.33 · Cited by 286
Data‐Driven Learning: Taking the Computer Out of the Equation
Boulton, A. (2010) · Language Learning · doi:10.1111/j.1467-9922.2010.00566.x · Cited by 276
Testing the limits of data-driven learning: language proficiency and training
Boulton, A. (2009) · ReCALL · doi:10.1017/s0958344009000068 · Cited by 258
Learner corpora: The missing link in EAP pedagogy
Gilquin, G., Granger, S., & Paquot, M. (2007) · Journal of English for Academic Purposes · doi:10.1016/j.jeap.2007.09.007 · Cited by 234
HOW TO USE CORPORA IN LANGUAGE TEACHING
Swales, J. M. (2006) · Studies in Second Language Acquisition · doi:10.1017/s0272263106270050 · Cited by 217
Computer Learner Corpus Research: Current Status and Future Prospects
Granger, S. (2004) · BRILL eBooks · doi:10.1163/9789004333772_008 · Cited by 206
Granger, S. (2008) · Studies in corpus linguistics · doi:10.1075/scl.33.04gra · Cited by 187
Academic Writing: At the Interface of Corpus and Discourse
Leedham, M. (2010) · System · doi:10.1016/j.system.2010.06.008 · Cited by 185
The use of adverbial connectors in advanced Swedish learners' written English
Altenberg, B., & Tapper, M. (2014) · Routledge eBooks · doi:10.4324/9781315841342-6 · Cited by 181
(2001) · Studies in corpus linguistics · doi:10.1075/scl.5 · Cited by 178
In the classroom: Corpora in the classroom
Bernardini, S. (2004) · Studies in corpus linguistics · doi:10.1075/scl.12.05ber · Cited by 172
Charles, M. (2007) · Journal of English for Academic Purposes · doi:10.1016/j.jeap.2007.09.009 · Cited by 166
Integrating corpus work into secondary education: From data-driven learning to needs-driven corpora
Braun, S. (2007) · ReCALL · doi:10.1017/s0958344007000535 · Cited by 146
Learner corpora: Learner corpora and their potential for language teaching
Nesselhauf, N. (2004) · Studies in corpus linguistics · doi:10.1075/scl.12.11nes · Cited by 141
(2004) · Studies in corpus linguistics · doi:10.1075/scl.17 · Cited by 131
Belz, J. A., & Vyatkina, N. (2005) · Canadian Modern Language Review/ La Revue canadienne des langues vivantes · doi:10.1353/cml.2005.0038 · Cited by 128
The use of conjunctive adverbials in the academic papers of advanced Taiwanese EFL learners
Chen, C. W. (2006) · International Journal of Corpus Linguistics · doi:10.1075/ijcl.11.1.05che · Cited by 123
Exploring New Directions for Discovery Learning
Bernardini, S. (2002) · BRILL eBooks · doi:10.1163/9789004334236_015 · Cited by 120
Linking adverbials in academic writing on applied linguistics by Chinese doctoral students
Lei, L. (2012) · Journal of English for Academic Purposes · doi:10.1016/j.jeap.2012.05.003 · Cited by 103
Tracking learners' actual uses of corpora: guided vs non-guided corpus consultation
Pérez-Paredes, P., Sánchez-Tornel, M., Calero, J. M. A., & Jiménez, P. A. (2011) · Computer Assisted Language Learning · doi:10.1080/09588221.2010.539978 · Cited by 97
Some thoughts on corpora and second-language acquisition
Johansson, S. (2008) · Studies in corpus linguistics · doi:10.1075/scl.33.05joh · Cited by 91
Green, C. F., Christopher, E. R., & Mei, J. L. K. (2000) · English for Specific Purposes · doi:10.1016/s0889-4906(98)00014-3 · Cited by 90
Exploring Corpus Linguistics: Language in Action
Cheng, W. (2011) · doi:10.4324/9780203802632 · Cited by 88
Pedagogy and local learner corpora
Seidlhofer, B. (2002) · Language learning and language teaching · doi:10.1075/lllt.6.14sei · Cited by 87
Academic Writing : At the Interface of Corpus and Discourse
(2009) · Bloomsbury Academic eBooks · doi:10.5040/9781474211703 · Cited by 83
The design of an online concordancing program for teaching about reporting verbs
Bloch, J. (2009) · Language learning & technology · doi:10.64152/10125/44168 · Cited by 81
Applied corpus linguistics : a multidimensional perspective
Connor, U., & Upton, T. A. (2004) · Cited by 80
Corpora for Theory and Practice
Barlow, M. (1996) · International Journal of Corpus Linguistics · doi:10.1075/ijcl.1.1.03bar · Cited by 78
13. The exploitation of small learner corpora in EAP materials design
Flowerdew, L. (2001) · Studies in corpus linguistics · doi:10.1075/scl.5.21flo · Cited by 72
An ESL Writer's Collocational Aid
Shei, C.-C., & Pain, H. (2000) · Computer Assisted Language Learning · doi:10.1076/0958-8221(200004)13:2;1-d;ft167 · Cited by 67
Learners’ search patterns during corpus-based focus-on-form activities
Pérez-Paredes, P., Sánchez-Tornel, M., & Calero, J. M. A. (2012) · International Journal of Corpus Linguistics · doi:10.1075/ijcl.17.4.02par · Cited by 62
New Frontiers of Corpus Research
Peters, P. H., Collins, P. C., & Cohen, A. S. (2002) · BRILL eBooks · doi:10.1163/9789004334113 · Cited by 61
Chambers, A. (2010) · Routledge eBooks · doi:10.4324/9780203856949-25 · Cited by 61
A contrastive study of the variation of sentence connectors in academic English
Pastor, M. L. C. (2013) · Journal of English for Academic Purposes · doi:10.1016/j.jeap.2013.04.002 · Cited by 58
TEACHING AND LEARNING BY DOING CORPUS ANALYSIS
Swales, J. M. (2005) · Studies in Second Language Acquisition · doi:10.1017/s027226310522020x · Cited by 58
Flowerdew, L. (1998) · English for Specific Purposes · doi:10.1016/s0889-4906(97)00014-8 · Cited by 57
Exploring Corpus Linguistics: Language in Action
Pan, M., & Fang, X. (2013) · System · doi:10.1016/j.system.2013.07.002 · Cited by 57
Granger, S., Kraif, O., Ponton, C., Antoniadis, G., & Zampa, V. (2007) · ReCALL · doi:10.1017/s0958344007000237 · Cited by 50
Helping ESL Writers Through a Multimodal, Corpus-based, Online Grammar Resource
Hegelheimer, V. (2007) · CALICO Journal · doi:10.1558/cj.v24i1.5-31 · Cited by 38
(2014) · Bloomsbury Academic eBooks · doi:10.5040/9781474211703.ch-011 · Cited by 37
Corpora, Language, Teaching, and Resources : From Theory to Practice
Kübler, N. (2011) · HAL · Cited by 37
Composition: The use of adverbial connectors in Hungarian university students’ argumentative essays
Tankó, G. (2004) · Studies in corpus linguistics · doi:10.1075/scl.12.13tan · Cited by 35
Adverbials of result: Phraseology and functions in the Problem–Solution pattern
Charles, M. (2011) · Journal of English for Academic Purposes · doi:10.1016/j.jeap.2011.01.002 · Cited by 29
Extending the Scope of Corpus-based Research: New Applications, New Challenges
Granger, S., & Petch-Tyson, S. (2003) · Cited by 27
Language awareness and medium-term benefits of corpus consultation
Boulton, A. (2010) · Cited by 25
Exploiting a corpus of business letters from a phraseological, functional perspective
Flowerdew, L. (2012) · ReCALL · doi:10.1017/s0958344012000043 · Cited by 24
Planing, gluing and painting corpora : inside the applied corpus linguist's workshop
Kettemann, B., & Marko, G. (2006) · Cited by 20
Chambers, A. (2015) · Routledge eBooks · doi:10.4324/9780203856949.ch25 · Cited by 18
Milton, J. (2014) · Routledge eBooks · doi:10.4324/9781315841342-14 · Cited by 18
Top-down and Bottom-up Approaches to Corpora in Language Teaching
Osborne, J. (2004) · BRILL eBooks · doi:10.1163/9789004333772_015 · Cited by 16
Marginal prepositions in learner English
Rankin, T., & Schiftner, B. (2011) · International Journal of Corpus Linguistics · doi:10.1075/ijcl.16.3.07ran · Cited by 14
Rodgers, O., Chambers, A., & Baron-Earle, F. L. (2011) · International Journal of Corpus Linguistics · doi:10.1075/ijcl.16.3.06rod · Cited by 12
Some Lessons Students Learn: Self-discovery and Corpora
Pérez-Paredes, P., & Cantos-Gómez, P. (2004) · Studies in corpus linguistics · doi:10.1075/scl.17.18per · Cited by 11
Demonstrative reference as a cohesive device in advanced learner writing: a corpus-based study
Blagoeva, R. (2004) · BRILL eBooks · doi:10.1163/9789004333710_018 · Cited by 11
DIY local learner corpora: Bridging gaps between theory and practice
Millar, N., & Lehtinen, B. (2008) · The JALT CALL Journal · doi:10.29140/jaltcall.v4n2.63 · Cited by 10
Anping, H. (2002) · BRILL eBooks · doi:10.1163/9789004334113_004 · Cited by 10
8. Classroom use of a systemic functional small learner corpus
Ragan, P. H. (2001) · Studies in corpus linguistics · doi:10.1075/scl.5.14rag · Cited by 9
Integrating networked learner oral corpora into foreign language instruction
Pérez-Paredes, P. (2003) · BRILL eBooks · doi:10.1163/9789042029248_019 · Cited by 7
Network: Learner oral corpora and network - based language teaching
Pérez-Paredes, P. (2004) · Studies in corpus linguistics · doi:10.1075/scl.12.18per · Cited by 2
Research works printed but not linked: 8
- Cortes, 2007, Exploring genre and corpora in the English for academic writing class, The ORTESOL Journal, 25, 8
- Bernardini, 2000, Serendipity expanded: Exploring new directions for discovery learning, TaLC 2000
- 10.3138/cmlr.62.1.17 · DOI
- Boulton, 2011, New trends in CALL: Working together
- Ellis, 2005, Analyzing learner language
- Johns, 1991, Should you be persuaded: Two examples of data-driven learning materials, English Language Research Journal, 4, 1
- Granger, 1996, Languages in contrast. Text-based cross-linguistic studies, 37
- Milton, 1998, Learner English on computer, 186
Cited by
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Pérez-Paredes, P. (2019) · Computer Assisted Language Learning · doi:10.1080/09588221.2019.1667832 · Cited by 193
Chen, M., & Flowerdew, J. (2018) · English for Specific Purposes · doi:10.1016/j.esp.2017.11.004 · Cited by 123
A longitudinal multidimensional analysis of EAP writing: Determining EAP course effectiveness
Crosthwaite, P. R. (2016) · Journal of English for Academic Purposes · doi:10.1016/j.jeap.2016.04.005 · Cited by 133
Retesting the limits of data-driven learning: feedback and error correction
Crosthwaite, P. R. (2017) · Computer Assisted Language Learning · doi:10.1080/09588221.2017.1312462 · Cited by 130
Metadata
- Authors
- Cotos, E.
- Affiliations
- Iowa State University (US)
- Corresponding author
- Cotos, Elena
- ORCID
- Cotos, Elena
- Venue
- ReCALL
- Publisher
- Cambridge University Press (CUP)
- Published
- 2014-02-21
- Volume
- 26
- Issue
- 2
- Pages
- 202-224
- ISSN
- 0958-3440 (ISSN-L)
- 1474-0109
- OpenAlex
- W2134547826
- Cited by
- 132
- References
- 76
- Citations by year
- 2026: 3 · 2025: 26 · 2024: 9 · 2023: 12 · 2022: 7 · 2021: 7 · 2020: 10 · 2019: 26 · 2018: 6 · 2017: 12 · 2016: 6 · 2015: 8
- FWCI
- 20.32
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- ReCALL (publishedVersion)
- Topics
- Social Sciences › Psychology › Developmental and Educational Psychology › Second Language Acquisition and Learning
- Social Sciences › Arts and Humanities › Language and Linguistics › EFL/ESL Teaching and Learning
- Social Sciences › Linguistics and Language › Discourse Analysis in Language Studies
- Keywords
- learner corpus, data-driven learning, writing instruction, second language writing, linking adverbials, native speaker corpus, corpus-based instruction, adverbial use
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