When time matters: Mechanisms of change in a mediational model of foreign language playfulness and L2 learners’ emotions using latent change score mediation model
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Keywords

CDST
foreign language boredom
foreign language enjoyment
foreign language playfulness
latent change score mediation model

How to Cite

Kruk, M., Pawlak, M., Taherian, T., Yüce, E., Shirvan, M. E., & Barabadi, E. (2023). When time matters: Mechanisms of change in a mediational model of foreign language playfulness and L2 learners’ emotions using latent change score mediation model. Studies in Second Language Learning and Teaching, 13(1), 39–69. https://doi.org/10.14746/ssllt.37174

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Abstract

In a dynamic system, time-dependent links between affective factors can provide more information than the level of response within a single isolated system. In the present study, influenced by the positive psychology movement and the complex dynamic systems theory in the domain of second language acquisition, first, we dealt with change in terms of short-term dynamics and long-term trajectories of foreign language enjoyment (FLE), foreign language boredom (FLB), and foreign language playfulness (FLP) in a sample of 636 learners of English as a foreign language (EFL) using univariant latent change score (LCS) models. Then, we explored the developmental processes involved in how changes in FLE and FLP were associated with changes in FLB. In particular, we tested mediation models to see whether the growth of FLP acts as a mediator between FLE and FLB changes in a multivariant LCS mediation (LCSM) model. The findings showed that (a) in a multivariant LCS model, FLE and FLP increases independently predicted decreases in FLB over time and (b) the growth of FLP acted as a mediator between variation in FLE and FLB. Participants showed interindividual and intraindividual divergences in their L2 emotions, not just on the first time of measurement, but also in short-term dynamics and long-term trajectories. The findings facilitate understanding of the complicated mechanism of variation in L2 emotions, thus potentially contributing to enhancement of pedagogical practices and learning outcomes.

https://doi.org/10.14746/ssllt.37174
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Funding

The study reported in this paper represents a contribution to the research project no. 2022/45/B/HS2/00187 (2023-2025) funded by the National Science Centre, Poland.

References

Barabadi, E., Elahi Shirvan, M., Shahnama, M., & Proyer, R. T. (2022). Perceived functions of playfulness in adult English as a foreign language learner: An exploratory study. Frontiers in Psychology, 12, 823123. DOI: https://doi.org/10.3389/fpsyg.2021.823123

Barnett, L. A. (2012). Playful people: Fun is in the eye of the beholder. Imagination, Cognition and Personality, 31, 169-197. DOI: https://doi.org/10.2190/IC.31.3.c

Bentler, P. M. (1990). Comparative fit indexes in structural models. Psychological Bulletin, 107(2), 238-246. DOI: https://doi.org/10.1037/0033-2909.107.2.238

Berntsen, D. (2007). Involuntary autobiographical memories: Speculations, findings, and an attempt to integrate them. In J. H. Mace (Ed.), Involuntary memory (pp. 20-49). Blackwell Publishing. DOI: https://doi.org/10.1002/9780470774069.ch2

Botes, E., Dewaele, J.-M., & Greiff, S. (2021). The development and validation of the short-form foreign language enjoyment scale (S-FLES). Modern Language Journal, 105, 858-876. DOI: https://doi.org/10.1111/modl.12741

Browne, M. W., & Cudeck, R. (1992). Alternative ways of assessing model fit. Sociological Methods & Research, 21(2), 230-258. DOI: https://doi.org/10.1177/0049124192021002005

Cancer, P. F., Estrada, E., Ollero, M. J., & Ferrer, E. (2021). Dynamical properties and conceptual interpretation of latent change score models. Frontiers in Psychology. DOI: https://doi.org/10.3389/fpsyg.2021.696419

Chen, J. C., & Kent, S. (2019). Task engagement, learner motivation and avatar identities of struggling English language learners in the 3D virtual world. System, 88, 102168. DOI: https://doi.org/10.1016/j.system.2019.102168

Cheung, G. W., & Rensvold, R. B. (2002). Evaluating goodness-of-fit indexes for testing measurement invariance. Structural Equation Modeling, 9, 233-255. DOI: https://doi.org/10.1207/S15328007SEM0902_5

Csíkszentmihályi, M. (1990). Flow: The psychology of optimal experience. Harper Collins.

Davies, J., & Fortney, M. (2012). The Menton theory of engagement and boredom. Poster Collection (pp. 131-143). Poster presented at the First Annual Conference on Advances in Cognitive Systems, Palo Alto, CA, USA.

Derakhshan, A. (2022). Revisiting research on positive psychology in second and foreign language education: Trends and directions. Language Related Research, 13(5), 1-43. DOI: https://doi.org/10.52547/LRR.13.5.2

Derakhshan, A., Dewaele, J.-M, & Azari Noughabi, M. (2022). Modeling the contribution of resilience, well-being, and L2 grit to foreign language teaching enjoyment among Iranian English language teachers. System, 109, 102890. DOI: https://doi.org/10.1016/j.system.2022.102890

Derakhshan, A., Fathi, J., Pawlak, M., & Kruk, M. (2022). Classroom social climate, growth language mindset, and student engagement: The mediating role of boredom in learning English as a foreign language. Journal of Multilingual and Multicultural Development. DOI: https://doi.org/10.1080/01434632.2022.2099407

Derakhshan, A., Kruk, M., Mehdizadeh, M., & Pawlak, M. (2021a). Activity-induced boredom in online EFL classes. ELT Journal, 76(1), 58-68. DOI: https://doi.org/10.1093/elt/ccab072

Derakhshan, A., Kruk, M., Mehdizadeh, M., & Pawlak, M. (2021b). Boredom in online classes in the Iranian EFL context: Sources and solutions. System, 101. DOI: https://doi.org/10.1016/j.system.2021.102556

De Ruiter, N. M., Elahi Shirvan, M., & Talebzadeh, N. (2019). Emotional processes of foreign language learning situated in real-time teacher support. Ecological Psychology, 31, 127-145. DOI: https://doi.org/10.1080/10407413.2018.1554368

Dewaele, J., Botes, E., & Greiff, S. (2022). Sources and effects of foreign language enjoyment, anxiety, and boredom: A structural equation modeling approach. Studies in Second Language Acquisition. DOI: https://doi.org/10.31234/osf.io/d2axt

Dewaele, J.-M., & Dewaele, L. (2020). Are foreign language learners’ enjoyment and anxiety specific to the teacher? An investigation into the dynamics of learners’ classroom emotions. Studies in Second Language Learning and Teaching, 10(1), 45-65. DOI: https://doi.org/10.14746/ssllt.2020.10.1.3

Dewaele, J.-M., & Li, C. (2022). Foreign language enjoyment and anxiety: Associations with general and domain-specific English achievement. Chinese Journal of Applied Linguistics, 45, 32-48. DOI: https://doi.org/10.1515/CJAL-2022-0104

Dewaele, J.-M., & MacIntyre, P. D. (2014). The two faces of Janus? Anxiety and enjoyment in the foreign language classroom. Studies in Second Language Learning and Teaching, 4, 237-274. DOI: https://doi.org/10.14746/ssllt.2014.4.2.5

Dewaele, J.-M., & MacIntyre, P. D. (2016). 9 Foreign Language Enjoyment and Foreign Language Classroom Anxiety: The Right and Left Feet of the Language Learner. In P. D. MacIntyre, T. Gregersen, & S. Mercer (Eds.), Positive psychology in SLA (pp. 215-236). Multilingual Matters. DOI: https://doi.org/10.21832/9781783095360-010

Dewaele, J.-M., & MacIntyre, P. D. (2019). The predictive power of multicultural personality traits, learner and teacher variables on foreign language enjoyment and anxiety. In M. Sato & S. Loewen (Eds.), Evidence-based second language pedagogy: A collection of instructed second language acquisition studies (pp. 263-286). Routledge. DOI: https://doi.org/10.4324/9781351190558-12

Dewaele, J.-M., Saito, K., & Halimi, F. (2022). How teacher behaviour shapes foreign language learners’ enjoyment, anxiety and motivation: A mixed modelling longitudinal investigation. Language Teaching Research. DOI: https://doi.org/10.1177/13621688221089601

Dueber, D. M. (2017). Bifactor indices calculator: A Microsoft Excel-based tool to calculate various indices relevant to bifactor CFA models.

Eastwood, J. D., Frischen, A., Fenske, M. J., & Smilek, D. (2012). The unengaged mind: Defining boredom in terms of attention. Perspectives on Psychological Science, 7, 482-495. DOI: https://doi.org/10.1177/1745691612456044

Elahi Shirvan, M., & Taherian, T. (2020). Longitudinal examination of university students’ foreign language enjoyment and foreign language classroom anxiety in the course of general English: Latent growth curve modeling. International Journal of Bilingual Education and Bilingualism, 24, 31-49. DOI: https://doi.org/10.1080/13670050.2018.1441804

Elahi Shirvan, M., Taherian, T., & Yazdanmehr, E. (2020). The dynamics of foreign language enjoyment: An ecological momentary assessment. Frontiers in Psychology, 11, 1391. DOI: https://doi.org/10.3389/fpsyg.2020.01391

Elahi Shirvan, M., Taherian, T., & Yazdanmenhr, E. (2021). Foreign language enjoyment: A longitudinal confirmatory factor analysis-curve of factors model. International Journal of Bilingual Education and Bilingualism. DOI: https://doi.org/10.1080/01434632.2021.1874392

Elahi Shirvan, M., & Talebzadeh, N. (2020). Tracing the signature dynamics of foreign language classroom anxiety and foreign language enjoyment: A retrodictive qualitative modeling. Eurasian Journal of Applied Linguistics, 6, 23-44. DOI: https://doi.org/10.32601/ejal.710194

Elahi Shirvan, M., Yazdanmehr, E., Taherian, T., Kruk, M., & Pawlak, M. (2021). Boredom in practical English language classes: A longitudinal confirmatory factor analysis-curve of factors model. Applied Linguistics Review. DOI: https://doi.org/10.1515/applirev-2021-0073

Fahlman, S. A. (2009). Development and validation of the Multidimensional State Boredom Scale (Doctoral dissertation, York University). Retrieved from ProQuest Dissertations & Theses.

Goetz, T., Frenzel, A. C., Hall, N. C., Nett, U. E., Pekrun, R., & Lipnevich, A. A. (2014). An experience sampling approach. Motivation and Emotion, 38(3), 401-419. DOI: https://doi.org/10.1007/s11031-013-9385-y

Grimm, K. J., Ram, N., & Estabrook, R. (2006). Growth modeling: Structural equation and multilevel modeling approaches. Guilford Publications.

Hair, J., Black, W., Babin, B., & Anderson, R. (2010). Multivariate data analysis. Pearson Education.

Hamaker, E. L., Kuiper, R. M., & Grasman, R. P. (2015). A critique of the cross-lagged panel model. Psychological Methods, 20(1), 102-116. DOI: https://doi.org/10.1037/a0038889

Hatfield, E., Cacioppo, J. T., & Rapson, R. L. (1994). Emotional contagion. Cambridge University Press. DOI: https://doi.org/10.1017/CBO9781139174138

Hill, A. B., & Perkins, R. E. (1985). Towards a model of boredom. British Journal of Psychology, 76, 235-240. DOI: https://doi.org/10.1111/j.2044-8295.1985.tb01947.x

Hilley, C. D., & O’Rourke, H. P. (2022). Dynamic change meets mechanisms of change: Examining mediators in the latent change score framework. International Journal of Behavioral Development, 46(2), 125-141. DOI: https://doi.org/10.1177/01650254211064352

Hiver, P., & Al-Hoorie, A. H. (2019). Research methods for complexity theory in applied linguistics. Multilingual Matters. DOI: https://doi.org/10.21832/HIVER5747

Hoaglin, D. C., & Iglewicz, B. (1987). Fine-tuning some resistant rules for outlier labeling. Journal of the American statistical Association, 82(400), 1147-1149. DOI: https://doi.org/10.1080/01621459.1987.10478551

Hu, L. T., & Bentler, P. M. (1999). Cutoff criteria for fit indexes in covariance structure analysis: Conventional criteria versus new alternatives. Structural Equation Modeling: A Multidisciplinary Journal, 6(1), 1-55. DOI: https://doi.org/10.1080/10705519909540118

Kline, R. B. (2015). Principles and practices of structural equation modelling (4th Ed). Guilford Press.

Kruk, M., Elahi Shirvan, M., Pawlak, M., Taherian, T., & Yazdanmehr, E. (2021). A longitudinal study of the subdomains of boredom in practical English language classes in an online setting: A factor of curves latent growth modeling. Journal of Multilingual and Multicultural Development. DOI: https://doi.org/10.1080/01434632.2021.2006404

Kruk, M., Elahi Shirvan, M., Pawlak, M., Taherian, T., & Yazdanmehr, E. (2022a). Potential sources of foreign language learning boredom: A Q methodology study. Studies in Second Language Learning and Teaching, 12(1). 3758. DOI: https://doi.org/10.14746/ssllt.2022.12.1.3

Kruk, M., Pawlak, M., Elahi Shirvan, M., & Shahnama, M. (2022b). The emergence of boredom in an online language class: An ecological perspective. System, 107, 102803. DOI: https://doi.org/10.1016/j.system.2022.102803

Kruk, M., Pawlak, M., Elahi Shirvan, M., Taherian, T., & Yazdanmehr, E. (2022c). A longitudinal study of foreign language enjoyment and boredom: A latent growth curve modeling. Language Teaching Research. DOI: https://doi.org/10.1177/13621688221082303

Larsen-Freeman, D., & Cameron. L. (2008). Complex systems and applied linguistics. Oxford University Press.

Larson, R. W., & Richards, M. H. (1991). Boredom in the middle school years: Blaming schools versus blaming students. American Journal of Education, 99, 418-433. DOI: https://doi.org/10.1086/443992

Li, C., & Han, Y. (2022). The predictive effects of foreign language anxiety, enjoyment, and boredom on learning outcomes in online English classrooms. Modern Foreign Languages, 45, 207-219.

Li, C., & Wei, L. (2022). Anxiety, enjoyment, and boredom in language learning amongst junior secondary students in rural China: How do they contribute to L2 achievement? Studies in Second Language Acquisition. DOI: https://doi.org/10.1017/S0272263122000250

Lowie, W., & Verspoor, M. (2019). Individual differences and the ergodicity problem. Language Learning, 65, 184-206. DOI: https://doi.org/10.1111/lang.12324

MacCallum, R. C., Browne, M. W., & Sugawara, H. M. (1996). Power analysis and determination of sample size for covariance structure modeling. Psychological methods, 1(2), 130-149. DOI: https://doi.org/10.1037/1082-989X.1.2.130

MacKinnon, D. P., Fritz, M. S., Williams, J., & Lockwood, C. M. (2007). Distribution of the product confidence limits for the indirect effect: Program PRODCLIN. Behavior Research Methods, 39, 384-389. DOI: https://doi.org/10.3758/BF03193007

McArdle, J. J. (2009). Latent variable modeling of differences and changes with longitudinal data. Annual Review of Psychology, 60, 577-605. DOI: https://doi.org/10.1146/annurev.psych.60.110707.163612

Morin, A. J., Myers, N. D., & Lee, S (2020). Modern factor analytic techniques: Bifactor models, Exploratory Structural Equation Modeling (ESEM), and bifactor ‐ESEM. In G. Tenenbaum & R. C. Eklund (Eds.), Handbook of sport psychology (Vol. 1, 4th ed., pp. 1044-1073). John Wiley & Sons, Inc. DOI: https://doi.org/10.1002/9781119568124.ch51

Muthen, L. K., & Muthen, B. O. (2013). Version 7.1 Mplus language addendum. Retrieved from https://www.statmodel.com/download/Version7.1xLanguage.pdf

Pan, H., Liu, S., Miao, D., & Yuan, Y. (2018). Sample size determination for mediation analysis of longitudinal data. BMC Medical Research Methodology, 18(1) DOI: https://doi.org/10.1186/s12874-018-0473-2

Pawlak, M., Kruk, M., Zawodniak, J., & Pasikowski, S. (2020). Investigating factors responsible for boredom in English classes: The case of advanced learners. System, 91, 102259. DOI: https://doi.org/10.1016/j.system.2020.102259

Pekrun, R. (2006). The control-value theory of achievement emotions: Assumptions, corollaries, and implications for educational research and practice. Educational Psychology Review, 18, 315-341. DOI: https://doi.org/10.1007/s10648-006-9029-9

Pekrun, R., Goetz, T., Daniels, L. M., Stupnisky, R. H., & Perry, R. P. (2010). Boredom in achievement settings: Exploring control-value antecedents and performance outcomes of a neglected emotion. Journal of Educational Psychology, 102, 531-549. DOI: https://doi.org/10.1037/a0019243

Proyer, R. T. (2017). A new structural model for the study of adult playfulness: Assessment and exploration of an understudied individual differences variable. Personality and Individual Differences, 108, 113-122. DOI: https://doi.org/10.1016/j.paid.2016.12.011

Proyer, R. T., Gander, F., Brauer, K., & Chick, G. (2020). Can playfulness be stimulated? A randomized placebo-controlled online playfulness intervention study on effects on trait playfulness, well-being, and depression. Applied Psychology: Health and Well‐Being, 13, 129-151. DOI: https://doi.org/10.1111/aphw.12220

Seligman, M. E. P., & Csíkszentmihályi, M. (2000). Positive psychology: An introduction. American Psychologist, 55, 5-14. DOI: https://doi.org/10.1037/0003-066X.55.1.5

Shao, K., Barabadi, E., Elahi Shirvan, M., Taherian, T., Solhi, M., & Rahmani Tabar, M. (2022). Conceptualization and measurement of foreign language playfulness via exploratory structural equation modeling (Unpublished manuscript).

Solhi, M., Derakhshan, A., & Ünsal, B. (2023). Associations between EFL students’ L2 grit, boredom coping strategies, and emotion regulation strategies: A structural equation modeling approach. Journal of Multilingual and Multicultural Development. DOI: https://doi.org/10.1080/01434632.2023.2175834

Stucky, B. D., Thissen, D., & Orlando Edelen, M. (2013). Using logistic approximations of marginal trace lines to develop short assessments. Applied Psychological Measurement, 37(1), 41-57. DOI: https://doi.org/10.1177/0146621612462759

Tulis, M., & Fulmer, S. M. (2013). Students’ motivational and emotional experiences and their relationship to persistence during academic challenge in mathematics and reading. Learning and Individual Differences, 27, 35-46. DOI: https://doi.org/10.1016/j.lindif.2013.06.003

Tucker, L. R., & Lewis, C. (1973). A reliability coefficient for maximum likelihood factor analysis. Psychometrika, 38(1), 1-10. DOI: https://doi.org/10.1007/BF02291170

Valente, M. J., Gonzalez, O., Miočević, M., & MacKinnon, D. P. (2016). A note on testing mediated effects in structural equation models: Reconciling past and current research on the performance of the test of joint significance. Educational and Psychological Measurement, 76(6), 889-911. DOI: https://doi.org/10.1177/0013164415618992

van Dijk, M., & van Geert, P. (2023). Dynamic system approaches to language acquisition. In R. J. Tierney, F. Rizvi, & K. Ercikan (Eds.), International Encyclopedia of Education (4th ed., pp. 14-26). Elsevier. DOI: https://doi.org/10.1016/B978-0-12-818630-5.07041-X

Verspoor, M., Lowie, W., & de Bot, K. (2021). Variability as normal as apple pie. Linguistics Vanguard, 7(s2), 20200034. DOI: https://doi.org/10.1515/lingvan-2020-0034

Wang, Y., L., Derakhshan, A., & Zhang, L. J. (2021). Researching and practicing positive psychology in second/foreign language learning and teaching: The past, current status and future directions. Frontiers in Psychology, 12, 1-10. DOI: https://doi.org/10.3389/fpsyg.2021.731721

Wickrama, K. A. S., Lee, T. K., O’Neal, C. W., & Lorenz, F. O. (2021). Multivariate applications series: Higher-order growth curves and mixture modeling with Mplus: A practical guide. Routledge/Taylor & Francis Group. DOI: https://doi.org/10.4324/9781003158769

Yazdanmehr, E., Elahi Shirvan, M., & Saghafi, K. (2021). A process tracing study of the dynamic patterns of boredom in an online L3 course of German during COVID-19 pandemic. Foreign Language Annals, 54(3), 714-739. DOI: https://doi.org/10.1111/flan.12548

Zijlmans, E. A. O., Tijmstra, J., Van Der Ark, L. A., & Sijtsma, K. (2019). Item-score reliability as a selection tool in test construction. Frontiers in Psychology, 9, 2298. DOI: https://doi.org/10.3389/fpsyg.2018.02298