Abstract
The present study was designed to identify and evaluate naturally-occurring combinations of intrinsic and extrinsic motivations. Cluster analysis revealed four distinct motivational profiles based on a sample of middle-school students (N = 343): those with high levels of both intrinsic and extrinsic motivations (high quantity), low levels of both types of motivation (low quantity), high intrinsic coupled with low extrinsic motivation (good quality) and low intrinsic coupled with high extrinsic motivation (poor quality). Across two time points, students in the good quality cluster received higher grades than their peers in other clusters with poorer quality motivation, even if that motivation was present in high quantities. An examination of shifts in motivational profiles over the course of a school year revealed an intriguing balance of stability and change. Consistent with variable-centered research, movement tended to be away from the good quality and high quantity clusters and toward the poor quality and low quantity clusters.
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Notes
The sample for the present study was a subset of that reported in Corpus et al. (2009), which focused on patterns of change in third- through eighth-grade students’ intrinsic and extrinsic motivations using a variable-centered approach. The present study is distinct in that it uses a person-centered framework to explore motivational profiles and their correlates.
Although organizing data from single participants as representing different i-states may appear to violate concerns about independent observations, readers can be assured that clustering is a simple algorithm not subject to the same assumptions as statistical tests of significance. Hypothesis testing was only performed once the data were reorganized into multiple waves of data for individual participants, and only for one wave of i-states at a time.
An ANCOVA using the cubic transformation of GPA as dependent variable was also conducted to address a violation of the homogeneity of variance assumption, F(3, 290) = 9.10, p < .01, η 2p = .08. Findings were identical to those using the raw GPA data.
References
Aldenderfer, M. S., & Blashfield, R. K. (1984). Cluster analysis. Newbury Park, CA: Sage Publications.
Anderman, E. M., & Maehr, M. L. (1994). Motivation and schooling in the middle grades. Review of Educational Research, 64, 287–309.
Anderman, E. M., & Midgley, C. (1997). Changes in achievement goal orientations, perceived academic competence, and grades across the transition to middle-level schools. Contemporary Educational Psychology, 22, 269–298.
Asendorpf, J. B., Borkenau, P., Ostendorf, F., & van Aken, M. A. G. (2001). Carving personality at its joints: Confirmation of three replicable personality prototypes for both children and adults. European Journal of Personality, 15, 169–198.
Bergman, L. R. (1998). A pattern-oriented approach to studying individual development: Snapshots and processes. In R. B. Cairns, L. R. Bergman, & J. Kagan (Eds.), Methods and models for studying the individual (pp. 83–122). Thousand Oaks, CA: Sage.
Bergman, L. R., & El-Khouri, B. M. (1999). Studying individual patterns of development using i-states as objects analysis (ISOA). Biometric Journal, 41, 753–770.
Boggiano, A. K. (1998). Maladaptive achievement patterns: A test of a diathesis-stress analysis of helplessness. Journal of Personality and Social Psychology, 74, 1681–1695.
Boiche, J. C. S., Sarrazin, P. G., Grouzet, F. M. E., Pelletier, L. G., & Chanal, J. P. (2008). Students’ motivational profiles and achievement outcomes in physical education: A self-determination perspective. Journal of Educational Psychology, 100, 688–701.
Bong, M. (2005). Within-grade changes in Korean girls’ motivation and perceptions of the learning environment across domains and achievement levels. Journal of Educational Psychology, 97, 656–672.
Bouffard, T., Marcoux, M.-F., Vezeau, C., & Bordeleau, L. (2003). Changes in self-perceptions of competence and intrinsic motivation among elementary schoolchildren. British Journal of Educational Psychology, 73, 171–186.
Braten, I., & Olaussen, B. S. (2005). Profiling individual differences in student motivation: A longitudinal cluster-analytic study in different academic contexts. Contemporary Educational Psychology, 30, 359–396.
Breckenridge, J. N. (2000). Validating cluster analysis: Consistent replication and symmetry. Multivariate Behavioral Research, 35, 261–285.
Burton, K. D., Lydon, J. E., D’Alessandro, D. U., & Koestner, R. (2006). The differential effects of intrinsic and identified motivation on well-being and performance: Prospective, experimental, and implicit approaches to self-determination theory. Journal of Personality and Social Psychology, 91, 750–762.
Church, M. A., Elliot, A. J., & Gable, S. L. (2001). Perceptions of classroom environment, achievement goals, and achievement outcomes. Journal of Educational Psychology, 93, 43–54.
Corpus, J. H., McClintic-Gilbert, M. S., & Hayenga, A. (2009). Within-year changes in children’s intrinsic and extrinsic motivational orientations: Contextual predictors and academic outcomes. Contemporary Educational Psychology, 34, 154–166.
Deci, E. L., Koestner, R., & Ryan, R. M. (1999). A meta-analytic review of experiments examining the effects of extrinsic rewards on intrinsic motivation. Psychological Bulletin, 125, 627–668.
Deci, E. L., & Ryan, R. M. (1985). Intrinsic motivation and self-determination in human behavior. New York: Plenum Press.
Deci, E. L., & Ryan, R. M. (Eds.). (2002). Handbook of self-determination research. Rochester, NY: University of Rochester Press.
Eccles, J. S., Wigfield, A., & Schiefele, U. (1998). Motivation to succeed. In W. Damon & N. Eisenberg (Eds.), Handbook of child psychology (5th ed., Vol. 3, pp. 1017–1095). NY: Wiley.
Eccles, J. S. (2005). Studying the development of learning and task motivation. Learning and Instruction, 15, 161–171.
Eccles, J. S., & Midgley, C. (1989). Stage-environment fit: Developmentally appropriate classrooms for young adolescents. In C. Ames & R. Ames (Eds.), Research on motivation in education (Volume 3: Goals and cognition) (pp. 139–186). Orlando, FL: Academic Press.
Eccles, J. S., Midgley, C., Wigfield, A., Buchanan, C. M., Reuman, D., Flanagan, C., et al. (1993). The impact of stage-environment fit on young adolescents’ experiences in schools and in families. American Psychologist, 48, 90–101.
Elliot, A., & McGregor, H. (2001). A 2 X 2 achievement goal framework. Journal of Personality and Social Psychology, 80, 501–519.
Gillet, N., Vallerand, R. J., & Rosnet, E. (2009). Motivational clusters and performance in a real-life setting. Motivation and Emotion, 33, 49–62.
Gottfried, A. E. (1985). Academic intrinsic motivation in elementary and junior high school students. Journal of Educational Psychology, 77, 631–645.
Gottfried, A. E., Fleming, J. S., & Gottfried, A. W. (2001). Continuity of academic intrinsic motivation from childhood through late adolescence: A longitudinal study. Journal of Educational Psychology, 93, 3–13.
Guay, F., Boggiano, A. K., & Vallerand, R. J. (2001). Autonomy support, intrinsic motivation, and perceived competence: Conceptual and empirical linkages. Personality and Social Psychology Bulletin, 27, 643–650.
Harackiewicz, J. M., Barron, K. E., Tauer, J. M., Carter, S. M., & Elliot, A. J. (2000). Short-term and long-term consequences of achievement goals: Predicting interest and achievement over time. Journal of Educational Psychology, 92, 316–330.
Harter, S. (1981). A new self-report scale of intrinsic versus extrinsic orientation in the classroom: Motivational and informational components. Developmental Psychology, 17, 300–312.
Harter, S. (1992). The relationship between perceived competence, affect, and motivational orientation within the classroom: Processes and patterns of change. In A. K. Boggiano & T. S. Pittman (Eds.), Achievement and motivation: A social developmental perspective (pp. 77–119). New York: Cambridge University Press.
Harter, S., Whitesell, N. R., & Kowalski, P. (1992). Individual differences in the effects of educational transitions on young adolescents’ perceptions of competence and motivational orientation. American Educational Research Journal, 29, 777–807.
Lepper, M. R., Corpus, J. H., & Iyengar, S. S. (2005). Intrinsic and extrinsic motivational orientations in the classroom: Age differences and academic correlates. Journal of Educational Psychology, 97, 184–196.
Lepper, M. R., Greene, D., & Nisbett, R. E. (1973). Undermining children’s intrinsic interest with extrinsic reward: A test of the “overjustification” hypothesis. Journal of Personality and Social Psychology, 28, 129–137.
Lepper, M. R., & Henderlong, J. (2000). Turning “play” into “work” and “work” into “play”: 25 years of research on intrinsic and extrinsic motivation. In C. Sansone & J. M. Harackiewicz (Eds.), Intrinsic and extrinsic motivation: The search for optimal motivation and performance (pp. 257–307). San Diego, CA: Academic Press.
Lin, Y. G., McKeachie, W. J., & Kim, Y. C. (2003). College student intrinsic and/or extrinsic motivation and learning. Learning and Individual Differences, 13, 251–258.
Liu, W. C., Wang, C. K. J., Tan, O. S., Koh, C., & Ee, J. (2009). A self-determination approach to understanding students’ motivation in project work. Learning and Individual Differences, 19, 139–145.
Maxwell, S. E., & Delaney, H. D. (1993). Bivariate median splits and spurious statistical significance. Psychological Bulletin, 113, 181–190.
Meece, J. L., Blumenfeld, P. C., & Hoyle, R. H. (1988). Students’ goal orientations and cognitive engagement in classroom activities. Journal of Educational Psychology, 80, 514–523.
Meece, J. L., & Holt, K. (1993). A pattern analysis of students’ achievement goals. Journal of Educational Psychology, 85, 582–590.
Meece, J. L., & Miller, S. D. (2001). A longitudinal analysis of elementary school students’ achievement goals in literacy activities. Contemporary Educational Psychology, 26, 454–480.
Midgley, C., Kaplan, A., & Middleton, M. (2001). Performance-approach goals: Good for what, for whom, under what circumstances, and at what cost? Journal of Educational Psychology, 93, 77–86.
Murphy, P. K., & Alexander, P. A. (2000). A motivated exploration of motivation terminology. Contemporary Educational Psychology, 25, 3–53.
Muthen, B., & Muthen, L. K. (2000). Integrating person-centered and variable-centered analyses: Growth mixture modeling with latent trajectory classes. Alcoholism, Clinical and Experimental Research, 24, 882–891.
Ntoumanis, N., Barkoukis, V., & Thogersen-Ntoumani, C. (2009). Developmental trajectories of motivation in physical education: Course, demographic differences, and antecedents. Journal of Educational Psychology, 101, 717–728.
Nurmi, J., & Aunola, K. (2005). Task-motivation during the first school years: A person-oriented approach to longitudinal data. Learning and Instruction, 15, 103–122.
Otis, N., Grouzet, F. M. E., & Pelletier, L. G. (2005). Latent motivational change in an academic setting: A 3-year longitudinal study. Journal of Educational Psychology, 97, 170–183.
Pajares, F., & Graham, L. (1999). Self-efficacy, motivation constructs, and mathematics performance of entering middle school students. Contemporary Educational Psychology, 24, 124–139.
Pintrich, P. R., & DeGroot, E. V. (1990). Motivational and self-regulated learning components of classroom academic performance. Journal of Educational Psychology, 82, 33–40.
Ratelle, C. F., Guay, F., Larose, S., & Senécal, C. (2004). Family correlates of trajectories of academic motivation during a school transition: A semiparametric group-based approach. Journal of Educational Psychology, 96, 743–754.
Ratelle, C. F., Guay, F., Vallerand, R. J., Larose, S., & Senecal, C. (2007). Autonomous, controlled, and amotivated types of academic motivation: A person-oriented analysis. Journal of Educational Psychology, 99, 734–746.
Roeser, R. W., Eccles, J. S., & Sameroff, A. J. (1998). Academic and emotional functioning in early adolescence: Longitudinal relations, patterns, and prediction by experience in middle school. Development and Psychopathology, 10, 321–352.
Roeser, R. W., & Galloway, M. G. (2002). Studying motivation to learn in early adolescence: A holistic perspective. In T. Urdan & F. Pajares (Eds.), Academic motivation of adolescents: Adolescence and education (pp. 331–372). Greenwich, CT: Information Age Publishing.
Ryan, R. M., & Connell, J. P. (1989). Perceived locus of causality and internalization: Examining reasons for acting in two domains. Journal of Personality and Social Psychology, 57, 749–761.
Ryan, R. M., & Deci, E. L. (2000). Self-determination theory and the facilitation of intrinsic motivation, social development, and well-being. American Psychologist, 55, 68–78.
Ryan, M. R., & Deci, E. L. (2002). Overview of self-determination theory: An organismic dialectical perspective. In E. L. Deci & R. M. Ryan (Eds.), Handbook of self-determination research (pp. 3–33). Rochester, NY: University of Rochester Press.
Ryan, R. M., Plant, R. W., & O’Malley, S. (1995). Initial motivations for alcohol treatment: Relations with patient characteristics, treatment involvement, and dropout. Addictive Behaviors, 20, 279–297.
Simmons, R. G., & Blyth, D. A. (1987). Moving into adolescence. Hawthorne, NY: de Gruyter.
Spinath, B., & Steinmayr, R. (2008). Longitudinal analysis of intrinsic motivation and competence beliefs: Is there a relation over time? Child Development, 79, 1555–1569.
Twain, M. (1889). A Connecticut Yankee in King Arthur’s court. New York: Harper and brothers.
Tzuriel, D. (1989). Development of motivational and cognitive-informational orientations from third to ninth grades. Journal of Applied Developmental Psychology, 10, 107–121.
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.
Vlachopoulos, S. P., Karageorghis, C. I., & Terry, P. C. (2000). Motivation profiles in sport: A self-determination theory perspective. Research Quarterly for Exercise and Sport, 71, 387–397.
Wigfield, A., & Eccles, J. S. (2002). The development of competence beliefs, expectancies for success, and achievement values from childhood through adolescence. In A. Wigfield & J. S. Eccles (Eds.), Development of achievement motivation (pp. 91–120). San Diego: Academic Press.
Wolters, C. A. (2004). Advancing achievement goal theory: Using goal structures and goal orientations to predict students’ motivation, cognition, and achievement. Journal of Educational Psychology, 96, 236–250.
Wolters, C. A., Yu, S. L., & Pintrich, P. R. (1996). The relation between goal orientation and students’ motivational beliefs and self-regulated learning. Learning and Individual Differences, 8, 211–238.
Wong, E. H., Wiest, D. J., & Cusick, L. B. (2002). Perceptions of autonomy support, parent attachment, competence and self-worth as predictors of motivational orientation and academic achievement: An examination of sixth- and ninth-grade regular education students. Adolescence, 37, 255–266.
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This paper is based, in part, on the first author’s senior thesis. Funding for this research was provided by a National Academy of Education/Spencer Postdoctoral Fellowship to the second author. We thank the research assistants who helped to collect the data, the participating students, and Stephanie Wormington for help with manuscript preparation.
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Hayenga, A.O., Corpus, J.H. Profiles of intrinsic and extrinsic motivations: A person-centered approach to motivation and achievement in middle school. Motiv Emot 34, 371–383 (2010). https://doi.org/10.1007/s11031-010-9181-x
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DOI: https://doi.org/10.1007/s11031-010-9181-x