Abstract
Reflecting an alternative model comparison framework and grounded in Bandura’s self-efficacy theory and in western and Chinese English Public Speaking (EPS) competences literature, we examine the possibility of a hierarchical structure of the EPS self-efficacy construct. In particular, we contrast an established first-order model of the EPS self-efficacy with two higher-order rival models, testing for subordinate (second-order model) versus nested (bifactor model) relationships in a sample of 203 Chinese EFL college students. From a theoretical perspective, the results supported the bifactor model as a strong conceptual foundation for understanding the EPS self-efficacy construct as nested. From a practical perspective, this conceptualization would allow for gauging EPS self-efficacy development both holistically and by subdomains. From a research methodology perspective, this study is among the first to bring the bifactor model into the broader field of L2 research. Other implications are discussed.
Similar content being viewed by others
References
Adams, J., & Hirsch, M. (2007). English for everyone. Newsweek International. Retrieved from https://www.highbeam.com/doc/1G1-167580602.html
American Management Association. (2012). Critical skills survey. Retrieved from http://playbook.amanet.org/wp-content/uploads/2013/03/2012-Critical-Skills-Survey-pdf.pdf
Ardasheva, Y., Carbonneau, K. J., Roo, A. K., & Wang, Z. (2018). Relationships among prior learning, anxiety, self-efficacy, and science vocabulary learning of middle school students with varied English language proficiency. Learning and Individual Differences, 61, 21–30. https://doi.org/10.1016/j.lindif.2017.11.008
Ardasheva, Y., Carbonneau, K. J., & Zhang, X. (2019). Factor analysis and statistical modeling in applied linguistics. In J. McKinley & H. Rose (Eds.), Routledge handbook of research methods in applied linguistics (pp. 427–439). Routledge. https://doi.org/10.4324/9780367824471
Ardasheva, Y., Norton-Meier, L., & Hand, B. (2015). Negotiation, embeddedness, and non-threatening learning environments as themes of science and language convergence for English language learners. Studies in Science Education, 51(2), 201–249. https://doi.org/10.1080/03057267.2015.1078019
Bandura, A. (1986). Social foundations of thought and action: A social cognitive theory. New Jersey: Prentice-Hall
Bandura, A. (1997). Self- efficacy: The exercise of control. New York: W. H. Freeman and Company
Bandura, A. (2011). On the functional properties of perceived self-efficacy revisited. Journal of Management, 38(1), 9–44
Bandura, A. (2006). Guide for creating self-efficacy scales. In F. Pajares, & T. Urdan (Eds.), Self-efficacy beliefs of adolescents (pp. 307–337). Greenwich: IAP-Information Age Publishing, Inc
Brouwer, D., Meijer, R. R., & Zevalkink, J. (2013). On the factor structure of the Beck Depression Inventory–II: G is the key. Psychological assessment, 25(1), 136–145. https://doi.org/10.1037/a0029228
Brown, T. A. (2015). Confirmatory factor analysis for applied research (2nd ed.). New York: Guilford Publications
Bui, G., & Huang, Z. (2018). L2 fluency as influenced by content familiarity and planning: Performance, measurement, and pedagogy. Language Teaching Research, 22(1), 94–114
Bui, H. Y. G. (2014). Task readiness: Theoretical framework and empirical evidence from topic Familiarity, strategic Planning, and proficiency levels. In P. Skehan (Ed.), Processing perspectives on task performance (pp. 63–94). Amsterdam: John Benjamins
Busse, V., & Walter, C. (2013). Foreign language learning motivation in higher education: A longitudinal study of motivational changes and their causes. The Modern Language Journal, 97, 435–456
Byrne, B. M. (2010). Structural equation modeling with AMOS: Basic concepts, applications, and programming. New York: Routledge
Canivez, G. L. (2016). Bifactor modeling in construct validation of multifactored tests: Implications for understanding multidimensional constructs and test interpretation. In K. Schweizer, & C. DiStefano (Eds.), Principles and methods of test construction: Standards and recent advancements (pp. 246–271). Gottingen, Germany: Hogrefe Publishers
Chao, C. N. G., Mclnerney, D. M., & Bai, B. (2019). Self-efficacy and self-concept as predictors of language learning achievements in an Asian bilingual context. The Asia-Pacific Education Researcher, 28(2), 139–147
Chen, F. F., West, S. G., & Sousa, K. H. (2006). A comparison of bifactor and second-order models of quality of life. Multivariate Behavioral Research, 41(2), 189–225
Chou, M. H. (2011). The influence of learner strategies on oral presentations: A comparison between group and individual performance. English for Specific Purposes, 30, 272–285
Derrick, D. J. (2016). Instrument reporting practices in second language research. TESOL Quarterly, 50(1), 132–153
Fang, F. (2018). Ideology and identity debate of English in China: Past, present and future. Asian Englishes, 20(1), 15–26
Fryer, L. K., & Ainley, M. (2019). Supporting interest in a study domain: A longitudinal test of the interplay between interest, utility-value, and competence beliefs. Learning and Instruction, 60, 252–262
Fryer, L. K., Ainley, M., & Thompson, A. (2016). Modelling the links between students’ interest in a domain, the tasks they experience and their interest in a course: Isn’t interest what university is all about? Learning and Individual Differences, 50, 157–165
Fryer, L. K., & Oga-Baldwin, W. L. Q. (2017). One more reason to learn a new language: Testing academic self-efficacy transfer at junior high school. Frontline Learning Research, 5(4), 61–75
Honicke, T., & Broadbent, J. (2016). The influence of academic self-efficacy on academic performance: A systematic review. Educational Research Review, 17, 63–84
Hsiao, T. Y., & Oxford, R. L. (2002). Comparing theories of language learning strategies: A confirmatory factor analysis. The Modern Language Journal, 86(3), 368–383
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
Isemonger, I. M. (2007). Operational definitions of explicit and implicit knowledge: Response to Response to R. Ellis (2005) and some recommendations for future research in this area. Studies in Second Language Acquisition, 29(1), 101–118
Jöreskog, K. G. (1993). Testing structural equation models. In K. A. Bollen, & J. S. Long (Eds.), Testing structural equation models (pp. 294–316). Newbury Park: Sage
Kline, R. B. (2016). Principles and practice of structural equation modeling (4nd ed.). New York: The Guilford Press
Li, Y., & Wang, C. (2010). An empirical study of reading self-efficacy and the use of reading strategies in the Chinese EFL context. Asian EFL Journal, 12(2), 144–162
Lucas, S. E. (2013). English public speaking and the cultivation of talents for Chinese college students. Chinese Journal of Applied Linguistics, 36(2), 163–182
Magogwe, J. M., & Oliver, R. (2007). The relationship between language learning strategies, proficiency, age and self-efficacy beliefs: A study of language learners in Botswana. System, 35(3), 338–352
Mills, N. (2014). Self-efficacy in second language acquisition. In S. Mercer, & M. Williams (Eds.), Multiple perspectives on the self in SLA (pp. 6–22). Buffalo: Multilingual Matters
Mills, N., Pajares, F., & Herron, C. (2006). A reevaluation of the role of anxiety: Self-efficacy, anxiety, and their relation to reading and listening proficiency. Foreign Language Annals, 39(2), 276–295
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
Morreale, S. P., Moore, M. R., Surges-Tatum, D., & Webster, L. (2007). “The competent speaker” speech evaluation form (2nd ed.). Washington, DC: National Communication Association
Muthén, L. K., & Muthén, B. O. (2017). Mplus user’s guide (8th ed.). Los Angeles: Muthén & Muthén
Nguyen, L. T. C., & Gu, Y. (2013). Strategy-based instruction: A learner- focused approach to developing learner autonomy. Language Teaching Research, 17(1), 9–30
Nunnally, J. C., & Bernstein, I. H. (1994). Psychometric theory (3rd ed.). New York, NY: McGraw-Hill
Pajares, F., & Graham, L. (1999). Self-efficacy, motivation constructs, and mathematics performance of entering middle school students. Contemporary Educational Psychology, 24(2), 124–139
Piniel, K., & Csizér, K. (2013). L2 motivation, self-efficacy and anxiety: The interrelationship of individual variables in the secondary school context. Studies in Second Language Learning and Teaching, 3, 523–550
Piniel, K., & Csizér, K. (2015). Changes in motivation, anxiety and self-efficacy during the course of academic writing seminar. In Z. Dörnyei, P. MacIntyre, & A. Henry (Eds.), Motivational dynamics in language learning (pp. 164–194). Bristol: Multilingual Matters
Plonsky, L. (Ed.). (2015). Advancing quantitative methods in second language research. New York: Routledge
Prat-Sala, M., & Redford, P. (2010). The interplay between motivation, self-efficacy, and approaches to studying. British Journal of Educational Psychology, 80(2), 283–305
Rahimpour, M., & Nariman-Jahan, R. (2010). The influence of self-efficacy and proficiency on EFL learners’ writing. Journal of Instructional Technology and Distance Learning, 7(11), 19–32
Reise, S. P. (2012). The rediscovery of bifactor measurement models. Multivariate Behavioral Research, 47(5), 667–696
Richards, J. C. (2008). Teaching listening and speaking. New York: Cambridge University Press
Rodriguez, A., Reise, S. P., & Haviland, M. G. (2016). Evaluating bifactor models: Calculating and interpreting statistical indices. Psychological Methods, 2, 137–150. https://doi.org/10.1037/met0000045
Rubin, J., Chamot, A., Harris, U., V., & Anderson, N. J. (2007). Intervening in the use of strategies. In A. D. Cohen, & E. Macaro (Eds.), Language learner strategies: 30 years of research and practice (pp. 141–160). Oxford: Oxford University Press
Schreiber, L. M., Paul, G. D., & Shibley, L. R. (2012). The development and test of the public speaking competence rubric. Communication Education, 61(3), 205–233
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 (Innovation and Pedagogy for Lifelong Learning), 15, 8–11
Thomson, S., & Rucker, M. L. (2002). The development of a specialized public speaking competency scale: Test of reliability. Communication Research Reports, 67, 449–459
Usher, E. L., & Pajares, F. (2008). Sources of self-efficacy in school: Critical review of the literature and future directions. Review of Educational Research, 78(4), 751–796
Vafaee, P., Suzuki, Y., & Kachisnke, I. (2017). Validating grammaticality judgment tests: Evidence from two new psycholinguistic measures. Studies in Second Language Acquisition, 39(1), 59–95
Wang, C., & Bai, B. (2017). Validating the instruments to measure ESL/EFL learners’ self-efficacy beliefs and self-regulated learning strategies. TESOL Quarterly, 51(4), 931–947
Wei, R., & Su, J. (2015). Surveying the English language across China. World Englishes, 34(2), 175–189
Yang, Y. (2005). Can the strengths of AIC and BIC be shared? Biometrika, 92(4), 937–950
Zhang, D. (2007). 英语演讲与语言能力培养[English public speaking and the cultivation of language abilities]. Foreign Language Education, 28(3), 56–59
Zhang. X., & Ardasheva, Y. (2019). Sources of college EFL learners’ self-efficacy in the English public speaking domain. English for Specific Purposes, 53, 47–59. https://doi.org/10.1016/j.esp.2018.09.004
Zhang, X., Ardasheva, Y., & Austin, B. W. (2020). Self-efficacy and English public speaking performance: A mixed method approach. English for Specific Purposes, 59, 1–16. https://doi.org/10.1016/j.esp.2020.02.001
Zhang, X., Ardasheva, Y., Egbert, J., & Ullrich-French, S. C. (2019). Building assessments for self-efficacy in English public speaking self-efficacy in China. The Asia-Pacific Education Researcher, 28(5), 411–420. https://doi.org/10.1007/s40299-019-00441-9
Zimmerman, B. J. (2000). Self-efficacy: an essential motive to learn. Contemporary Educational Psychology, 25(1), 82–91
Zimmerman, B. J., & Martinez-Pons, M. (1990). Student differences in self-regulated learning: Relating grade, sex, and giftedness to self-efficacy and strategy use. Journal of Educational Psychology, 82, 51–59
Funding
This study was funded by Philosophy and Social Science Foundation of Hunan Province (20YBA136), China.
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Conflict of interest
The authors declare that they have no conflict of interest.
Ethical Approval
All procedures performed in this study were in accordance with the ethical standards of the institutional research committee.
Additional information
Publisher’s Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Appendix A: English Public Speaking Self-efficacy Scale
Appendix A: English Public Speaking Self-efficacy Scale
-
1.
When giving an English speech in public, I can speak with accuracy (with no/few mistakes).
-
2.
When giving an English speech in public, I can speak with fluency.
-
3.
When giving an English speech in public, on an unfamiliar/difficult topic, I can always speak effectively.
-
4.
When giving an English speech in public, I can speak with emotion.
-
5.
I can give an English speech in public when I am very nervous.
-
6.
When giving an English speech in public, I can speak with confidence.
-
7.
When giving an English speech in public, I can organize my speech so that the conclusion flows logically from what was previously said.
-
8.
When giving an English speech in public, I can use appropriate language (e.g., vocabulary, grammatical structures) to address different topics.
-
9.
When giving an English speech in public, I can make my central idea clear to the audience.
-
10.
When giving an English speech in public, I can use inductive techniques (proceeding from details to generalization/ argument) to structure a speech.
-
11.
When giving an English speech in public, I can use deductive techniques (proceeding from generalization/ argument) to structure a speech.
-
12.
When giving an English speech in public, I can use the conclusion to restate my main points.
Rights and permissions
Springer Nature or its licensor holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Zhang, X., Austin, B.W. & Ardasheva, Y. New Directions in L2 Self-efficacy Research: Comparing Bifactor and Second-Order Models in the English Public Speaking Domain. J Psycholinguist Res 52, 569–587 (2023). https://doi.org/10.1007/s10936-022-09910-7
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10936-022-09910-7