Abstract
The main purposes of this study were to identify Taiwanese university students’ physics learning profiles in terms of their critical conceptions of learning physics and to compare their physics learning self-efficacy with the different learning profiles. A total of 250 Taiwanese undergraduates who were majoring in physics participated in this study and were invited to complete two instruments, physics learning profile and physics learning self-efficacy (PLSE). The main results indicated that, first, the two instruments developed in this study had satisfactory validity and reliability. Second, three fundamental physics learning profiles, the reproductive, transitional, and constructive profiles, were characterized based on the cluster analysis. It is also evident that the three learning profiles demonstrated different levels of self-efficacy for the five PLSE dimensions. The students with a reproductive profile tended to possess the lowest PLSE across the five dimensions. The students with a transitional profile may possess higher confidence in higher-order cognitive skills and laboratory activities than those with a reproductive profile. However, only those with a constructive profile, highlighting a comprehensive understanding of physics knowledge/concepts as well as de-emphasizing physics learning as preparing for tests and calculating and practising tutorial problems, possessed stronger PLSE in applying what they learned to real-world contexts as well as in scientifically communicating with others.
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References
Aldenderfer, M. S., & Blashfield, R. K. (1984). Cluster analysis. Newbury Park: Sage.
Ashwin, P., & Trigwell, K. (2012). Evoked prior experiences in first-year university student learning. Higher Education Research and Development, 31(4), 449–463.
Bandura, A. (1986). Social foundations of thought and action. Englewood Cliffs: NJ. Prentice Hall.
Bandura, A. (1994). Self-efficacy. In V. S. Ramachaudran (Ed.), Encyclopedia of human behavior (Vol. 4, pp. 71–81). New York: Academic.
Bandura, A. (1997). Self-efficacy: the exercise of control. New York: Freeman.
Bandura, A. (2006). Guide for constructing self-efficacy scales. In F. Pajares & T. Urdan (Eds.), Self-efficacy beliefs of adolescents (Vol. 5, pp. 307–337). Greenwich, CT: Information Age Publishing.
Baundra, A. (1977). Self-efficacy: toward a unifying theory of behavioral change. Psychological Review, 84, 191–215.
Bong, M., & Skaalvik, E. M. (2003). Academic self-concept and self-efficacy: how different are they really? Educational Psychology Review, 15(1), 1–40.
Brownlee, J., Walker, S., Lennox, S., Exley, B., & Pearce, S. (2009). The first year university experience: using personal epistemology to understand effective learning and teaching in higher education. Higher Education, 58, 599–618.
Cano, F. (2005). Consonance and dissonance in students’ learning experience. Learning and Instruction, 15, 201–223.
Chang, H.-P., Chen, C.-C., Guo, G.-J., Cheng, Y.-J., Lin, C.-Y., & Jen, T.-H. (2011). The development of a competence scale for learning science: inquiry and communication. International Journal of Science and Mathematics Education, 9, 1213–1233.
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.
Chiou, G.-L., Lee, M.-H., & Tsai, C.-C. (2013). High school students’ approaches to learning physics with relationship to epistemic views on physics and conceptions of learning physics. Research in Science and Technological Education, 31, 1–15.
Chiou, G. L., Liang, J. C., & Tsai, C.-C. (2012). Undergraduate students’ conceptions of and approaches to learning in biology: a study of their structural models and gender differences. International Journal of Science Education, 34, 167–195.
Chiu, M.-S. (2010). Identification and assessment of Taiwanese children’s conceptions of learning mathematics. International Journal of Science and Mathematics, 10, 163–191.
Dart, B. C., Burnett, P. C., Purdie, N., Boulton-Lewis, G., Campbell, J., & Smith, D. (2000). Students’ conceptions of learning, the classroom environment, and approaches to learning. Journal of Educational Research, 93, 262–270.
Deacon, C., & Hajek, A. (2011). Student perceptions of the value of physics laboratories. International Journal of Science Education, 33, 943–977.
Entwistle, N., & Peterson, E. R. (2004). Conceptions of learning and knowledge in higher education: relationships with study behaviour and influences of learning environments. International Journal of Educational Research, 41, 407–428.
Ferla, J., Valcke, M., & Schuyten, G. (2008). Relationships between student cognitions and their effects on study strategies. Learning and Individual Differences, 18, 271–278.
Ferla, J., Valcke, M., & Schuyten, G. (2009). Student models of learning and their impact on study strategies. Studies in Higher Education, 34, 185–202.
Finch, W. H. (2013). Exploratory factor analysis. In T. Teo (Ed.), Handbook of quantitative methods for educational research (pp. 167–186). Rotterdam, The Netherlands: Sense.
Hazel, E., Prosser, M., & Trigwell, K. (2002). Variation in learning orchestration in university biology courses. International Journal of Science Education, 24, 737–751.
Hofstein, A., & Kind, P. M. (2012). Learning in and from science laboratories. In B. J. Fraser, K. Tobin, & C. J. McRobbie (Eds.), Second international handbook of science education (pp. 189–207). New York, NY: Springer.
Jenkins, E. W. (1999). School science, citizenship and the public understanding of science. International Journal of Science Education, 21, 703–710.
Kember, D. (1997). A reconceptualisation of the research into university academics’ conceptions of teaching. Learning and Instruction, 7, 255–275.
Kim, E., & Pak, S.-J. (2002). Students do not overcome conceptual difficulties after solving 1000 traditional problems. American Journal of Physics, 70, 759–765.
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 (The decade ahead: theoretical perspectives on motivation and achievement, Vol. 16A, pp. 1–33). Bingley, UK: Emerald.
Krajcik, J. S., & Sutherland, L. M. (2010). Supporting students in developing literacy in science. Science, 328, 456–459.
Lee, M.-H., Chang, C.-Y., & Tsai, C.-C. (2009). Exploring Taiwanese high school students’ perceptions of and preferences for teacher authority in the earth science classroom with relation to their attitudes and achievement. International Journal of Science Education, 31, 1811–1830.
Lee, M.-H., Johanson, R. E., & Tsai, C.-C. (2008). Exploring Taiwanese high school students’ conceptions of and approaches to learning science through a structural equation modeling analysis. Science Education, 92, 191–220.
Liang, J.-C., & Tsai, C.-C. (2010). Relational analysis of college science-major students’ epistemological beliefs toward science and conceptions of learning science. International Journal of Science Education, 32, 2273–2289.
Lin, C.-L., Tsai, C.-C., & Liang, J.-C. (2012). An investigation of two profiles within conceptions of learning science: An examination of confirmatory factor analysis. European Journal of Psychology of Education, 27(4), 499–521.
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 and Technological Education, 31(3), 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.
Lindblom-Ylanne, S., & Lonka, K. (2000). Dissonant study orchestrations of high achieving university students. European Journal of Psychology of Education, 15, 19–32.
Marton, F., Dall’Alba, G., & Beaty, E. (1993). Conceptions of learning. International Journal of Educational Research, 19, 277–299.
Marton, F., Watkins, D., & Tang, C. (1997). Discontinuities and continuities in the experience of learning: an interview study of high-school students in Hong Kong. Learning and Instruction, 7, 21–48.
Pajares, F., & Schunk, D. H. (2001). Self-beliefs and school success: self-efficacy, self-concept, and school achievement. In R. Riding & S. Rayner (Eds.), Perception (pp. 239–266). London: Alex.
Pepper, R. E., Chasteen, S. V., Pollock, S. J., & Perkins, K. K. (2012). Observations on student difficulties with mathematics in upper-division electricity and magnetism. Physical Review Special Topics-Physics Education Research, 8 (1), 010111.
Phan, H. P. (2007). Examination of student learning approaches, reflective thinking, and self-efficacy beliefs at the University of the South Pacific: a path analysis. Educational Psychology, 27, 789–806.
Prosser, M., Walker, P., & Millar, R. (1996). Differences in students’ perceptions of learning physics. Physics Education, 31, 43–48.
Purdie, N., & Hattie, J. (2002). Assessing students’ conceptions of learning. Australian Journal of Educational and Developmental Psychology, 2, 17–32.
Purdie, N., Hattie, J., & Douglas, G. (1996). Student conceptions of learning and their use of self-regulated learning strategies: a cross-cultural comparison. Journal of Educational Psychology, 88, 87–100.
Redish, E. F., Steinberg, R. N., & Saul, J. M. (1998). Student expectations in introductory physics. American Journal of Physics, 66, 212–224.
Richardson, J. T. E. (1999). The conceptions and methods of phenomenographic research. Review of Educational Research, 69, 53–82.
Saljo, R. (1979). Learning in the learner’s perspective, 1: some common sense conceptions. Gothenburg, Sweden: Institute of Education, University of Gothenburg.
Samuelowicz, K., & Bain, J. D. (2001). Revisiting academics’ beliefs about teaching and learning. Higher Education, 41, 299–325.
Schunk, D. H. (1996). Learning theories: an educational perspective (2nd Ed.), Merrill, Englewood Cliffs, NJ.
Sherin, B. L. (2001). How students understand physics equations. Cognition and Instruction, 19(4), 479–541.
Thomas, G. P. (2013). Changing the metacognitive orientation of a classroom environment to stimulate metacognitive reflection regarding the nature of physics learning. International Journal of Science Education, 35(7), 1183–1207.
Tran, T. T. (2013). Is the learning approach of students from the Confucian heritage culture problematic? Educational Research for Policy and Practice, 12(1), 57–65.
Trigwell, K., Ashwin, P., & Millan, E. S. (2013). Evoked prior learning experience and approach to learning as predictors of academic achievement. British Journal of Educational Psychology, 83(3), 363–378.
Tsai, C.-C. (2004). Conceptions of learning science among high school students in Taiwan: a phenomenographic analysis. International Journal of Science Education, 26, 1733–1750.
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.
Tuminaro, J., & Redish, E. F. (2007). Elements of a cognitive model of physics problem solving: epistemic games. Physical Review Special Topics-Physics Education Research, 3(2), 020101.
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.
Vermunt, J. D. (2005). Relations between student learning patterns and personal and contextual factors and academic performance. Higher Education, 49(3), 205–234.
Vermunt, J. D., & Vermetten, Y. (2004). Patterns in student learning: relationships between learning strategies, conceptions of learning, and learning orientations. Educational Psychology Review, 16(4), 359–384.
Virtanen, V., & Lindblom-Ylanne, S. (2010). University students’ and teachers’ conceptions of teaching and learning in the biosciences. Instructional Science, 38(4), 355–370.
von Aufschnaiter, C., & von Aufschnaiter, S. (2007). University students’ activities, thinking and learning during laboratory work. European Journal of Physics, 28, S51–S60.
Yore, L. D., Florence, M. K., Pearson, T. W., & Weaver, A. J. (2006). Written discourse in scientific communities: a conversation with two scientists about their views of science, use of language, role of writing in doing science, and compatibility between their epistemic views and language. International Journal of Science Education, 28, 109–141.
Zimmerman, B. J. (2000). Self-efficacy: an essential motive to learn. Contemporary Educational Psychology, 25, 82–91.
Zohar, A. (2004). Higher order thinking in science classrooms. Dordrecht: The Netherlands Kluwer Academic Publishers.
Acknowledgements
Funding of this research work is supported by the Ministry of Science and Technology, Taiwan, under grant numbers MOST 103-2511-S-011 -004 -MY2; NSC 102-2511-S-011-002-MY3; NSC 101-2628-S-011 -001 -MY3.
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Appendices
Appendix 1: the Physics Learning Profile (PLP) Instrument
Testing (T)
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T1.
Learning physics means getting high scores on examinations.
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T2.
Learning physics is to answer examination questions correctly.
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T3.
If there are no tests, I will not learn physics.
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T4.
There are no benefits to learning physics other than getting high scores on examinations. In fact, I can get along well without knowing many physics facts.
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T5.
The major purpose of learning physics is to get more familiar with test materials.
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T6.
I learn physics so that I can do well on physics-related tests.
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T7.
There is a close relationship between learning physics and taking tests.
Calculating and Practicing (CP)
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CP1.
Learning physics involves a series of calculations and problem solving.
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CP2.
Learning physics means calculating and solving physics tutorial problems constantly.
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CP3.
I think that learning calculation or problem-solving will help me improve my performance in physics courses.
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CP4.
Learning physics means knowing how to use the correct formulae when solving problems.
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CP5.
The way to learn physics well is to constantly practice calculations and problem solving.
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CP6.
There is a close relationship between learning physics, being good at calculations, and constant practice.
Understanding (U)
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U1.
Learning physics allows me to solve or explain unknown questions and phenomena.
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U2.
Learning physics means understanding physics-related knowledge.
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U3.
Learning physics means understanding the connection between physics concepts.
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U4.
Learning physics is to realize the true meanings of physics theories and formulae.
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U5.
Learning physics enables me to understand physics-related questions and phenomena that I did not know in the past.
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U6.
Learning physics can expand my knowledge and vision.
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U7.
Learning physics makes me comprehend more phenomena and knowledge related to nature.
Appendix 2: the Physics Learning Self-Efficacy (PLSE) Instrument
Conceptual Understanding (CU)
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CU1.
I can explain physics laws and theories to others.
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CU2.
I can choose an appropriate formula to solve a physics problem.
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CU3.
I can link the contents among different physics concepts and establish the relationships between them.
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CU4.
I know the definitions of basic physics concepts very well.
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CU5.
I feel confident when I interpret graphs/charts related to physics.
Higher-Order Cognitive Skills (HCS)
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HCS1.
I am able to critically evaluate the solutions of physics problems.
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HCS2.
I am able to design physics experiment to verify my hypothesis.
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HCS3.
I am able to propose many viable solutions to solve a physics problem.
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HCS4.
When I come across a physics problem, I will actively think over it first and devise a strategy to solve it.
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HCS5.
I am able to make systematical observations and inquiry based on a specific physics concept or scientific phenomenon.
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HCS6.
When I am exploring a physics phenomenon, I am able to observe its changing process and think of possible reasons behind it.
Practical Work (PW)
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PW1.
I know how to carry out experimental procedures in the physics laboratory.
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PW2.
I know how to use equipment in the physics laboratory.
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PW3.
I can interpret data during the laboratory sessions.
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PW4.
I know how to set-up equipments of laboratory experiments.
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PW5.
I know how to collect data during the physics laboratory.
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PW6.
I can write a laboratory report to summarize main findings.
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PW7.
I am confident that I could analyze a set of data from the physics laboratory.
Everyday Application (EA)
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EA1.
I am able to explain everyday life by using physics theories.
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EA2.
I am able to propose solutions to everyday problems by using physics.
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EA3.
I can understand the news/documentary I watched on television related to physics.
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EA4.
I can recognize the careers related to physics.
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EA5.
I am able to apply what I have learned in school physics to daily life.
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EA6.
I am able to use scientific methods to solve physics problems in everyday life.
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EA7.
I can understand and interpret social issues related to physics in a scientific manner.
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EA8.
I am able to aware that a variety of phenomena in daily life involve physics -related concepts.
Science Communication (SC)
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SC1.
I am able to comment on presentations made by my classmates in physics class.
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SC2.
I am able to use what I have learned in physics classes to discuss with others.
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SC3.
I am able to clearly explain what I have learned to others.
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SC4.
I feel comfortable to discuss physics content with my classmates.
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SC5.
In physics classes, I can clearly express my own opinions.
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SC6.
In physics classes, I can express my ideas properly.
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Lin, TJ., Liang, JC. & Tsai, CC. Identifying Taiwanese University Students’ Physics Learning Profiles and Their Role in Physics Learning Self-Efficacy. Res Sci Educ 45, 605–624 (2015). https://doi.org/10.1007/s11165-014-9440-z
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DOI: https://doi.org/10.1007/s11165-014-9440-z