Abstract
The main purpose of this study was to investigate Taiwanese high school students’ multi-dimensional self-efficacy and its sources in the domain of science. Two instruments, Sources of Science Learning Self-Efficacy (SSLSE) and Science Learning Self-Efficacy (SLSE), were used. By means of correlation and regression analyses, the relationships between students’ science learning self-efficacy and the sources of their science learning self-efficacy were examined. The findings revealed that the four sources of the students’ self-efficacy were found to play significant roles in their science learning self-efficacy. By and large, Mastery Experience and Vicarious Experience were found to be the two salient influencing sources. Several gender differences were also revealed. For example, the female students regarded Social Persuasion as the most influential source in the “Science Communication” dimension, while the male students considered Vicarious Experience as the main efficacy source. Physiological and Affective States, in particular, was a crucial antecedent of the female students’ various SLSE dimensions, including “Conceptual Understanding,” “Higher-Order Cognitive Skills,” and “Science Communication.” In addition, the variations between male and female students’ responses to both instruments were also unraveled. The results suggest that, first, the male students perceived themselves as having more mastery experience, vicarious experience and social persuasion than their female counterparts. Meanwhile, the female students experienced more negative emotional arousal than the male students. Additionally, the male students were more self-efficacious than the females in the five SLSE dimensions of “Conceptual Understanding,” “Higher-Order Cognitive Skills,” “Practical Work,” “Everyday Application,” and “Science Communication.”
Similar content being viewed by others
References
Alexander, J., Johnson, J., & Kelley, J. (2012). Longitudinal analysis of the relations between opportunities to learn about science and the development of interests related to science. Science Education, 96, 763–786.
Archer, L., De Witt, J., Osborne, J., Dillon, J., Willis, B., & Wong, B. (2012). “Balancing acts”: elementary school girls’ negotiations of femininity, achievement, and science. Science Education, 96, 967–989.
Baldwin, J., Ebert-May, D., & Burns, D. (1999). The development of a college biology self-efficacy instrument for non-majors. Science Education, 83, 397–408.
Bandura, A. (1986). Social foundations of thought and action: a social cognitive theory. Englewood Cliffs: Prentice Hall.
Bandura, A. (1997). Self-efficacy: the exercise of control. New York: Freeman.
Bong, M., & Skaalvik, E. M. (2003). Academic self-concept and self-efficacy: how different are they really? Educational Psychology Review, 15, 1–40.
Britner, S. L. (2008). Motivation in high school science students: a comparison of gender differences in life, physical, and earth science classes. Journal of Research in Science Teaching, 45, 955–970.
Britner, S. L., & Pajares, F. (2006). Sources of science self-efficacy beliefs of middle school students. Journal of Research in Science Teaching, 43, 485–499.
Brotman, J. S., & Moore, F. M. (2008). Girls and science: a review of four themes in science education literature. Journal of Research in Science Teaching, 45, 971–1002.
Brown, S. D., & Lent, R. W. (2006). Preparing adolescents to make career decisions: a social cognitive perspective. In F. Pajares & T. Urdan (Eds.), Adolescence and education: vol. 5. Self-efficacy beliefs of adolescents (Vol. 5, pp. 201–223). Greenwich: Information Age.
Butz, A. R., & Usher, E. L. (2015). Salient sources of self-efficacy in reading and mathematics. Contemporary Educational Psychology, 42, 49–61.
Capa Aydin, Y., & Uzuntiryaki, E. (2009). Development and psychometric evaluation of the high school chemistry self-efficacy scale. Educational and Psychological Measurement, 69, 868–880.
Chan, J. C. Y., & Lam, S.-F. (2008). Effects of competition on students’ self-efficacy in vicarious learning. British Journal of Educational Psychology, 78, 95–108.
Chang, C. Y., & Cheng, W. Y. (2008). Science achievement and students’ self-confidence and interest in science: a Taiwanese representative sample study. International Journal of Science Education, 30, 1183–1200.
Chen, J. A., & Usher, E. L. (2013). Profiles of the sources of science self-efficacy. Learning and Individual Differences, 24, 11–21.
Chiou, G.-L., & Liang, J.-C. (2012). Exploring the structure of science self-efficacy: a model built on high school students’ conceptions of learning and approaches to learning in science. The Asia-Pacific Education Researcher, 21, 83–91.
Cohen, J. (1988). Statistical power analysis for the behavioral sciences. Hillsdale: Lawrence Erlbaum Associates.
Dalgety, J., & Coll, R. K. (2006). The influence of first-year chemistry students’ learning experiences on their educational choices. Assessment & Evaluation in Higher Education, 31, 303–328.
Dalgety, J., Coll, R. K., & Jones, A. (2003). The development of the chemistry attitudes and experiences questionnaire (CAEQ). Journal of Research in Science Teaching, 40, 649–668.
Hampton, N. Z. (1998). Sources of academic self-efficacy scale: an assessment tool for rehabilitation counselors. Rehabilitation Counseling Bulletin, 41, 260–277.
Hofstein, A., & Lunetta, V. N. (2004). The laboratory in science education: foundation for the 21st century. Science Education, 88, 28–54.
Hong, Z.-R., & Lin, H.-S. (2013). Boy’s and girl’s involvement in science learning and their self-efficacy in Taiwan. International Journal of Psychology, 48, 272–284.
Huang, C. (2013). Gender differences in academic self-efficacy: a meta-analysis. European Journal of Psychology of Education, 28, 1–35.
Jansen, M., Scherer, R., & Schroeders, U. (2015). Students’ self-concept and self-efficacy in the sciences: differential relations to antecedents and educational outcomes. Contemporary Educational Psychology, 41, 13–24.
Kiran, D., & Sungur, S. (2012). Middle school students’ science self-efficacy and its sources: examination of gender difference. Journal of Science Education and Technology, 21, 619–630.
Klassen, R. (2004). A cross-cultural investigation of the efficacy beliefs of South Asian immigrant and Anglo non-immigrant early adolescents. Journal of Educational Psychology, 96, 731–742.
Klassen, R. M., & Usher, E. L. (2010). Self-efficacy in educational settings: recent research and emerging directions. In T. C. Urdan & S. A. Karabenick (Eds.), Advances in motivation and achievement: Vol. 16A. The decade ahead: theoretical perspectives on motivation and achievement (pp. 1–33). Bingley: Emerald Publishing Group.
Kupermintz, H. (2002). Affective and conative factors as aptitude resources in high school science achievement. Educational Assessment, 8, 123–137.
Lau, S., & Roeser, R. W. (2002). Cognitive abilities and motivational processes in high school students’ situational engagement and achievement in science. Educational Assessment, 8, 139–162.
Lee, M.-H., Tsai, C.-C., & Chai, C. S. (2012). A comparative study of Taiwan, Singapore, and China preservice teachers’ epistemic beliefs. The Asia-Pacific Education Researcher, 21, 599–609.
Lent, R. W., Lopez, F. G., & Bieschke, K. J. (1991). Mathematics self-efficacy: sources and relation to science-based career choice. Journal of Counseling Psychology, 38, 424–430.
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 Psychology, 33, 486–512.
Lin, T.-J., & Tsai, C.-C. (2013a). A multi-dimensional instrument for evaluating Taiwan high school students’ learning self-efficacy in relation to their approaches to learning science. International Journal of Science and Mathematics Education, 11, 1275–1301.
Lin, T.-J., & Tsai, C.-C. (2013b). An investigation of Taiwanese high school students’ science learning self-efficacy in relation to their conceptions of learning science. Research in Science & Technological Education, 31, 308–323.
Lin, T.-J., Tan, A. L., & Tsai, C.-C. (2013). A cross-cultural comparison of Singaporean and Taiwanese eighth graders’ science learning self-efficacy from a multidimensional perspective. International Journal of Science Education, 35, 1083–1109.
Lin, T.-J., Liang, J.-C., & Tsai, C.-C. (2015). Identifying Taiwanese university students’ physics learning profiles and their role in physics learning self-efficacy. Research in Science Education, 45, 605–624.
Liou, P.-Y. (2014). Examining the big-fish-little-pond effect on students’ self-concept of learning science in Taiwan based on the TIMSS databases. International Journal of Science Education, 36, 2009–2028.
Matsui, T., Matsui, K., & Ohnishi, R. (1990). Mechanisms underlying math self-efficacy learning of college students. Journal of Vocational Behavior, 37, 223–238.
Miller, P. H., Blessing, J. S., & Schwartz, S. (2006). Gender differences in high-school students’ views about science. International Journal of Science Education, 28, 363–381.
Osborne, J. (2015). Practical work in science: misunderstood and badly used? School Science Review, 96, 16–24.
Osborne, J., Simon, S., & Collins, S. (2003). Attitudes towards science: a review of the literature and its implications. International Journal of Science Education, 25, 1049–1079.
Pintrich, P. R., & De Groot, E. V. (1990). Motivational and self-regulated learning components of classroom academic performance. Journal of Educational Psychology, 86, 193–203.
Pintrich, P. R., & Schunk, D. H. (2002). Motivation in education: theory, research, and applications (2nd ed.). Upper Saddle River: Prentice Hall.
Scantlebury, K., & Baker, D. (2007). Gender issues in science education research: remembering where the difference lies. In S. Abell & N. Lederman (Eds.), Handbook of research on science education (pp. 257–286). Mahwah: Lawrence Erlbaum.
Sikora, J., & Pokropek, A. (2012). Gender segregation of adolescent science career plans in 50 countries. Science Education, 96, 234–264.
Tsai, C.-C., Ho, H. N., Liang, J.-C., & Lin, H.-M. (2011). Scientific epistemic beliefs, conceptions of learning science and self-efficacy of learning science among high school students. Learning and Instruction, 21, 757–769.
Tuan, H., Chin, C., & Shieh, S. (2005). The development of a questionnaire to measure students’ motivation towards science learning. International Journal of Science Education, 27, 639–654.
Tweed, R. G., & Lehman, D. R. (2002). Learning considered within a cultural context: Confucian and Socratic approaches. American Psychologist, 57, 89–99.
Usher, E. L. (2009). Sources of middle school students’ self-efficacy in mathematics: a qualitative investigation. American Educational Research Journal, 46, 275–314.
Usher, E. L., & Pajares, F. (2006). Sources of academic and self-regulatory efficacy beliefs of entering middle school students. Contemporary Educational Psychology, 31, 125–141.
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, 751–796.
Usher, E. L., & Pajares, F. (2009). Sources of self-efficacy in mathematics: a validation study. Contemporary Educational Psychology, 34, 89–101.
Uzuntiryaki, E., & Capa Aydin, Y. (2009). Development and validation of chemistry self-efficacy scale for college student. Research in Science Education, 39, 539–551.
Walker, C., Greene, B., & Mansell, R. (2006). Identification with academics, intrinsic/extrinsic motivation, and self-efficacy as predictors of cognitive engagement. Learning and Individual Differences, 16, 1–12.
Wang, Y.-L., & Tsai, C.-C. (2016). Taiwanese students' science learning self-efficacy and teacher and student science hardiness: a multilevel model approach. European Journal of Psychology of Education, 31, 537–555.
Zeldin, A. L., Britner, S. L., & Pajares, F. (2008). A comparative study of the self-efficacy beliefs of successful men and women in mathematics, science, and technology career. Journal of Research in Science Teaching, 45, 1036–1058.
Zimmerman, B. J. (2000). Attaining self-regulation: a social cognitive perspective. In M. Boekaerts, P. R. Pintrich, & M. Zeidner (Eds.), Handbook of self-regulation (pp. 13–39). San Diego: Academic.
Acknowledgements
This study was supported by the Ministry of Science and Technology, Taiwan, under grant number 102-2511-S-011-002-MY3 and 103-2511-S-011-003-MY3.
Author information
Authors and Affiliations
Corresponding authors
Appendix: The finalized version of Sources of Science Learning Self-Efficacy (SSLSE) instrument
Appendix: The finalized version of Sources of Science Learning Self-Efficacy (SSLSE) instrument
Mastery Experience
-
1.
I get excellent grades on science tests.
-
2.
I have always been successful in science.
-
3.
Even when I study very hard, I do poorly in science (Reversed item).
-
4.
I got good grades in science on my last report card.
-
5.
I do well on science assignments.
-
6.
I do well on even the most difficult science assignments.
Vicarious Experience
-
7.
Seeing adults do well in science pushes me to do better.
-
8.
When I see how my science teacher solves a problem, I can picture myself solving the problem in the same way.
-
9.
My favorite teachers are usually science teachers.
-
10.
People I look up to [like parents, friends, or teachers] are good at science.
-
11.
When I see how another student solves a science problem, I can see myself solving the problem in the same way.
-
12.
Students who were similar to me did well on exams.
-
13.
I feel confident when other kids in my class do well in science.
Social Persuasion
-
14.
My science teachers have told me that I am good at learning science.
-
15.
People have told me that I have a talent for science.
-
16.
I have been praised for my ability in science.
-
17.
My classmates like to work with me in science because they think I’m good at it.
-
18.
My classmates said that I understand everything taught in classes.
-
19.
I feel confident when my parents tell me I’m doing well in science.
Physiological and Affective States
-
20.
Just being in science class makes me feel stressed and nervous.
-
21.
I start to feel stressed out as soon as I begin my science work.
-
22.
My mind goes blank and I am unable to think clearly when doing science work.
-
23.
I get depressed when I think about learning science.
-
24.
I am always anxious about science.
-
25.
I often feel blue when I think about science.
-
26.
I lose confidence when I feel sick when I do science.
Rights and permissions
About this article
Cite this article
Lin, TJ., Tsai, CC. Differentiating the Sources of Taiwanese High School Students’ Multidimensional Science Learning Self-Efficacy: An Examination of Gender Differences. Res Sci Educ 48, 575–596 (2018). https://doi.org/10.1007/s11165-016-9579-x
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11165-016-9579-x