Abstract
In problem-based learning students are responsible for their own learning process, which becomes evident when they must act independently, for example, when selecting literature resources for individual study. It is a matter of debate whether it is better to have students select their own literature resources or to present them with a list of mandatory instructor-selected literature resources. The current study investigated the effect of using instructor-selected literature resources or student-selected literature resources (from a predetermined set of literature) on several learning outcome variables. The results demonstrated that students in the student-selected literature condition scored higher on autonomous motivation and perceived competence, and lower on perceptions of mental effort during studying. Students in the instructor-selected condition had better test performance on factual test items, whereas no difference was found for the conceptual questions. Overall, the results indicate that letting students select their own literature resources can be beneficial in terms of autonomous motivation, perceived competence, and perceptions of mental effort invested during learning and does not differentially affect conceptual knowledge.
Similar content being viewed by others
Notes
Results of all analyses were the same with and without including these participants.
Results before removal of outliers: Autonomous motivation, t(58) = 2.32, p = 0.02; Controlled motivation, t(58) = −0.24, p = 0.82.
Results before removal of outliers: Hotelling’s T² = 0.01, F(2, 57) < 1.
References
Barrows, H. S. (1996). Problem-based learning in medicine and beyond: A brief overview. In L. Wilkerson & W. H. Gijselaers (Eds.), Bringing problem-based learning to higher education: Theory and practice. New directions in teaching and learning (Vol. 68, pp. 3–12). San Francisco: Jossey-Bass. doi:10.1002/tl.37219966804.
Black, A. E., & Deci, E. L. (2000). The effects of instructors’ autonomy support and students’ autonomous motivation on learning organic chemistry: A self-determination theory perspective. Science Education, 84, 740–756. doi:10.1002/1098-237X(200011)84:6<740:AID-SCE4>3.0.CO;2-3.
Candy, P. C. (1991). Self-direction for lifelong learning: A comprehensive guide to theory and practice. San Francisco: Jossey-Bass.
Dahlgren, M. A., & Dahlgren, L. O. (2002). Portraits of PBL: Students’ experiences of the characteristics of problem-based learning in physiotherapy, computer engineering and psychology. Instructional Science, 30, 111–127. doi:10.1023/A:1014819418051.
De Grave, W. S., Dolmans, D. H. J. M., & Van der Vleuten, C. P. M. (2002). Student perspectives on critical incidents in the tutorial group. Advances in Health Sciences Education, 7, 201–209. doi:10.1023/A:1021104201303.
Deci, E. L., & Ryan, R. M. (2000). The “what” and “why” of goal pursuits: Human needs and the self-determination of behavior. Psychological Inquiry, 11, 227–268. doi:10.1207/S15327965PLI1104_01.
Deci, E. L., & Ryan, R. M. (2008). Self-determination theory: A macrotheory of human motivation, development, and health. Canadian Psychology, 49, 182–185. doi:10.1037/a0012801.
Dochy, F., Segers, M., Van den Bossche, P., & Gijbels, D. (2003). Effects of problem-based learning: A meta-analysis. Learning and Instruction, 13, 533–568. doi:10.1016/S0959-4752(02)00025-7.
Field, A. (2009). Discovering statistics using SPSS. London: Sage Publications.
Gijbels, D., Dochy, F., Van den Bossche, P., & Segers, M. (2005). Effects of problem-based learning: A meta-analysis from the angle of assessment. Review of Educational Research, 75, 27–61. doi:10.3102/00346543075001027.
Jeong, H., & Hmelo-Silver, C. E. (2010). Productive use of learning resources in an online problem-based learning environment. Computers in Human Behavior, 26, 84–99. doi:10.1016/j.chb.2009.08.001.
Katz, I., & Assor, A. (2007). When choice motivates and when it does not. Educational Psychology Review, 19, 429–442. doi:10.1007/s10648-006-9027-y.
Krathwohl, D. R. (2002). A revision of Bloom’s taxonomy: An overview. Theory Into Practice, 41, 212–218. doi:10.1207/s15430421tip4104_2.
Loyens, S.M.M., Kirschner, P.A., & Paas, F. (2012). Problem-based learning. In K. R. Harris, S. Graham, & T. Urdan (Eds.), APA Educational Psychology Handbook: Application to learning and teaching (Vol. 3, pp. 403–425). Washington, DC: American Psychological Association. doi:10.1037/13725-016.
Loyens, S. M. M., Rikers, R. M. J. P., & Schmidt, H. G. (2007a). The impact of students’ conceptions of constructivist assumptions on academic achievement and drop-out. Studies in Higher Education, 32, 581–602. doi:10.1080/03075070701573765.
Loyens, S. M. M., Rikers, R. M. P. J., & Schmidt, H. G. (2007b). Students’ conceptions of distinct constructivist assumptions. European Journal of Psychology of Education, 22, 179–199. doi:10.1007/BF03173521.
Mason, L., Gava, M., & Boldrin, A. (2008). On warm conceptual change: The interplay of text, epistemological beliefs, and topic interest. Journal of Educational Psychology, 100, 291–309. doi:10.1037/0022-0663.100.2.291.
Miflin, B. M., Campbell, C. B., & Price, D. A. (1999). A lesson from the introduction of a problem-based, graduate entry course: The effects of different views of self-direction. Medical Education, 33, 801–807. doi:10.1046/j.1365-2923.1999.00399.x.
Miflin, B. M., Campbell, C. B., & Price, D. A. (2000). A conceptual framework to guide the development of self-directed, lifelong learning in problem-based medical curricula. Medical Education, 34, 299–306. doi:10.1046/j.1365-2923.2000.00564.x.
Moust, J. H. C., Van Berkel, H. J. M., & Schmidt, H. G. (2005). Signs of erosion: Reflections on three decades of problem-based learning at Maastricht University. Higher Education, 50, 665–683. doi:10.1007/s10734-004-6371-z.
Nievelstein, F., Van Gog, T., Van Dijck, G., & Boshuizen, H. P. A. (2011). Instructional support for novice law students: Reducing search processes and explaining concepts in cases. Applied Cognitive Psychology, 25, 408–413. doi:10.1002/acp.1707.
Norman, G. R., & Schmidt, H. G. (1992). The psychological basis of problem-based learning: A review of the evidence. Academic Medicine, 67, 557–565. doi:10.1097/00001888-199209000-00002.
Paas, F. (1992). Training strategies for attaining transfer of problem-solving skill in statistics: A cognitive-load approach. Journal of Educational Psychology, 84, 429–434. doi:10.1037/0022-0663.84.4.429.
Patall, E. A., Cooper, H., & Robinson, C. (2008). The effects of choice on intrinsic motivation and related outcomes: A meta-analysis of research findings. Psychological Bulletin, 134, 270–300. doi:10.1037/0033-2909.134.2.270.
Plant, E. A., Ericsson, A., Hill, L., & Asberg, K. (2005). Why study time does not predict grade point average across college students: Implications of deliberate practice for academic performance. Contemporary Educational Psychology, 30, 96–116. doi:10.1016/j.cedpsych.2004.06.001.
Ryan, R. M., & Deci, E. L. (2000a). Intrinsic and extrinsic motivations: Classic definitions and new directions. Contemporary Educational Psychology, 25, 54–67. doi:10.1006/ceps.1999.1020.
Ryan, R. M., & Deci, E. L. (2000b). Self-determination theory and the facilitation of intrinsic motivation, social development, and well-being. American Psychologist, 55, 68–78. doi:10.1037//0003-066X.55.1.68.
Schmidt, H. G. (2000). Assumptions underlying self-directed learning may be false. Medical Education, 34, 243–245. doi:10.1046/j.1365-2923.2000.0656a.x.
Schmidt, H. G., Loyens, S. M. M., Van Gog, T., & Paas, F. (2007). Problem-based learning is compatible with human architecture: Commentary on Kirschner, Sweller, and Clark (2006). Educational Psychologist, 42, 91–97. doi:10.1080/00461520701263350.
Schmidt, H. G., & Moust, J. H. C. (2000). Factors affecting small-group tutorial learning: A review of research. In D. H. Evensen & C. E. Hmelo (Eds.), Problem-based learning: A research perspective on learning interactions (pp. 19–52). Mahwah: Lawrence Erlbaum.
Schmidt, H. G., Van der Molen, H. T., Te Winkel, W. W. R., & Wijnen, W. H. F. W. (2009). Constructivist, problem-based learning does work: A meta-analysis of curricular comparisons involving a single medical school. Educational Psychologist, 44, 227–249. doi:10.1080/00461520903213592.
Sherif, M. (1966). In common predicament. Boston: Houghton Mifflin.
Stevens, J. P. (2002). Applied multivariate statistics for the social sciences. Hillsdale: Erlbaum.
Tabachnick, B. G., & Fidell, L. S. (2007). Using multivariate statistics. Boston: Pearson Education.
Te Winkel, W., Rikers, R., Loyens, S., & Schmidt, H. (2006). Influence of learning resources on study time and achievement scores in a problem-based curriculum. Advances in Health Sciences Education, 11, 381–389. doi:10.1007/s104559-006-9016-4.
Van Berkel, H. J. M., & Schmidt, H. G. (2000). Motivation to commit oneself as a determinant of achievement in problem-based learning. Higher Education, 40, 231–242. doi:10.1023/A:1004022116365.
Van Blankenstein, F. M., Dolmans, D. H. J. M., Van der Vleuten, C. P. M., & Schmidt, H. G. (2011). Which cognitive processes support learning during small-group discussion? The role of providing explanations and listening to others. Instructional Science, 39, 189–204. doi:10.1007/s11251-009-9124-7.
Van Blankenstein, F. M., Dolmans, D. H. J. M., Van der Vleuten, C. P. M., & Schmidt, H. G. (2013). Relevant prior knowledge moderates the effect of elaboration during small group discussion on academic achievement. Instructional Science, 41, 729–744. doi:10.1007/s11251-012-9252-3.
Van Gog, T., Kirschner, F., Kester, L., & Paas, F. (2012). Timing and frequency of mental effort measurement: Evidence in favour of repeated measures. Applied Cognitive Psychology, 26, 833–839. doi:10.1002/acp.2883.
Van Gog, T., & Paas, F. (2008). Instructional efficiency: Revisiting the original construct in educational research. Educational Psychologist, 43, 16–26. doi:10.1080/00461520701756248.
Vansteenkiste, M., Sierens, E., Soenens, B., Luyckx, K., & Lens, W. (2009). Motivational profiles from a self-determination perspective: The quality of motivation matters. Journal of Educational Psychology, 101, 671–688. doi:10.1037/a0015083.
Vansteenkiste, M., Simons, J., Lens, W., Sheldon, K. M., & Deci, E. L. (2004). Motivating learning, performance, and persistence: The synergistic effects of intrinsic goal contents and autonomy-supportive contexts. Journal of Personality and Social Psychology, 87, 246–260. doi:10.1037/0022-3514.87.2.246.
Wijnia, L., Loyens, S. M. M., & Derous, E. (2011). Investigating effects of problem-based versus lecture-based learning environments on student motivation. Contemporary Educational Psychology, 36, 101–113. doi:10.1016/j.cedpsych.2010.11.003.
Williams, G. C., & Deci, E. L. (1996). Internalization of biopsychological values by medical students: A test of self-determination theory. Journal of Personality and Social Psychology, 70, 767–779. doi:10.1037/0022-3514.70.4.767.
Acknowledgments
The authors are grateful to the employees of the Erasmus Behavioral Lab for their support in developing the materials of this experiment. We would like to thank Marit Wijnen for her help with the data collection. We are also greatly indebted to Emily Fox for proofreading an earlier version of this manuscript.
Author information
Authors and Affiliations
Corresponding author
Appendix 1: Overview of open-ended questions and coding scheme
Appendix 1: Overview of open-ended questions and coding scheme
-
Question 1:
Give two theoretical explanations that could account for the conflict between the Rattlers and the Eagles.
2 Points for naming realistic conflict theory (1 point) and providing a correct description stating that intergroup conflict is the result of direct competition (0.5 point) of two groups over a scarce but desirable resource/prize (0.5 point).
2 Points for naming social identity theory (1 point) and providing a correct description explaining that belonging to a group can lead to conflict (0.5 point) and that people favor in-groups over out-groups in order to enhance their self-esteem (0.5 point).
-
Question 2:
Describe two solutions to solve intergroup conflict.
2 Points for naming superordinate goals (1 point) and providing a correct description: Goals that can only be achieved when the two groups work together (1 point).
2 Points for naming (1 point) and correctly describing (1 point) a structural solution imposed by a powerful authority. Structural solutions could include: limiting the number of people accessing the resource (via permits), limiting the amount of resources that people can take (via quotas), handing over management of the resource to a leader, facilitating free communication among those accessing the resource, and shifting the pay-off to ensure cooperation is favored over competition.
-
Question 3:
The Robbers’ Cave experiment is based on realistic conflict theory. Do you believe the results of this experiment can be explained by this theory? Describe both weak and strong elements of this theory in your answer.
2 Points when participants mentioned that elements of realistic conflict theory were in line with some of the observations in the experiment. Possible answers could include: (a) explaining that Sherif and colleagues ruled out other explanations; (b) explaining that in-group solidarity, in-group identification, and negative out-group attitudes increased during the competition, or (c) explaining that both the winning and losing teams developed negative/hostile attitudes towards the other group.
2 Points when participants mentioned that not all observations in the experiment could be explained by the theory. Possible correct answers could include: (a) The experimenters observed some signs of negative attitudes towards the other group even before the competition took place: The boys asked for competitive games when they noticed there was another group at the summer camp. (b) Simply being assigned to a group could promote conflict. (c) A realistic competition for resources might not always be necessary. Sometimes a perception or imagination of a competition is sufficient. Therefore, a “real” competition may not be necessary for intergroup conflict to arise. (d) It is not always necessary that a resource be scarce; sometimes the perception or experience that one is deprived of something relative to others is sufficient. In other words, a sense of relative deprivation may also lead to conflict.
-
Question 4:
If you were to design an experiment to examine intergroup conflict, what would you do the same as in the Robbers’ cave experiment and what would you do differently?
2 Points for mentioning what elements they would keep the same and why (e.g., controlling for other explanations, such as dominant personality, or certain phases of the experiment such as the group formation phase, because this is relevant from both a realistic conflict or social identity perspective).
2 Points for mentioning what they would change and why (e.g., explaining that not all observations were explained by social identity theory and that the role of direct competition or the role of scarce resources could be examined). Other possible answers could include tests of generalization, role of gender, role of a consolation prize, role of the appointment of an objective leader.
Rights and permissions
About this article
Cite this article
Wijnia, L., Loyens, S.M.M., Derous, E. et al. How important are student-selected versus instructor-selected literature resources for students’ learning and motivation in problem-based learning?. Instr Sci 43, 39–58 (2015). https://doi.org/10.1007/s11251-014-9325-6
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11251-014-9325-6