Abstract
Previous studies on academic emotions have mostly used variable-centered approaches. Although these studies have elucidated the relationships between academic emotions and key academic outcomes, they cannot identify naturally-occurring groups of students defined by distinct academic emotion profiles. In this study, we adopted a person-centered approach to explore whether students can be grouped in terms of distinct academic emotion profiles and whether these groups differed in terms of key academic outcomes. Cluster analyses showed four distinct profiles across both domain-general (Study 1) and domain-specific (Study 2) academic emotions. Students with high levels of positive academic emotions and low levels of negative academic emotions exhibited the most adaptive educational outcomes followed by students characterized by high levels of positive emotions and moderately high levels of shame. The most maladaptive profile was exhibited by students who are low in positive academic emotions and high in negative academic emotions. Theoretical and practical implications are discussed.
| Artino, A. R., Jones, K. D. (2012) Exploring the complex relations between achievement emotions and self-regulated learning behaviors in online learning. The Internet and Higher Education 15: 170–175. Google Scholar | Crossref | |
| Bernardo, A. B. I. (2008). Individual and social dimensions of Filipino students achievement goals. International Journal of Psychology, 43, 886–891. Google Scholar | |
| Black, A. E., & Deci, E. L. (2000). The effects of instructors' autonomy support and students' autonomous motivation on learning organic chemistry: A self-determination perspective. Science Education, 84, 740–756. Google Scholar | |
| Cerasoli, C. P., Nicklin, J. M., & Ford, M. T. (2014). Intrinsic motivation and extrinsic incentives jointly predict performance: A 40-year meta-analysis. Psychological Bulletin, 140, 980–1008. Google Scholar | |
| Brown, R., Gonzalez, R., Zagefka, H., Manzi, J., Cehajic, S. (2008) Nuestra Culpa: Collective guilt and shame as predictors of reparation for historical wrongdoing. Journal of Personality and Social Psychology 94: 75–90. Google Scholar | Crossref | Medline | ISI | |
| Chan, K. W., Lai, P. Y. (2006) Revisiting the trichotomous achievement goal framework for Hong Kong secondary students: A structural model analysis. The Asia-Pacific Education Researcher 16: 11–22. Google Scholar | |
| Cheng, R. W.-Y., & Lam, S.-F. (2013). The interaction between social goals and self-construal on achievement motivation. Contemporary Educational Psychology, 38, 136–148. Google Scholar | |
| Crystal, D. S., Parrott, W. G., Okazaki, Y., Watanabe, H. (2001) Examining relations between shame and personality among university students in the United States and Japan: A developmental perspective. International Journal of Behavioral Development 25: 113–123. Google Scholar | SAGE Journals | ISI | |
| Daniels, L. M., Stupnisky, R. H., Pekrun, R. H., Haynes, T. L., Newall, N. E., & Perry, R. P. (2009) A longitudinal analysis of achievement goals: From affective antecedents to emotional effects and achievement outcomes. Journal of Educational Psychology 101: 948–963. Google Scholar | Crossref | |
| Datu, J. A. D. King, R. B., & Valdez, J. P. M. (2016). The academic rewards of socially-oriented happiness: Interdependent happiness promotes engagement. Manuscript submitted for publication. Google Scholar | |
| Deci, E. L., Ryan, R. M. (2000) The ‘what’ and ‘why’ of goal pursuits: Human needs and the self-determination of behaviour. Psychological Inquiry 11: 227–268. Google Scholar | Crossref | ISI | |
| Dettmers, S., Trautwein, U., Ludtke, O., Goetz, T., Frenzel, A. C., & Pekrun, R. (2011) Students’ emotions during homework in mathematics: Testing a theoretical model of antecedents and achievement outcomes. Contemporary Educational Psychology 36: 25–35. Google Scholar | Crossref | ISI | |
| Fernando, J. W., Kashima, Y., Laham, S. M. (2014) Multiple emotions: A person-centered approach to the relationship between intergroup emotion and action orientation. Emotion 14: 722–732. Google Scholar | Crossref | Medline | |
| Finney, S. J., DiStefano, C. (2006) Nonnormal and categorical data in structural equation models. In: Hancock, G. R., Mueller, R. O. (eds) A second course in structural equation modeling, Greenwich, CT: Information Age, pp. 269–314. Google Scholar | |
| Hastie, T., Tibshirani, R., Friedman, J. (2009) The elements of statistical learning, (2nd ed.). New York, NY: Springer. Google Scholar | Crossref | |
| Hwang, K.-K. (2011) Foundations of Chinese psychology, Singapore: Springer. Google Scholar | |
| Iyengar, S., Lepper, R. (1999) Rethinking the value of choice: A cultural perspective on intrinsic motivation. Journal of Personality and Social Psychology 76: 349–366. Google Scholar | Crossref | Medline | ISI | |
| King, R. B. (2010) What do students feel in school and how do we measure them?: Examining the psychometric properties of the S-AEQ-F. Philippine Journal of Psychology 43: 161–176. Google Scholar | |
| King, R. B. (2015) Examining the dimensional structure and nomological network of achievement goals in the Philippines. Journal of Adolescence 44: 214–218. Google Scholar | Crossref | Medline | |
| King, R. B. (2016). Is a performance-avoidance achievement goal always maladaptive? Not necessarily for collectivists. Personality and Individual Differences, 99, 190–195. Google Scholar | |
| King, R. B., & Areepattamannil, S. (2014). What students feel in school influences the strategies they use for learning: Academic emotions and cognitive/meta-cognitive strategies. Journal of Pacific Rim Psychology, 8, 18–27. Google Scholar | |
| King, R. B., & Gaerlan, M. J. (2014). High self-control predicts more positive emotions, better engagement, and higher achievement in school. European Journal of Psychology of Education, 29, 81–100. Google Scholar | |
| King, R. B., & Ganotice, F. A. (2015). Does family obligation matter for your motivation, engagement, and well-being? It depends on your self-construal. Personality and Individual Differences, 86, 243–248. Google Scholar | |
| King, R. B., Ganotice, F. A., & Watkins, D. A. (2014). A cross-cultural analysis of achievement and social goals among Chinese and Filipino students. Social Psychology of Education, 17, 439–445. Google Scholar | |
| King, R. B., McInerney, D. M. (2014) Culture’s consequences on student motivation: Capturing cross-cultural universality and variability through personal investment theory. Educational Psychologist 49: 175–198. Google Scholar | Crossref | |
| King, R. B., McInerney, D. M., Ganotice, F. A., Villarosa, J. (2015) Positive affect catalyzes academic engagement: Cross-sectional, longitudinal, and experimental evidence. Learning and Individual Differences 39: 64–72. Google Scholar | Crossref | ISI | |
| King, R. B., McInerney, D. M., & Watkins, D. A. (2013). Examining the role of social goals in school: A study in two collectivist cultures. European Journal of Psychology of Education, 28, 1505–1523. Google Scholar | |
| Kitayama, S., Markus, H. R., Matsumoto, H. (1995) Culture, self, and emotion: A cultural perspective on ‘self-conscious’ emotions. In: Tangney, J., Fischer, K. W. (eds) Self-conscious emotions: The psychology of shame, guilt, embarrassment, and pride, New York, NY: Guilford, pp. 439–464. Google Scholar | |
| Larsen, J. T., McGraw, A. P., Cacioppo, J. T. (2001) Can people feel happy and sad at the same time? Journal of Personality and Social Psychology 81: 684–696. Google Scholar | Crossref | Medline | ISI | |
| Lau, S., Liem, G. A. D., Nie, Y. (2008) Task- and self-related pathways to deep learning: The mediating role of achievement goals, classroom attentiveness, and group participation. British Journal of Educational Psychology 78: 639–662. Google Scholar | Crossref | Medline | ISI | |
| Lee, H. I., Leung, A. K.-Y., Kim, Y. H. (2014) Unpacking East-West differences in the extent of self-enhancement from the perspective of face versus dignity culture. Social and Personality Psychology Compass 8: 314–327. Google Scholar | Crossref | |
| Liljedahl, P. G. (2005) Mathematical discovery and affect: The effect of AHA! experiences on undergraduate mathematics students. International Journal of Mathematical Education in Science and Technology 36: 219–235. Google Scholar | Crossref | |
| McInerney, D. (1992) Cross-cultural insights into school motivation and decision making. Journal of Intercultural Studies 13(2): 53–74. Google Scholar | Crossref | |
| McInerney, D. M., Ali, J. (2006) Multidimensional and hierarchical assessment of school motivation: Cross-cultural validation. Educational Psychology 26: 595–612. Google Scholar | Crossref | |
| McLeod, D. B. (1994) Research on affect and mathematics learning in the JRME: 1970 to the present. Journal for Research in Mathematics Education 25: 637–647. Google Scholar | Crossref | ISI | |
| Martin, A. J. (2003) How to motivate your child for school and beyond, Sydney: Bantam. Google Scholar | |
| Muis, K. R., Psaradellis, C., Lajoie, S. P., Leo, I. D., Chevrier, M. (2015) The role of epistemic emotions in mathematics problem-solving. Contemporary Educational Psychology 42: 172–185. Google Scholar | Crossref | |
| 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. Google Scholar | Crossref | ISI | |
| Pekrun, R. (2000) A social-cognitive, control-value theory of achievement emotions. In: Heckhausen, J. (ed.) Motivational psychology of human development, Oxford: Elsevier. Google Scholar | Crossref | |
| Pekrun, R. (2006) The control–value theory of achievement emotions: Assumptions, corollaries, and implications for educational research and practice. Educational Psychology Review 18: 315–341. Google Scholar | Crossref | ISI | |
| Pekrun, R. (2009) Global and local perspectives on human affect: Implications of the control-value theory of achievement emotions. In: Wosnitza, M., Karabenick, S. A., Efklides, A., Nenniger, P. (eds) Contemporary motivation research: From global to local perspectives, Cambridge, MA: Hogrefe, pp. 97–115. Google Scholar | |
| Pekrun, R., Elliot, A. J., & Maier, M. A. (2006). Achievement goals and discrete achievement emotions: A theoretical model and prospective test. Journal of Educational Psychology, 98, 583–597. Google Scholar | |
| Pekrun, R., Elliot, A. J., Maier, M. A. (2009) Achievement goals and achievement emotions: Testing a model of their joint relations with academic performance. Journal of Educational Psychology 101: 115–135. Google Scholar | Crossref | ISI | |
| Pekrun, R., Goetz, T., & Frenzel, A. C. (2005). Achievement Emotions Questionnaire—Mathematics (AEQ-M): User’s manual. Unpublished manual, University of Munich, Department of Psychology. Google Scholar | |
| Pekrun, R., Goetz, T., Frenzel, A. C., Barchfeld, P., Perry, R. P. (2011) Measuring emotions in students’ learning and performance: The Achievement Emotions Questionnaire (AEQ). Contemporary Educational Psychology 36: 36–48. Google Scholar | Crossref | ISI | |
| Pekrun, R., Goetz, T., Perry, R. P., Kramer, K., Hochstadt, M. (2004) Beyond test anxiety: Development and validation of the Test Emotions Questionnaire (TEQ). Anxiety, Stress, and Coping Vol 17: 287–316. Google Scholar | Crossref | |
| Pekrun, R., Goetz, T., Titz, W., Perry, R. P. (2002) Academic emotions in students’ self-regulated learning and achievement: A program of qualitative and quantitative research. Educational Psychologist 37: 91–105. Google Scholar | Crossref | ISI | |
| Pekrun, R., Hall, N. C., Goetz, T., Perry, R. P. (2014) Boredom and academic achievement: Testing a model of reciprocal causation. Journal of Educational Psychology 106: 696–710. Google Scholar | Crossref | ISI | |
| Pekrun, R., Linnenbrink-Garcia, L. (2012) Academic emotions and student engagement. In: Christenson, S. L. (eds) Handbook of research on student engagement Vol 343: 259–281. Google Scholar | Crossref | |
| Pelletier, L. G., Fortier, M. S., Vallerand, R. J., Brière, N. M. (2001) Associations between perceived autonomy support, forms of self-regulation, and persistence: A prospective study. Motivation and Emotion 4: 279–306. Google Scholar | Crossref | |
| Ratelle, C. F., Guay, F., Vallerand, R. J., Larose, S., Senécal, C. B. (2007) Autonomous, controlled, and amotivated types of academic motivation: A person-oriented analysis. Journal of Educational Psychology 99: 734–746. Google Scholar | Crossref | ISI | |
| 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. Google Scholar | Crossref | Medline | ISI | |
| Roeser, R. W., Galloway, M. G. (2002) Studying motivation to learn in early adolescence: A holistic perspective. In: Urdan, T., Pajares, F. (eds) Academic motivation of adolescents: Adolescence and education, Greenwich, CT: Information Age Publishing, pp. 331–372. Google Scholar | |
| 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. Google Scholar | Crossref | Medline | ISI | |
| 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. Google Scholar | Crossref | Medline | ISI | |
| Schiefele, U. (1999) Interest and learning from text. Scientific Studies of Reading 3: 257–279. Google Scholar | Crossref | |
| Schutz, P. A., Pekrun, R. (2007) Introduction to emotion in education. In: Schutz, P. A., Pekrun, R. (eds) Emotion in education, San Diego, CA: Academic Press, pp. 3–10. Google Scholar | Crossref | |
| Shahar, G., Henrich, C. C., Blatt, S. J., Ryan, R., Little, T. D. (2003) Interpersonal relatedness, self-definition, and their motivational orientation during adolescence: A theoretical and empirical integration. Developmental Psychology 39: 470–483. Google Scholar | Crossref | Medline | ISI | |
| Skinner, E. A., Kindermann, T. A., Furrer, C. J. (2009) A motivational perspective on engagement and disaffection: Conceptualization and assessment of children’s behavioral and emotional participation in academic activities in the classroom. Educational and Psychological Measurement 69: 493–525. Google Scholar | SAGE Journals | ISI | |
| Turner, J. C., Meyer, D. K., Cox, K. E., Logan, C., DiCintio, M., & Thomas, C. (1998) Creating contexts for involvement in Mathematics. Journal of Educational Psychology 90: 730–745. Google Scholar | Crossref | ISI | |
| Vansteenkiste, M., Lens, W., Dewitte, S., DeWitte, H., Deci, E. L. (2004) The ‘why’ and ‘why not’ of job search behavior: Their relation to searching, unemployment experience and well-being. European Journal of Social Psychology 34: 345–363. Google Scholar | Crossref | |
| Villavicencio, F. T., Bernardo, A. B. I. (2013) Positive academic emotions moderate the relationship between self-regulation and achievement. British Journal of Educational Psychology 83: 329–340. Google Scholar | Crossref | Medline | |
| Ward, J. H. (1963) Hierarchical grouping to optimize an objective function. Journal of the American Statistical Association 58: 236–244. Google Scholar | Crossref | ISI |
Author biographies
Fraide A. Ganotice Jr, PhD, is a Lecturer at the Institute of Medical and Health Sciences of the University of Hong Kong. His research interests include team-based learning, teacher commitment, student motivation, and cross-cultural test development, translation and adaptation.
Jesus Alfonso D. Datu, PhD cand, is a Doctoral candidate at the Division of Learning, Development, and Diversity of the University of Hong Kong. His research foci include positive psychology, cross-cultural psychology, and quantitative validation of psychological scales.
Ronnel B. King, PhD, is an Assistant Professor at the Department of Curriculum and Instruction, The Education University of Hong Kong. His research interests are in student motivation and well-being.

