Developing explicit and implicit L2 knowledge with Duolingo’s input-based features: Case studies of L2 Spanish learning
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Keywords

Duolingo
explicit L2 knowledge
implicit L2 knowledge
podcasts
Spanish learning
stories feature

How to Cite

Brandy, A., & Hiver, P. (2024). Developing explicit and implicit L2 knowledge with Duolingo’s input-based features: Case studies of L2 Spanish learning. Studies in Second Language Learning and Teaching. https://doi.org/10.14746/ssllt.39090

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Abstract

In this single-case study with a quasi-experimental design, we set out to examine the role of two input-based features of the language learning app Duolingo on learners’ development of implicit and explicit second language (L2) knowledge. We investigated the effect of Duolingo’s Stories feature and Podcast feature on two Spanish-L2 learners’ performance on a battery of implicit and explicit L2 knowledge tests. Once a week, over a four-week period using these input-based features, both participants repeatedly performed oral narrative tasks, timed and untimed grammaticality judgment tasks, and metalinguistic knowledge tests. The participant assigned to the Podcast condition showed meager gains in productive implicit knowledge (measured by oral narrative tasks) but decreased in receptive explicit knowledge (measured by untimed grammaticality judgment tasks). The participant assigned to the Stories condition showed a large increase in receptive implicit knowledge of Spanish (measured by timed grammaticality judgment tasks). Neither participant showed meaningful gains in the measure of productive explicit knowledge (measured by metalinguistic knowledge tasks). Although there was a slight increase in receptive explicit knowledge for the participant using Stories, the data from both participants discount the idea that app-based mobile-assisted language learning (MALL) prioritizes receptive explicit L2 knowledge, at least when considering these novel input-based features of Duolingo. These findings add nuance to previous research showing that the primary outcome of MALL app use is receptive explicit L2 knowledge.

https://doi.org/10.14746/ssllt.39090
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References

Ajisoko, P. (2020). The use of Duolingo apps to improve English vocabulary learning. International Journal of Emerging Technologies in Learning, 15(7), 149-155. DOI: https://doi.org/10.3991/ijet.v15i07.13229

Al-Sabbagh, K. W., Bradley, L., & Bartram, L. (2018). Mobile language learning applications for Arabic speaking migrants: A usability per-spective. Language Learning in Higher Education, 9(1), 71-95. DOI: https://doi.org/10.1515/cercles-2019-0004

Andringa, S., & Rebuschat, P. (2015). New directions in the study of implicit and explicit learning: An introduction. Studies in Second Language Acquisition, 37(2), 185-196. DOI: https://doi.org/10.1017/S027226311500008X

Antonia, T. G., & Pierpaolo, L. (2020). E-learning, MALL and LMOOC or a new didactic tendency in foreign language learning: A meta-analysis from 2014 to 2018. Psychology, 11(4), 581-593. DOI: https://doi.org/10.4236/psych.2020.114039

Burston, J. (2015). Twenty years of MALL project implementation: A meta-analysis of learning outcomes. ReCALL, 27(1), 4-20. DOI: https://doi.org/10.1017/S0958344014000159

Chen, X., Meurers, D., & Rebuschat, P. (2022). ICALL offering individually adaptive input: Effects of complex input on L2 development. Language Learning & Technology, 26(1), 1-21.

Chwo, G. S. M., Marek, M. W., & Wu, W. C. V. (2018). Meta-analysis of MALL research and design. System, 74, 62-72. DOI: https://doi.org/10.1016/j.system.2018.02.009

Cross, J. (2014). Promoting autonomous listening to podcasts: A case study. Language Teaching Research, 18(1), 8-32. DOI: https://doi.org/10.1177/1362168813505394

Crowther, D., Kim, K. M., & Loewen, S. (2017). The implementation of ISLA in MALL technology: An investigation into the potential effectiveness of Duolingo. MSU Working Papers in SLS, 8, 20-39.

de Vos, J. F., Schriefers, H., Nivard, M. G., & Lemhöfer, K. (2018). A meta-analysis and meta-regression of incidental second language word learning from spoken input. Language Learning, 68(4), 906-941. DOI: https://doi.org/10.1111/lang.12296

DeKeyser, R. (2017). Knowledge and skill in ISLA. In S. Loewen & M. Sato (Eds.), The Routledge handbook of instructed second language acquisition (pp. 15-32). Routledge. DOI: https://doi.org/10.4324/9781315676968-2

Ellis, R. (2005). Measuring implicit and explicit knowledge of a second language. Studies in Second Language Acquisition, 27(2), 141-172. DOI: https://doi.org/10.1017/S0272263105050096

Ellis, R., & Roever, C. (2021). The measurement of implicit and explicit knowledge. Language Learning Journal, 49(2), 160-175. DOI: https://doi.org/10.1080/09571736.2018.1504229

Fouz-González, J. (2019). Podcast-based pronunciation training: Enhancing FL learners’ perception and production of fossilized segmental features. ReCALL, 31(2), 150-159. DOI: https://doi.org/10.1017/S0958344018000174

García Botero, G., Questier, F., & Zhu, C. (2019). Self-directed language learning in a mobile-assisted, out-of-class context: Do students walk the talk? Computer Assisted Language Learning, 32(1-2), 71-97. DOI: https://doi.org/10.1080/09588221.2018.1485707

Godfroid, A. (2022). Hypotheses about the interface between explicit and implicit knowledge in second language acquisition. In A. Godfroid & H. Hopp (Eds.), The Routledge handbook of second language acquisition and psycholinguistics (pp. 294-307). Routledge. DOI: https://doi.org/10.4324/9781003018872-28

Hasan, M. M., & Hoon, T. B. (2013). Podcast applications in language learning: A review of recent studies. English Language Teaching, 6(2), 128-135. DOI: https://doi.org/10.5539/elt.v6n2p128

Isbell, D. R., Rawal, H., Oh, R., & Loewen, S. (2017). Narrative perspectives on self-directed foreign language learning in a computer- and mobile-assisted language learning context. Languages, 2(2), 4. DOI: https://doi.org/10.3390/languages2020004

Jiang, X., Rollinson, J., Plonsky, L., & Pajak, B. (2020). Duolingo efficacy study: Beginning-level courses equivalent to four university semes-ters. Duolingo Research Report DRR-20-04.

Kang, E. Y., Sok, S., & Han, Z. (2019). Thirty-five years of ISLA on form-focused instruction: A meta-analysis. Language Teaching Research, 23(4), 428-453. DOI: https://doi.org/10.1177/1362168818776671

Krashen, S. (2014). Does Duolingo “trump” university-level language learning? International Journal of Foreign Language Teaching, 9(1), 13-15.

Kukulska-Hulme, A., Lee, H., & Norris, L. (2017). Mobile learning revolution: Implications for language pedagogy. In C. Chapelle & S. Sauro (Eds.), The handbook of technology and second language teaching and learning (pp. 217-233). Wiley-Blackwell. DOI: https://doi.org/10.1002/9781118914069.ch15

Kukulska-Hulme, A., & Viberg, O. (2018). Mobile collaborative language learning: State of the art. British Journal of Educational Technology, 49(2), 207-218. DOI: https://doi.org/10.1111/bjet.12580

Leow, R. (2019). ISLA: How implicit or how explicit should it be? Theoretical, empirical, and pedagogical/curricular issues. Language Teaching Research, 23(4), 476-493. DOI: https://doi.org/10.1177/1362168818776674

Lin, J. J., & Lin, H. (2019). Mobile-assisted ESL/EFL vocabulary learning: A systematic review and meta-analysis. Computer Assisted Language Learning, 32(8), 878-919. DOI: https://doi.org/10.1080/09588221.2018.1541359

Loewen, S., Crowther, D., Isbell, D. R., Kim, K. M., Maloney, J., Miller, Z. F., & Rawal, H. (2019). Mobile-assisted language learning: A Duolingo case study. ReCALL, 31(3), 293-311. DOI: https://doi.org/10.1017/S0958344019000065

Loewen, S., Isbell, D. R., & Sporn, Z. (2020). The effectiveness of app-based language instruction for developing receptive linguistic knowledge and oral communicative ability. Foreign Language Annals, 53(2), 209-233. DOI: https://doi.org/10.1111/flan.12454

Lomicka, L., & Lord, G. (2010). Podcasting – past, present and future: Applications of academic podcasting in and out of the language class-room. In B. R. Facer & M. Abdous (Eds.), Academic podcasting and mobile assisted language learning: Applications and outcomes (pp. 1-20). IGI Global. DOI: https://doi.org/10.4018/978-1-60960-141-6.ch001

Long, M. H. (2020). Optimal input for language learning: Genuine, simplified, elaborated, or modified elaborated? Language Teaching, 53(2), 169-182. DOI: https://doi.org/10.1017/S0261444819000466

Lord, G. (2008). Podcasting communities and second language pronunciation. Foreign Language Annals, 41(2), 364-379. DOI: https://doi.org/10.1111/j.1944-9720.2008.tb03297.x

Meurers, D. (2021). Natural language processing and language learning. In C. A. Chapelle (Ed.), The encyclopedia of applied linguistics. Wiley. DOI: https://doi.org/10.1002/9781405198431.wbeal0858.pub2

Mostafa, T., & Kim, Y. J. (2021). The effects of input and output based instruction on the development of L2 explicit and automatized explicit knowledge: A classroom based study. Language Awareness, 30(1), 17-41. DOI: https://doi.org/10.1080/09658416.2020.1760292

Munday, P. (2016). The case for using Duolingo as part of the language classroom experience Duolingo como parte del curriculum de las clases de lengua extranjera. RIED V, 19(1), 83-101. DOI: https://doi.org/10.5944/ried.19.1.14581

Nation, P. (2007). The four strands. Innovation in Language Learning and Teaching, 1(1), 2-13. DOI: https://doi.org/10.2167/illt039.0

O’Bryan, A., & Hegelheimer, V. (2007). Integrating CALL into the classroom: The role of podcasting in an ESL listening strategies course. ReCALL, 19(2), 162-180. DOI: https://doi.org/10.1017/S0958344007000523

Philp, J. (2009). Pathways to proficiency: Learning experiences and attainment in implicit and explicit knowledge of English as a second language. In R. Ellis, S. Loewen, C. Elder, R. Erlam, J. Philp, & H. Reinders (Eds.), Implicit and explicit knowledge in second language learning, testing and teaching (pp. 194-215). Multilingual Matters. DOI: https://doi.org/10.21832/9781847691767-010

Piske, T., & Young-Scholten, M. (Eds.). (2008). Input matters in SLA. Multilingual Matters. DOI: https://doi.org/10.21832/9781847691118

Plonsky, L., Marsden, E., Crowther, D., Gass, S. M., & Spinner, P. (2020). A methodological synthesis and meta-analysis of judgment tasks in second language research. Second Language Research, 36(4), 583-621. DOI: https://doi.org/10.1177/0267658319828413

Rachels, J. R., & Rockinson-Szapkiw, A. J. (2018). The effects of a mobile gamification app on elementary students’ Spanish achievement and self-efficacy. Computer Assisted Language Learning, 31(1-2), 72-89. DOI: https://doi.org/10.1080/09588221.2017.1382536

Rawson, K. A., & Dunlosky, J. (2011). Optimizing schedules of retrieval practice for durable and efficient learning: How much is enough? Journal of Experimental Psychology: General, 140(3), 283-302. DOI: https://doi.org/10.1037/a0023956

Rebuschat, P. (2013). Measuring implicit and explicit knowledge in second language research. Language Learning, 63(3), 595-626. DOI: https://doi.org/10.1111/lang.12010

Reinders, H., & Ellis, R. (2009). Effects of two types of positive enhanced input on intake and L2 acquisition. In R. Ellis, S. Loewen, C. Elder, R. Erlam, J. Philp, & H. Reinders (Eds.), Implicit and explicit knowledge in second language learning (pp. 281-302). Multilingual Matters. DOI: https://doi.org/10.21832/9781847691767-014

Roehr, K., & Gánem-Gutiérrez, G. A. (2009). The status of metalinguistic knowledge in instructed adult L2 learning. Language Awareness, 18(2), 165-181. DOI: https://doi.org/10.1080/09658410902855854

Rosell-Aguilar, F. (2007). Top of the pods – in search of a podcasting “po-dagogy” for language learning. Computer Assisted Language Learning, 20(5), 471-492. DOI: https://doi.org/10.1080/09588220701746047

Rosell-Aguilar, F. (2013). Podcasting for language learning through iTunes U: The learner’s view. Language Learning and Technology, 17(3), 74-93.

Rostami, M. A., Azarnoosh, M., & Abdolmanafi-Rokni, S. J. (2017). The effect of podcasting on Iranian EFL learners’ motivation and attitude. Theory and Practice in Language Studies, 7(1), 70. DOI: https://doi.org/10.17507/tpls.0701.09

Ruiz, S., Rebuschat, P., & Meurers, D. (2021). The effects of working memory and declarative memory on instructed second language vocabulary learning: Insights from intelligent CALL. Language Teaching Research, 25, 510-539. DOI: https://doi.org/10.1177/1362168819872859

Ruiz, S., Rebuschat, P., & Meurers, D. (2024). Supporting individualized practice through intelligent CALL. In Y. Suzuki (Ed.), Practice and automatization in second language research: Perspectives from skill acquisition theory and cognitive psychology (pp. 119-143). Routledge. DOI: https://doi.org/10.4324/9781003414643-7

Savvani, S. (2019). State-of-the-art Duolingo features and applications. Advances in Intelligent Systems and Computing, 917, 139-148. DOI: https://doi.org/10.1007/978-3-030-11935-5_14

Schmidt, J. (2008). Podcasting as a learning tool: German language and culture every day. Die Unterrichtspraxis/Teaching German, 41, 186-194. DOI: https://doi.org/10.1111/j.1756-1221.2008.00023.x

Sharwood Smith, M. (1993). Input enhancement in instructed SLA: Theoretical bases. Studies in Second Language Acquisition, 15(2), 165-179. DOI: https://doi.org/10.1017/S0272263100011943

Spinner, P., & Gass, S. (2019). Using judgments in second language acquisi-tion research. Routledge. DOI: https://doi.org/10.4324/9781315463377

Sudina, E., & Plonsky, L. (2023). The effects of frequency, duration, and intensity on L2 learning through Duolingo: A natural experiment. Journal of Second Language Studies. DOI: https://doi.org/10.1075/jsls.00021.plo

Suzuki, Y. (2017). Validity of new measures of implicit knowledge: Distinguishing implicit knowledge from automatized explicit knowledge. Applied Psycholinguistics, 38(5), 1229-1261. DOI: https://doi.org/10.1017/S014271641700011X

Suzuki, Y. (Ed.). (2024). Practice and automatization in second language research: Perspectives from skill acquisition theory and cognitive psy-chology. Routledge. DOI: https://doi.org/10.4324/9781003414643

Suzuki, Y., & DeKeyser, R. (2017). The interface of explicit and implicit knowledge in a second language: Insights from individual differences in cognitive aptitudes. Language Learning, 67(4), 747-790. DOI: https://doi.org/10.1111/lang.12241

Teske, K. (2017). Duolingo. Computer Assisted Language Instruction Consortium, 34(3), 393-402. DOI: https://doi.org/10.1558/cj.32509

Torres, J., Estremera, R., & Mohamed, S. (2019). The contribution of psychosocial and biographical variables to heritage language learners’ linguistic knowledge of Spanish. Studies in Second Language Acquisition, 41(4), 695-719. DOI: https://doi.org/10.1017/S0272263119000184

Toto, G. A., & Limone, P. (2019). Contemporary trends in studies on mobile learning of foreign languages: A meta-analysis. International Journal of Engineering Education, 1(2), 85-90. DOI: https://doi.org/10.14710/ijee.1.2.85-90

VanPatten, B. (2018). El Secreto. In Cuentos Cortos Volume 1: Flash fiction in Spanish for novice and intermediate levels (pp. 1-6). Input and More.

Verspoor, M. H., de Bot, K., & Lowie, W. (Eds.). (2011). A dynamic approach to second language development. John Benjamins. DOI: https://doi.org/10.1075/lllt.29

Vesselinov, R., & Grego, J. (2012). Duolingo effectiveness study. Duolingo. 1-25. http://static.duolingo.com/s3/DuolingoReport_Final.pdf

Yin, R. K. (2018). Case study research and applications: Design and methods (6th ed.). SAGE.

Ziegler, N., Meurers, D., Rebuschat, P., Ruiz, S., Moreno Vega, J. L., Chinkina, M., Li, W., & Grey, S. (2017). Interdisciplinary research at the inter-section of CALL, NLP, and SLA: Methodological implications from an input enhancement project. Language Learning, 67, 209-231. DOI: https://doi.org/10.1111/lang.12227