Is learning really just believing? A meta-analysis of self-efficacy and achievement in SLA
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Keywords

positive psychology
individual differences
L2 achievement
self-efficacy

How to Cite

Goetze, J., & Driver, M. (2022). Is learning really just believing? A meta-analysis of self-efficacy and achievement in SLA. Studies in Second Language Learning and Teaching, 12(2), 233–259. https://doi.org/10.14746/ssllt.2022.12.2.4

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Number of downloads: 1375

Abstract

The positive psychology movement (Seligman, 1998) has contributed to the proclamation of a positive turn in second language acquisition (SLA) (MacIntyre et al., 2016). Within the context of individual differences, self-efficacy (Bandura, 1997), an individual’s judgment of their capability to achieve goals, has gained particular interest in language learning (e.g., Lake, 2013). The present study meta-analyzes a body of research that has investigated the relationship between second language (L2) self-efficacy and L2 achievement by exploring 1) reporting practices in this domain, 2) the strength and direction of the relationship, and 3) the effects of moderator variables on the self-efficacy-achievement link. A comprehensive literature search uncovered 37 studies, which contributed to a total of 40 independent samples (N = 23,050). The average observed effect in the sample was r = .46. A moderator analysis showed systematic variations in the effect size for learners’ first language, target language, proficiency level, and both self-efficacy and achievement type. We discuss our findings with respect to theoretical constructs and methodological practices and suggest implications for L2 pedagogy and future research into self-efficacy in SLA.

https://doi.org/10.14746/ssllt.2022.12.2.4
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References

Abdallah, M., & Mansour, M. M. (2015). Virtual task-based situated language-learning with Second Life: Developing EFL pragmatic writing and techno-logical self-efficacy. Arab World English Journal (AWEJ), Special Issue on CALL (2), 150-182. https://doi.org/10.2139/ssrn.2843987

Al-Hoorie, A. H. (2018). The L2 motivational self system: A meta-analysis. Studies in Second Language Learning and Teaching, 8(4), 721-754. https://doi.org/10.14746/ssllt.2018.8.4.2

Alamer, A. (2021). Grit and language learning: Construct validation of L2-Grit scale and its relation to later vocabulary knowledge. Educational Psychology, 41(5), 544-562. https://doi.org/10.1080/01443410.2020.1867076

Ale, K., Loh, Y. A., & Chib, A. (2017). Contextualized-OLPC education project in rural India: Measuring learning impact and mediation of computer self-efficacy. Educational Technology Research and Development, 65(3), 769-94. https://doi.org/10.1007/s11423-017-9517-2

Aljaffery, Y. (2015). The influence of English language in the Arab world. GRIN Verlag.

Al Khamisi, H., Al Barwani, T., Al Mekhlafi, A., & Osman, M. E. T. (2016). EFL reading achievement: Impact of gender and self-efficacy beliefs. International Journal of Learning, Teaching and Educational Research, 15(3), 54-73.

Alrabai, F. (2018). The association between self-efficacy of Saudi learners and their EFL academic performance. Theory and Practice in Language Studies, 8(10), 1351-1360. https://doi.org/10.17507/tpls.0810.14

Anyadubalu, C. C. (2010). Self-efficacy, anxiety, and performance in the English language among middle-school students in English language program in Satri Si Suriyothai School, Bangkok. International Journal of Human and Social Sciences, 5(3), 193-198.

Asakereh, A., & Dehghannezhad, M. (2015). Student satisfaction with EFL speaking classes: Relating speaking self-efficacy and skills achievement. Issues in Educational Research, 25(4), 345-363.

Bai, B., Chao, G. C. N., & Wang, C. (2019). The relationship between social support, self‐efficacy, and English language learning achievement in Hong Kong. TESOL Quarterly, 53(1), 208-221. https://doi.org/10.1002/tesq.439

Bai, B., Nie, Y., & Lee, A. N. (2020). Academic self-efficacy, task importance and inter-est: relations with English language learning in an Asian context. Journal of Multilingual and Multicultural Development. https://doi.org/10.1080/01434632.2020.1746317

Bai, B., & Wang, J. (2020). The role of growth mindset, self-efficacy and intrinsic value in self-regulated learning and English language learning achievements. Language Teaching Research. https://doi.org/10.1177/1362168820933190

Balci, Ö. (2017). The effects of learning-style based activities on students’ reading comprehension skills and self-efficacy perceptions in English foreign language classes. Higher Education Studies, 7(4), 35-54. https://doi.org/10.5539/hes.v7n4p35

Bandura, A. (1977). Self-efficacy: Toward a unifying theory of behavioral change. Psychological Review, 84(2), 191-215. https://doi.org/10.1037/0033-295X.84.2.191

Bandura, A. (1986). Social foundations of thought and action: A social cognitive theory. Prentice Hall.

Bandura, A. (1997). Self-efficacy: The exercise of control. Freeman.

Borenstein, M., Hedges, L. V., Higgins, J. P., & Rothstein, H. R. (2010). A basic introduction to fixed‐effect and random‐effects models for meta‐analysis. Re-search Synthesis Methods, 1(2), 97-111. https://doi.org/10.1002/jrsm.12

Borenstein, M., Hedges, L., Higgins, J., & Rothstein, H. (2013). Comprehensive meta-analysis version 3. Biostat.

Brown, A. V., Plonsky, L., & Teimouri, Y. (2018). The use of course grades as metrics in L2 research: A systematic review. Foreign Language Annals, 51(4), 763-778. https://doi.org/10.1111/flan.12370

Chao, C. N. G., McInerney, D. M., & Bai, B. (2019). Self-efficacy and self-concept as predictors of language learning achievements in an Asian bi-lingual context. Asia-Pacific Education Researcher, 28(2), 139-147. https://doi.org/10.1007/s40299-018-0420-3

Cheng, Y. S., Horwitz, E. K., & Schallert, D. L. (1999). Language anxiety: Differentiating writing and speaking components. Language Learning, 49(3), 417-446. https://doi.org/10.1111/0023-8333.00095

Chuang, H., Weng, C., & Chen, C. (2018). Which students benefit most from a flipped classroom approach to language learning? British Journal of Educational Technology, 49(1), 56-68. https://doi.org/10.1111/bjet.12530

Cooper, H. (2016). Research synthesis and meta-analysis (5th ed.). Sage.

Csikszentmihalyi, M. (2000). The contribution of flow to positive psychology. In J. E. Gillham (Ed.), The science of optimism and hope: Research essays in honor of Martin E. P. Seligman (pp. 387-395). Templeton Foundation Press.

Dewaele, J. M., & Alfawzan, M. (2018). Does the effect of enjoyment outweigh that of anxiety in foreign language performance? Studies in Second Language Learning and Teaching, 8(1), 21-45. https://doi.org/10.14746/ssllt.2018.8.1.2

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(2), 237-274. https://doi.org/10.14746/ssllt.2014.4.2.5

Doordinejad, F. G., & Afshar, H. (2014). On the relationship between self-efficacy and English achievement among Iranian third grade high school students. International Journal of Language Learning and Applied Linguistics World, 6(4), 461-470.

Dörnyei, Z. (2005). The psychology of the language learner: Individual differences in second language acquisition. Lawrence Erlbaum.

Dörnyei, Z. (2009). The L2 motivational self system. Motivation, language identity and the L2 self, 36(3), 9-11. https://doi.org/10.21832/9781847691293-003

Dörnyei, Z. (2020). Innovations and challenges in language learning motivation. Routledge.

Driver, M. (2021). Emotion-laden texts and words: The influence of emotion on vocabulary learning for heritage and foreign language learners. Studies in Second Language Acquisition. https://doi.org/10.1017/S0272263121000851

Duckworth, A. L. (2013). Grit: The power of passion and perseverance. Scribner.

Erkan, D. Y., & Saban, A. İ. (2011). Writing performance relative to writing apprehension, self-efficacy in writing, and attitudes towards writing: A correlational study in Turkish tertiary-level EFL. The Asian EFL Journal Quarterly, 13(1), 164-192.

Fukuda, A. (2018). The Japanese EFL learners’ self-regulated language learning and proficiency. Journal of Pan-Pacific Association of Applied Linguistics, 22(1), 65-87. https://doi.org/10.25256/PAAL.22.1.4

Gahunga, O. (2009). Are self-efficacy, language learning strategies, and foreign language ability interrelated? The Buckingham Journal of Language and Linguistics, 2, 47-60.

Ghonsooly, B., & Elahi, M. (2010). Learners’ self-efficacy in reading and its relation to foreign language reading anxiety and reading achievement. Amirkabir, 53(217), 45-67.

Golparvar, S. E., & Khafi, A. (2021). The role of L2 writing self-efficacy in integrated writing strategy use and performance. Assessing Writing, 47, 100504. https://doi.org/10.1016/j.asw.2020.100504

Hetthong, R., & Teo, A. (2013). Does writing self-efficacy correlate with and predict writing performance? International Journal of Applied Linguistics and English Literature, 2(1), 157-167. https://doi.org/10.7575/ijalel.v.2n.1p.157

Ghonsooly, B., & Elahi, M. (2010). Learners’ self-efficacy in reading and its relation to foreign language reading anxiety and reading achievement. Journal of English Language Teaching and Learning, 53(217), 45-67.

Hiver, P. (2013). The interplay of possible language teacher selves in professional development choices. Language Teaching Research, 17(2), 210-227. https:// doi.org/10.1177%2F1362168813475944

Hsieh, P. (2008). “Why are college foreign language students’ self-efficacy, attitude, and motivation so different?” International Education, 38(1), 76-94.

Hsieh, P. P., & Kang, H. (2010). Attribution and self-efficacy and their interrelationship in the Korean EFL context. Language Learning, 60(3), 606-627. https://doi.org/10.1111/j.1467-9922.2010.00570.x

Hsieh, P. P., & Schallert, D. L. (2008). Implications from self-efficacy and attribution theories for an understanding of undergraduates’ motivation in a foreign language course. Contemporary Educational Psychology, 33(4), 513-532. https://doi.org/10.1016/j.cedpsych.2008.01.003

Huang, C. (2016). Achievement goals and self-efficacy: A meta-analysis. Educational Research Review, 19, 119-137. https://doi.org/10.1016/j.edurev.2016.07.002

Jee, M. J. (2015). Language learners’ strategy use and self-efficacy: Korean heritage learners versus non-heritage learners. Language Research, 51(1), 167-195.

Jin, Y., & Zhang, L. J. (2018). The dimensions of foreign language classroom enjoyment and their effect on foreign language achievement. International Journal of Bilingual Education and Bilingualism. https://doi.org/10.1080/13670050.2018.1526253

Karademas, E. C. (2006). Self-efficacy, social support and well-being: The mediating role of optimism. Personality and Individual Differences, 40, 1281-1290.

Karbakhsh, R., & Safa, M. A. (2020). Basic psychological needs satisfaction, goal orientation, willingness to communicate, self-efficacy, and learning strategy use as predictors of second language achievement: A structural equation modeling approach. Journal of Psycholinguistic Research, 49(5), 803-822. https://doi.org/10.1007/s10936-020-09714-7

Khodadad, M., & Kaur, J. (2016). Causal relationships between integrative motivation, self-efficacy, strategy use and English language achievement. 3L: Language, Linguistics, Literature, 22(3), 111-125.

Kitikanan, P., & Sasimonton, P. (2017). The relationship between English self-efficacy and English learning achievement of L2 Thai learners. LEARN Journal: Language Education and Acquisition Research Network, 10(1), 149-164.

Lake, J. (2013). Positive L2 self: Linking positive psychology with L2 motivation. Language Learning Motivation in Japan, 71, 225-244. https://doi.org/10.21832/9781783090518-015

Larson-Hall, J., & Plonsky, L. (2015). Reporting and interpreting quantitative research findings: What gets reported and recommendations for the field. Language Learning, 65(S1), 127-159. https://doi.org/10.1111/lang.12115

Le-Thi, D., Dörnyei, Z., & Pellicer-Sánchez, A. (2020). Increasing the effectiveness of teaching L2 formulaic sequences through motivational strategies and mental imagery: A classroom experiment. Language Teaching Re-search. https://doi.org/10.1177/1362168820913125

Lei, H., & Cui, Y. (2016). Effects of academic emotions on achievement among mainland Chinese students: A meta-analysis. Social Behavior and Personality: An International Journal, 44(9), 1541-1553. https://doi.org/10.2224/sbp.2016.44.9.1541

Liem, A. D., Lau, S., & Nie, Y. (2008). The role of self-efficacy, task value, and achievement goals in predicting learning strategies, task disengagement, peer relationship, and achievement outcome. Contemporary Educational Psycho-logy, 33(4), 486-512. https://doi.org/10.1016/j.cedpsych.2007.08.001

Ma, L., Du, X., Hau, K., & Liu, J. (2018). The association between teacher-student relationship and academic achievement in Chinese EFL context: A se-rial multiple mediation model. Educational Psychology, 38(5), 687-707. https://doi.org/10.1080/01443410.2017.1412400

MacIntyre, P. D., Gregersen, T., & Mercer, S. (Eds.). (2016). Positive psychology in SLA. Multilingual Matters.

MacIntyre, P. D., & Mercer, S. (2014). Introducing positive psychology to SLA. Studies in Second Language Learning and Teaching, 4(2), 153-172. https://doi.org/10.14746/ssllt.2014.4.2.2

McCollum, D. L. (2003). Investigating non-cognitive components of foreign language achievement. Applied Language Learning, 13(1), 19-32.

Marques, S. C., Gallagher, M. W., & Lopez, S. J. (2017). Hope-and academic-related outcomes: A meta-analysis. School Mental Health, 9(3), 250-262. https://doi.org/10.1007/s12310-017-9212-9

Marsden, E., & Plonsky, L. (2018). Data, open science, and methodological re-form in second language acquisition research. In A. Gudmestad & A. Ed-monds (Eds.), Critical reflections on data in second language acquisition (pp. 219-228). John Benjamins.

Meera, K. P., & Jumana, M. K. (2015). Self-efficacy and academic performance in English. Research in Pedagogy, 5(2), 25-30. https://doi.org/10.17810/2015.13

Mills, N., Pajares, F., & Herron, C. (2007). Self-efficacy of college intermediate French students: Relation to achievement and motivation. Language Learning, 57(3), 417-442. https://doi.org/10.1111/j.1467-9922.2007.00421.x

Mizumoto, A. (2013). Effects of self-regulated vocabulary learning process on self-efficacy. Innovation in Language Learning and Teaching, 7(3), 253-265. https://doi.org/10.1080/17501229.2013.836206

Möller, J., Streblow, L., & Pohlmann, B. (2009). Achievement and self-concept of students with learning disabilities. Social Psychology of Education, 12(1), 113-122. https://doi.org/10.1007/s11218-008-9065-z

Möller, J., Zitzmann, S., Helm, F., Machts, N., & Wolff, F. (2020). A meta-analysis of relations between achievement and self-concept. Review of Educational Research, 90(3), 376-419. https://doi.org/10.3102/0034654320919354

Multon, K. D; Brown, S. D., & Lent, R. W. (1991). Relation of self-efficacy beliefs to academic outcomes: A meta-analytic investigation. Journal of Counseling Psychology, 38(1), 30-38. https://doi.org/10.1037/0022-0167.38.1.30

Murad Sani, A., & Zain, Z. (2011). Relating adolescents’ second language reading attitudes, self efficacy for reading, and reading ability in a non-supportive ESL setting. The Reading Matrix, 11(3), 243-254.

Mustapha, N. H., Mustapha, N. F., Daud, N., & Abd Wahab, M. (2013). Arabic language efficacy questionnaire (ALEQ): Assessing self-efficacy and achievement. GEMA Online® Journal of Language Studies, 13(1), 155-167.

Namaziandost, E., & Çakmak, F. (2020). An account of EFL learners’ self-efficacy and gender in the Flipped Classroom Model. Education and Information Technologies, 1-15. https://doi.org/10.1007/s10639-020-10167-7

Norris, J. M., & Ortega, L. (2006). The value and practice of research synthesis for language learning and teaching. In J. M. Norris & L. Ortega (Eds.), Synthesizing research on language learning and teaching (pp. 3-50). John Benjamins.

Oliver, R., Purdie, N., & Rochecouste, J. (2005). Affective aspects of language learning: Beliefs, attitudes, efficacy. Babel, 40(2), 29-36.

Pajares, F. (1997). Current directions in self-efficacy research. Advances in motivation and achievement, 10(149), 1-49.

Pajares, F., & Schunk, D. H. (2005). Self-efficacy and self-concept beliefs: Jointly contributing to the quality of human life. In H. Marsh, R. Craven, & D. McInerney (Eds.), International advances in self-research (Vol. 2, pp. 95-121). Information Age.

Pan, J. Y., & Chan, C. L. W. (2007). Resilience: A new research area in positive psychology. Psychologia, 50(3), 164-176. https://doi.org/10.2117/psysoc.2007.164

Papi, M., Bondarenko, A. V., Mansouri, S., Feng, L., & Jiang, C. (2019). Rethinking L2 motivation research: The 2×2 model of L2 self-guides. Studies in Second Language Acquisition, 41(2), 337-361. https://doi.org/10.1017/S0272263118000153

Phakiti, A., Hirsh, D., & Woodrow, L. (2013). It’s not only English: Effects of other individual factors on English language learning and academic learning of ESL international students in Australia. Journal of Research in International Education, 12(3), 239-258. https://doi.org/10.1177/1475240913513520

Pekrun, R., Götz, T., Titz, W., & Perry, R. (2002). Positive emotions in education. In E. Frydenberg (Ed.), Beyond coping: Meeting goals, visions, and chal-lenges (pp. 149-173). Oxford University Press.

Petscher, Y. (2010). A meta‐analysis of the relationship between student attitudes towards reading and achievement in reading. Journal of Research in Reading, 33(4), 335-355. https://doi.org/10.1111/j.1467-9817.2009.01418.x

Pintrich, P. R., Smith, D. A. F., Garcia, T., & McKeachie, W. J. (1991). A manual for the use of the Motivated Strategies for Learning Questionnaire (MSLQ). Ann Arbor: University of Michigan, National Center for Research to Improve Postsecondary Teaching and Learning.

Plonsky, L. (2013). Study quality in SLA: An assessment of designs, analyses, and reporting practices in quantitative L2 research. Studies in Second Language Acquisition, 35, 655-687. https://doi.org/10.1017/S0272263113000399

Plonsky, L. (2017). Quantitative research methods in instructed SLA. In S. Loewen & M. Sato (Eds.), The Routledge handbook of instructed second language acquisition (pp. 505-521). Routledge.

Plonsky, L., & Derrick, D. J. (2016). A meta‐analysis of reliability coefficients in second language research. Modern Language Journal, 100(2), 538-553. https://doi.org/10.1111/modl.12335

Plonsky, L., & Oswald, F. L. (2012). How to do a meta-analysis. In A. Mackey & S. M. Gass (Eds.), Research methods in second language acquisition: A practical guide (pp. 275-295). Blackwell.

Plonsky, L., & Oswald, F. L. (2014). How big is “big”? Interpreting effect sizes in L2 research. Language Learning, 64(4), 878-912.

Oswald, F. L., & Plonsky, L. (2010). Meta-analysis in second language research: Choices and challenges. Annual Review of Applied Linguistics, 30, 85-110. https://doi.org/10.1017/S0267190510000115

Rahemi, J. (2007). Self efficacy in English and Iranian senior high school students majoring in humanities. Novitas-Royal, 1(2), 98-111.

Raoofi, S., & Maroofi, Y. (2017). Relationships among motivation (self-efficacy and task value), strategy use and performance in L2 writing. Southern Af-rican Linguistics and Applied Language Studies, 35(3), 299-310. https://doi.org/10.2989/16073614.2017.1391706

Sahril, & Weda, S. (2018). The relationship of self-efficacy beliefs, motivation, and writing performance of Indonesian EFL students in higher education. Journal of English as an International Language, 13, 47-63.

Sedighi, F., Alavi, S., & Samani, S. (2004). Developing a foreign language learning self-efficacy scale for Iranian students. Journal of Social Sciences and Humanities of Shiraz University, 21(1 (40)), 94-101.

Shah, P. M., Mahmud, W. H., Din, R., Yusof, A., & Pardi, K. M. (2011). Self-efficacy in the writing of Malaysian ESL learners. World Applied Sciences Journal, 15(11), 8-11.

Shang, H. F. (2010). Reading strategy use, self-efficacy and EFL reading comprehension. Asian EFL Journal, 12(2), 18-42.

Seligman, M. P. (1998). Positive psychology network concept paper. Retrieved from https://tinyurl.com/yzmwm7vz

Seligman, M. E. P., & Csikszentmihalyi, M. (2000). Positive psychology: An introduction. American Psychologist, 55(1), 5-14. https://doi.org/10.1037/0003-066X.55.1.5

Shin, M. H. (2018). Effects of project-based learning on students’ motivation and self-efficacy. English Teaching, 73(1), 95-114.

Song, J. (2016). Emotions and language teacher identity: Conflicts, vulnerability, and transformation. TESOL Quarterly, 50(3), 631-654. https://doi.org/10.1002/tesq.312

Teimouri, Y., Goetze, J., & Plonsky, L. (2019). Second language anxiety and achievement: A meta-analysis. Studies in Second Language Acquisition, 41(2), 363-387. https://doi.org/10.1017/S0272263118000311

Teimouri, Y., Plonsky, L., & Tabandeh, F. (2020). L2 grit: Passion and perseverance for second-language learning. Language Teaching Research. https://doi.org/10.1177/1362168820921895

Templin, S. A. (1999). The relationship between self-efficacy and language learners’ grades. JALT Journal, 21(1), 112-124.

Terasawa, T. (2017). Has socioeconomic development reduced the English di-vide? A statistical analysis of access to English skills in Japan. Journal of Multilingual and Multicultural Development, 38(8), 671-685. https://doi.org/10.1080/01434632.2016.1221412

Ushioda, E. (2014). Context and complex dynamic systems theory. In Z. Dörnyei, P. MacIntyre, & A. Henry (Eds.), Motivational dynamics in language learning (pp. 47-54). Multilingual Matters.

Ushioda, E., & Dörnyei, Z. (2011). Teaching and researching: Motivation. Pear-son Education.

Wang, C. (2004). Self-regulated learning strategies and self-efficacy beliefs of children learning English as a second language [Unpublished doctoral dissertation, The Ohio State University]. No. osu1091546670. https://etd.ohiolink.edu/

Wang, C., Hu, J., Zhang, G., Chang, Y., & Xu, Y. (2012). Chinese college students’ self-regulated learning strategies and self-efficacy beliefs in learning English as a foreign language. Journal of Research in Education, 22(2), 103-135.

Wang, C., Kim, D.-H., Bong, M., & Ahn, H. S. (2013). Examining measurement properties of an English self-efficacy scale for English language learners in Korea. International Journal of Educational Research, 59, 24-34. https://doi.org/10.1016/j.ijer.2013.02.004

Wang, C., & Sun, T. (2020). Relationship between self-efficacy and language proficiency: A meta-analysis. System, 95. https://doi.org/10.1016/j.system.2020.102366

Weda, S., Samad, I. A., Patak, A. A., & Fitriani, S. S. (2018). The effects of self-efficacy belief, motivation, and learning strategies on students’ academic performance in English in higher education. Asian EFL Journal, 20(9), 140-168.

Woodrow, L. (2011). College English writing affect: Self-efficacy and anxiety. System, 39(4), 510-522. https://doi.org/10.1016/j.system.2011.10.017

Wu, X., Lowyck, J., Sercu, L., & Elen, J. (2012). Self-efficacy, task complexity and task performance: Exploring interactions in two versions of vocabulary learning tasks. Learning Environments Research, 15(1), 17-35.

Wu, X., Lowyck, J., Sercu, L., & Elen, J. (2013). Task complexity, student perceptions of vocabulary learning in EFL, and task performance. British Journal of Educational Psychology, 83(1), 160-181. https://doi.org/10.1111/j.2044-8279.2011.02061.x

Wyatt, M. (2018). Language teachers’ self-efficacy beliefs: An introduction. In S. Mercer & A. Kostoulas (Eds.), Language teacher psychology (pp. 122-140). Multilingual Matters.

Zhang, L., & Tsung, L. (2021). Learning Chinese as a second language in China: Positive emotions and enjoyment. System, 96, 102410. https://doi.org/10.1016/j.system.2020.102410