Latent Profile Analysis for the Investigation of Emotional Factors in Second Language Acquisition

Document Type : Review - analytic article

Authors
School of Languages, Literacies and Translation, Universiti Sains Malaysia, 11800 USM, Penang, Malaysia
Abstract
Exploring L2 affective variables requires innovative research analytic approaches that can adequately address the complexity and dynamicity of the variables. Not always can the normality of distribution and linearity of relationships be assumed. Neither can the homogeneity of variance be always met. Latent profile analysis (LPA) is suggested to deal with the heterogeneity of data and non-linear relationships. It allows for hypothesis testing and model testing to tackle the ergodicity issue in second language acquisition (SLA) research from a person-centered approach. LPA, which primarily serves to classify a population or sample into several sub-groups, can be effectively employed in SLA research to classify L2 teachers or learners in terms of the different positive and negative emotions (e.g., enjoyment, boredom, anxiety, etc.) they experience while learning a foreign or second language. A classroom-based L2 learning experience occurs interactively with several personal and contextual variables involved. The relationship between any single affective variable can hardly be conceived as linear. Thus, LPA holds promises for dealing with these non-linear relations and provides insightful information about the profiles of learners or teachers concerning a particular affective variable. The purpose of this conceptual analysis is to provide a review of the basic tenets of LPA and to explain how it can contribute to the exploration of emotional variables in SLA. By identifying distinct emotional profiles, the study offers guidance on tailoring instructional strategies to address the specific emotional needs of language learners, thereby enhancing the effectiveness of language acquisition interventions.

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Alamer, A., & Lee, J. (2021). Language achievement predicts anxiety and not the other way around: A cross-lagged panel analysis approach. Language Teaching Research, 13621688211033694. https://doi.org/10.1177/13621688211033694
Al-Hoorie, A. H., & Hiver, P. (2024). The validation crisis in the L2 motivational self system tradition. Studies in Second Language Acquisition, 46(2), 307–329. https://doi.org/10.1017/S0272263123000487
Bai, B., Shen, B., & Mei, H. (2020). Hong Kong primary students’ self-regulated writing strategy use: Influences of gender, writing proficiency, and grade level. Studies in Educational Evaluation, 65, 1–11, 100839. https://doi.org/10.1016/j.stueduc.2020.100839
Bao, Y., & Liu, S. (2021). The Influence of affective factors in second language acquisition on foreign language teaching. Open Journal of Social Sciences, 9 (3), 463-470. https://doi.org/10.4236/jss.2021.93030.
Bong, S.-K., Park, N.-J., Lee, S. H., Lee, J. W., Kim, A. T., Liu, X., Kim, S. M., Yang, M. H., Kim, Y. K., & Kim, S.-N. (2022). Trifuhalol A suppresses allergic inflammation through dual inhibition of TAK1 and MK2 mediated by IgE and IL-33. International Journal of Molecular Sciences, 23(17), 10163. https://doi.org/10.3390/ijms231710163
Chen, J., Zhang, L. J., & Chen, X. (2022). L2 learners’ self-regulated learning strategies and self-efficacy for writing achievement: A latent profile analysis. Language Teaching Research, 0(0). https://doi.org/10.1177/13621688221134967
Chon, Y. V., & Shin, T. (2019). Profile of second language learners' metacognitive awareness and academic motivation for successful listening: A latent class analysis. Learning and Individual Differences, 70, 62–75. https://doi.org/10.1016/j.lindif.2019.01.007
Collins, L. M., & Lanza, S. T. (2013). Latent class and latent transition analysis: With applications in the social, behavioral, and health sciences. Hoboken, NJ: John Wiley & Sons.
Costa, P. T., Herbst, J. H., McCrae, R. R., Samuels, J., & Ozer, D. J. (2002). The replicability and utility of three personality types. European Journal of Personality, 16, 73–87. https://doi.org/10.1002/per.448
De Bot, K. (2013). Circadian rhythms and second language development. International Journal of Bilingualism, 19, 1–14. https://doi.org/10.1177/1367006913489201
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(2), 127-145. https://doi.org/10.1080/10407413.2018.1554368
Derakhshan, A., & Nazari, M. (2022). “I am fed up with the criticisms”: Examining the role of emotional critical incidents in a novice teacher’s identity construction. The Asia Pacific Education Researcher. https://doi.org/10.1007/s40299-022-00666-1.
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. https://doi.org/10.1016/j.system.2022.102890.
Derakhshan, A., Wang, Y. L., Wang, Y. X., & Ortega-Martín, J. L. (2023). Towards innovative research approaches to investigating the role of emotional variables in promoting language teachers’ and learners’ mental health. International Journal of Mental Health Promotion, 25 (7): 823-832. https://doi.org/10.32604/ijmhp.2023.029877.
Dewaele, J.-M., & Li, C. (2020). Emotions in second language acquisition: A critical review and research agenda, in A positive psychology perspective on emotions in SLA. [Special Issue] Foreign Language World, Vol. 196, ed. C. Li (Shanghai: Chinese 外语界), 34–49.
Dewaele, J.-M., Botes, E., & Meftah, R. (2023). A three-body problem: The effects of foreign language anxiety, enjoyment, and boredom on academic achievement. Annual Review of Applied Linguistics, 43, 7–22.
Dörnyei, Z., & Ryan, S. (2015). The psychology of the language learner revisited: Second language acquisition research series. New York, NY: Routledge.
Elahi Shirvan, M., & Talebzadeh, N. (2018). Exploring the fluctuations of foreign language enjoyment in conversation: an idiodynamic perspective. Journal of Intercultural Communication Research, 47(1), 21-37. https://doi.org/10.1080/17475759.2017.1400458
Elahi Shirvan, M., Taherian, T., & Yazdanmehr, E. (2020). The dynamics of foreign language enjoyment: An ecological momentary assessment. Frontiers in Psychology, 11, 1391. https://doi.org/10.3389/fpsyg.2020.01391
Elahi Shirvan, M., Taherian, T., & Yazdanmehr, E. (2021). Foreign language enjoyment: A longitudinal confirmatory factor analysis-curve of factors model. International Journal of Bilingual Education and Bilingualism. https://doi.org/10.1080/01434632.2021.1874392
Fan, J., & Wang, Y. (2022). English as a Foreign Language Teachers’ Professional Success in the Chinese Context: The Effects of Well-being and Emotion Regulation. Front. in Psycho. https://doi.org/10.3389/fpsyg.2022.952503.
Fredrickson, B. L. (2001). The role of positive emotions in positive psychology: The broaden-and-build theory of positive emotions. American Psychologist, 56(3), 218–226. Available at https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3122271/
Fredrickson, B. L., & Joiner, T. (2018). Reflections on positive emotions and upward spirals. Perspectives on Psychological Science, 13(2), 194–199. https://doi.org/10.1177/1745691617692106
Freeborn, L., Andringa, S., Lunansky, G., & Rispens, J. (2022). Network analysis for modeling complex systems in SLA research. Studies in Second Language Acquisition, 1-32. https://doi.org/10.1017/S0272263122000407
Fu, J., & Wang, Y. (2022). Inspecting EFL Teachers’ Academic Literacy Development in Multilingual Contexts: A Global Vision. Heliyon.
Gao, Y., Wang, X., & Fan, P. (2024). Exploring male English major’s motivation trajectory through complex dynamic systems theory. Current Psychology, 43(10), 9089-9100. https://doi.org/10.1007/s12144-023-05062-6
Gao, Y., Zeng, G. Wang, Y., Klan, A. & Wang, X. (2022). Exploring educational planning, teacher beliefs, and teacher practices during the pandemic: A study of science and technology-based universities in China. Front. in Psycho., 13:903244. https://doi.org/10.3389/fpsyg.2022.903244.
Gregersen, T., Mercer, S., & MacIntyre, P. D. (2021). Language teacher perspectives on stress and coping. Foreign Language Annals, 54(4), 1145–163. https://doi.org/10.1111/flan.12544
Gross, J. J. (2014). Emotion regulation: Conceptual and empirical foundations. In J. J. Gross (Ed.), Handbook of emotion regulation (2nd ed., pp. 3–20). New York: Guilford.
Hinkin, T. R. (1995). A review of scale development practices in the study of organizations. Journal of Management, 21, 967–988. https://doi.org/10.1177/014920639502100509
Holopainen, L., Hoang, N., Koch, A., & Kofler, D. (2020). Latent profile analysis of students’ reading development and the relation of cognitive variables to reading profiles. Ann. of Dyslexia, 70, 94–114. https://doi.org/10.1007/s11881-020-00196-9
Hom, P. W., Mitchell, T. R., Lee, T. W., & Griffeth, R. W. (2012). Reviewing employee turnover: Focusing on proximal withdrawal states and an expanded criterion. Psychological Bulletin, 138, 831–858. https://doi.org/10.1037/a0027983
Hornstra, L., van der Veen, I., Peetsma, T., & Volman, M. (2013). Developments in motivation and achievement during primary school: A longitudinal study on group specific differences. Learning and Individual Differences, 23, 195–204.
Howard, M. C., & Hoffman, M. E. (2018). Variable-Centered, Person-Centered, and Person-Specific Approaches: Where Theory Meets the Method. Organizational Research Methods, 21(4), 846–876. https://doi.org/10.1177/1094428117744021
Kepes, S., McDaniel, M. A., Brannick, M. T., & Banks, G. C. (2013). Meta-analytic reviews in the organizational sciences: Two meta-analytic schools on the way to MARS (the meta-analytic reporting standards). Journal of Business and Psychology, 28, 123–143.
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. 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. 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. 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. https://doi.org/10.1177/13621688221082303
Lowie, W.M., & Verspoor, M.H. (2019). Individual differences and the ergodicity problem. Language Learning, 69, 184-206. https://doi.org/10.1111/lang.12324
MacIntyre, P. (2002). Motivation, anxiety and emotion in second language acquisition. In P. Robinson (Ed.), Individual differences and instructed language learning (pp. 45–69). Amsterdam, Netherlands: John Benjamins. https://doi.org/10.1075/lllt.2
MacIntyre, P. D., & Mercer, S. (2014). Introducing positive psychology to SLA. Studies in Second Language Learning and Teaching, 4(2), 153-172. http://www.ssllt.amu.edu.pl
MacIntyre, P., & Gregersen, T. (2022). The idiodynamic method: Willingness to communicate and anxiety processes interacting in real time. International Review of Applied Linguistics in Language Teaching, 60(1), 67-84. https://doi.org/10.1515/iral-2021-0024
Macrae, C. N., & Bodenhausen, G. V. (2000). Social cognition: Thinking categorically about others. Annual Review of Psychology, 51, 93–120. https://doi.org/10.1146/annurev.psych.51.1.93
Magidson, J., & Vermunt, J. K. (2002). A nontechnical introduction to latent class models. DMA Research Council Journal. Available from: http://www.statisticalinnovations.com/articles/lcmodels2.pdf.
Massaro, A. (2023). L2 development from a CDST perspective and the issue of generalizability. Studies in Applied Linguistics & TESOL, 22(2), 12–14.
McAdams, Dan & Pals, Jennifer. (2006). A new big five: Fundamental principles for an integrative science of personality. The American psychologist. 61. 204-17. https://doi.org/10.1037/0003-066X.61.3.204.
Molenaar, P. C. M. (2008). On the implications of the classical ergodic theorems: Analysis of developmental processes has to focus on intra-individual variation. Developmental Psychobiology, 50, 60–69. http://dx.doi.org/10.1002/dev.20262.
Molenaar, P. C. M. (2013). On the necessity to use person-specific data analysis approaches in psychology. European Journal of Developmental Psychology, 10, 29–39.
Nylund-Gibson, K., & Choi, A. Y. (2018). Ten frequently asked questions about latent class analysis. Translational Issues in Psychological Science, 4 (4), 440. https://doi.org/10.1037/tps0000176.
Pan, Z. W. (2022). L2 Grit and Foreign Language Enjoyment: Arguments in Light of Control-Value Theory and Its Methodological Compatibility. Language Related Research,13(5): 325-357. https://doi.org/10.52547/LRR.13.5.12
Papi, M., & Khajavy, G. H. (2021). Motivational mechanisms underlying second language achievement: A regulatory focus perspective. Language Learning, 71(2), 537–572. https://doi.org/10.1111/lang.12443
Pawlak, M., Derakhshan, A., Mehdizadeh, M., & Kruk, M. (2021). The effects of class mode, course type, and focus on coping strategies in the experience of boredom in online English language classes. Language Teaching Research. https://doi.org/10.1177/13621688211064944
Pekrun, R., Goetz, T., Titz, W., & Perry, R. P. (2002). Academic emotions in students’ self-regulated learning and achievement: A program of qualitative and quantitative research. Educational Psychologist, 37(2), 91–105. https://doi.org/10.1207/S15326985EP3702_4
Shakki, F. (2022). Iranian EFL students’ L2 engagement: The effects of teacher-student rapport and teacher support. Language Related Research, 13(3), 175-198. https://doi.org/10.52547/LRR.13.3.8
Spurk, D., Hirschi, A., Wang, M., Valero, D., & Kauffeld, S. (2020). Latent profile analysis: A review and “how to” guide of its application within vocational behavior research. Journal of Vocational Behavior, 120, 1-21. https://doi.org/10.1016/j.jvb.2020.103445.
Teimouri, Y., Papi, M., & Tahmouresi, S. (2022). Individual differences in how language learners pursue goals: Regulatory mode perspective. Studies in Second Language Acquisition, 44(3), 633–658. https://doi.org/10.10.1017/S0272263121000413
Van Geert, P., & Steenbeek, H. (2005). Explaining after by before: Basic aspects of a dynamic systems approach to the study of development. Developmental Review, 25, 408–442. http://dx.doi.org/10.1016/j.dr.2005.10.003.
Van Geert, P., & Van Dijk, M. (2002). Focus on variability: New tools to study intra-individual variability in developmental data. Infant Behavior & Development, 25(4), 340–374. http://dx.doi.org/10.1016/S0163-6383(02)00140-6.
Verspoor, M., Lowie, W., & de Bot, K. (2021). Variability as normal as apple pie. Linguistics Vanguard, 7(s2), 20200034. https://doi.org/10.1515/lingvan-2020-0034
Wang, M. M., & Wang, Y. L. (2024). A structural equation modeling approach in examining EFL students’ foreign language enjoyment, trait emotional intelligence, and classroom climate. Learning and Motivation, 86,101981. https://doi.org/10.1016/j.lmot.2024.101981.
Wang, M., & Hanges, P. J. (2011). Latent class procedures: Applications to organizational research. Organizational Research Methods, 14, 24–31. https://doi.org/10.1177/1094428110383988
Wang, M., & Wanberg, C. R. (2017). 100 years of applied psychology research on individual careers: From career management to retirement. Journal of Applied Psychology, 102, 546–563. https://doi.org/10.1037/apl0000143
Wang, X., & Reynolds, B. L. (2024). Beyond the Books: Exploring Factors Shaping Chinese English Learners’ Engagement with Large Language Models for Vocabulary Learning. Education Sciences, 14(5), 496. https://doi.org/10.3390/educsci14050496
Wang, X., & Wang, S. (2024). Exploring Chinese EFL learners’ engagement with large language models: A self-determination theory perspective. Learning and Motivation, 87, 102014. https://doi.org/10.1016/j.lmot.2024.102014
Wang, Y. L., & Kruk, M. (2024). Modeling the interaction between teacher credibility, teacher confirmation, and English major students’ academic engagement: A sequential mixed-methods approach. Studies in Second Language Learning and Teaching, 14 (2): 235-265. https://doi.org/10.14746/ssllt.38418.
Wang, Y., Chung, M. C., & Wang, N. (2021). Parenting revisited: Profiles and associations with psychological distress among traumatized Chinese adolescents. Current Psychology, 1–10. https://doi.org/10.1007/s12144-021-01411-5
Wang, Y., Derakhshan, A., & Pan, Z. (2022). Positioning an agenda on a loving pedagogy in second language acquisition: Conceptualization, practice, and research. Frontiers in Psychology, 13, 894190. https://doi.org/10.3389/fpsyg.2022.894190.
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. https://doi.org/10.3389/fpsyg.2021.731721
Wang, Y., Shen, B., & Yu, X. (2021). A latent profile analysis of EFL learners’ self-efficacy: Associations with academic emotions and language proficiency. System, 102. https://doi.org/10.1016/j.system.2021.102633.
Wirtz, M. A., & Pfenninger, S. E. (2023). Variability and individual differences in L2 sociolinguistic evaluations: The group, the individual and the homogenous ensemble. Studies in Second Language Acquisition, 45(5), 1186–1209. https://doi.org/10.10.1017/S0272263123000177
Woo, S. E., Jebb, A. T., Tay, L., & Parrigon, S. (2018). Putting the “person” in the center: Review and synthesis of person-centered approaches and methods in organizational science. Organizational Research Methods, 21(4), 814–845. https://doi.org/10.1177/1094428117752467
Wu, H. W., Wang, Y. S., & Wang, Y. L. (2024). “To use or not to use?”: A mixed-methods study on the determinants of EFL college learners’ behavioral intention to use AI in the distributed learning context. The International Review of Research in Open and Distributed Learning, 25 (3).
Wu, H., Wang, Y.S., & Wang, Y. L. (2024). How burnout, resilience, and engagement interplay among EFL learners: A mixed-methods investigation in the Chinese senior high school context. Porta Linguarum,193-213. https://doi.org/10.30827/portalin.viIX.29878
Zhang, K., Wu, S., Xu, Y., Cao, W., Goetz, T., & Parks-Stamm, E. J. (2020). Adaptability promotes student engagement under COVID-19: The multiple mediating effects of academic emotion. Frontiers in Psychology, 11, 1–8. https://doi.org/10.3389/fpsyg.2020.633265
Zyphur, M. J. (2009). When mindsets collide: Switching analytical mindsets to advance organization science. Academy of Management Review, 34, 677–688. https://doi.org/10.5465/AMR.2009.44885862.