Predicting Happiness in Paralympic Swimming Medalists

in Adapted Physical Activity Quarterly

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Jeffrey Martin Wayne State University

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Mario Vassallo Wayne State University

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Jacklyn Carrico Wayne State University

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Ellen Armstrong Griffith University

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The purpose of this study was to predict Paralympian swimmers’ happiness as a result of winning 2016 Paralympic medals. Understanding potential antecedents of athletes’ happiness has theoretical and practical value. Medal winners (N = 138) had their facial expressions rated for happiness at the race finish. Three predictors were examined: finish place (i.e., first, second, or third), swimmers’ expectations for race place, and race time. A multiple-regression analysis predicting happiness was significant, F(3, 98) = 3.66, p < .015, accounting for 10% of the variance. Significant beta weights for race place (β = −0.551) and finishing higher than their 2015 world ranking (β = 0.551) indicated that higher-finishing swimmers were happier than lower-finishing swimmers, and swimmers who finished better than their 2015 ranking were happier than swimmers who finished lower than their ranking. The authors also found partial support for the counterfactual-thinking hypothesis for male swimmers and evidence of gender and country differences in happiness.

Martin, Vassallo, and Carrico are with the Div. of Kinesiology, Health & Sport Studies, College of Education, Wayne State University, Detroit, MI. Armstrong is with Griffith University, Brisbane, Queensland, Australia.

Martin (aa3975@wayne.edu) is corresponding author.
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  • Bartlett, M.S., Hager, J.C., Ekman, P., & Sejnowski, T.J. (1999). Measuring facial expressions by computer image analysis. Psychophysiology, 36 ,253263. PubMed ID: 10194972 doi:10.1017/S0048577299971664

    • Search Google Scholar
    • Export Citation
  • Bennett, D.A. (2001). How can I deal with missing data in my study? Australian and New Zealand Journal of Public Health, 25 ,464469.

  • Chaplin, T.M. (2015). Gender and emotion expression: A developmental contextual perspective. Emotion Review, 7 ,1421. PubMed ID: 26089983 doi:10.1177/1754073914544408

    • Search Google Scholar
    • Export Citation
  • Cheon, S.H., Reeve, J., Lee, J., & Lee, Y. (2015). Giving and receiving autonomy support in a high-stakes sport context: A field-based experiment during the 2012 London Paralympic Games. Psychology of Sport and Exercise, 19 ,5969. doi:10.1016/j.psychsport.2015.02.007

    • Search Google Scholar
    • Export Citation
  • Cohen, J. (1988). Statistical power analysis for the behavioral sciences (2nd ed.). Hillsdale, NJ: Lawrence Erlbaum.

  • Cohen, J. (1994). The earth is round (p < .05). American Psychologist, 49 ,9971003. doi:10.1037/0003-066X.49.12.997

  • Durand-Bush, N., & Salmela, J.H. (2002). The development and maintenance of expert athletic performance: Perceptions of world and Olympic champions. Journal of Applied Sport Psychology, 14 ,154171. doi:10.1080/10413200290103473

    • Search Google Scholar
    • Export Citation
  • Ekman, P. (1992). An argument for basic emotions. Cognition and Emotion, 6 ,169200. doi:10.1080/02699939208411068

  • Elfenbein, H.A., & Ambady, N. (2002). On the universality and cultural specificity of emotion recognition: A meta-analysis. Psychological Bulletin, 128 ,203235. PubMed ID: 11931516 doi:10.1037/0033-2909.128.2.203

    • Search Google Scholar
    • Export Citation
  • Faul, F., Erdfelder, E., Buchner, A., & Lang, A.-G. (2009). Statistical power analyses using G*Power 3.1: Tests for correlation and regression analyses. Behavior Research Methods, 41 ,11491160. PubMed ID: 19897823 doi:10.3758/BRM.41.4.1149

    • Search Google Scholar
    • Export Citation
  • Ferguson, C.J. (2009). An effect size primer: A guide for clinicians and researchers. Professional Psychology: Research and Practice, 40 ,532538. doi:10.1037/a0015808

    • Search Google Scholar
    • Export Citation
  • Fernández-Dols, J.M., & Ruiz-Belda, M.A. (1995). Are smiles a sign of happiness? Gold medal winners at the Olympic Games. Journal of Personality and Social Psychology, 69 ,11131119. doi:10.1037/0022-3514.69.6.1113

    • Search Google Scholar
    • Export Citation
  • Franks, B.D., & Huck, S.W. (1986). Why does everyone use the. 05 significance level? Research Quarterly for Exercise and Sport, 57 ,245249. doi:10.1080/02701367.1986.10605404

    • Search Google Scholar
    • Export Citation
  • Fritz, C.O., Morris, P.E., & Richler, J.J. (2012). Effect size estimates: Current use, calculations, and interpretation. Journal of Experimental Psychology: General, 141 ,218. doi:10.1037/a0024338

    • Search Google Scholar
    • Export Citation
  • Green, S.B. (1991). How many subjects does it take to do a regression analysis. Multivariate Behavioral Research, 26 ,499510. PubMed ID: 26776715 doi:10.1207/s15327906mbr2603_7

    • Search Google Scholar
    • Export Citation
  • Hair, J.F., Jr., Anderson, R.E., Tatham, R.L., & Black, W.C. (1995). Multivariate data analysis (3rd ed.). New York, NY: Macmillan.

  • Hallgren, K.A. (2012). Computing inter-rater reliability for observational data: An overview and tutorial. Tutorials in Quantitative Methods for Psychology, 8 ,2334. PubMed ID: 22833776 doi:10.20982/tqmp.08.1.p023

    • Search Google Scholar
    • Export Citation
  • Hetland, A., Vittersø, J., Wie, S.O.B., Kjelstrup, E., Mittner, M., & Dahl, T.I. (2018). Skiing and thinking about it: Moment-to-moment and retrospective analysis of emotions in an extreme sport. Frontiers in Psychology, 9 , doi:10.3389/fpsyg.2018.00971

    • Search Google Scholar
    • Export Citation
  • Hofstede, G. (1983). National cultures in four dimensions: A research-based theory of cultural differences among nations. International Studies of Management & Organization, 13 ,4674. doi:10.1080/00208825.1983.11656358

    • Search Google Scholar
    • Export Citation
  • Hofstede, G., & Bond, M.H. (1984). Hofstede’s culture dimensions: An independent validation using Rokeach’s value survey. Journal of Cross-Cultural Psychology, 15 ,417433. doi:10.1177/0022002184015004003

    • Search Google Scholar
    • Export Citation
  • James, W. (1892). Psychology: Briefer course. New York, NY: Holt.

  • Kelley, K., & Preacher, K.J. (2012). On effect size. Psychological Methods, 17 ,137152. PubMed ID: 22545595 doi:10.1037/a0028086

  • Lilienfeld, S. (2017). Psychology’s replication crisis and the grant culture: Righting the ship. Perspectives on Psychological Science, 12 ,660664. PubMed ID: 28727961 doi:10.1177/1745691616687745

    • Search Google Scholar
    • Export Citation
  • Martin, J.J. (2017). Handbook of disability sport and exercise psychology. New York, NY: Oxford University Press.

  • Martin, J., Beasley, V., & Guerrero, M.G., (in press). Sport psychology research: Proper standards and limitations. In M.H. Anshel (Ed.), Handbook of sport and exercise psychology. Washington, DC: American Psychological Association.

    • Search Google Scholar
    • Export Citation
  • Martin, J.J., & Gill, D.L. (1995). The relationships of competitive orientations and self-efficacy to goal importance, thoughts, and performance in high school distance runners. Journal of Applied Sport Psychology, 7 ,5062. doi:10.1080/10413209508406300

    • Search Google Scholar
    • Export Citation
  • Matsumoto, D. (2002). Methodological requirements to test a possible in-group advantage in judging emotions across cultures: Comment on Elfenbein and Ambady (2002) and evidence. Psychological Bulletin, 128 ,236242. PubMed ID: 11931517 doi:10.1037/0033-2909.128.2.236

    • Search Google Scholar
    • Export Citation
  • Matsumoto, D., & Kupperbusch, C. (2001). Idiocentric and allocentric differences in emotional expression, experience, and the coherence between expression and experience. Asian Journal of Social Psychology, 4 ,113131. doi:10.1111/j.1467-839X.2001.00080.x

    • Search Google Scholar
    • Export Citation
  • Matsumoto, D., Olide, A., Schug, J., Willingham, B., & Callan, M. (2009). Cross-cultural judgments of spontaneous facial expressions of emotion. Journal of Nonverbal Behavior, 33 , 213238. doi:10.1007/s10919-009-0071-4

    • Search Google Scholar
    • Export Citation
  • Matsumoto, D., & Willingham, B. (2006). The thrill of victory and the agony of defeat: Spontaneous expressions of medal winners of the 2004 Athens Olympic Games. Journal of Personality and Social Psychology, 91 ,568581. PubMed ID: 16938038 doi:10.1037/0022-3514.91.3.568

    • Search Google Scholar
    • Export Citation
  • Matsumoto, D., & Willingham, B. (2009). Spontaneous facial expressions of emotion of congenitally and noncongenitally blind individuals. Journal of Personality and Social Psychology, 96 ,110. PubMed ID: 19210060 doi:10.1037/a0014037

    • Search Google Scholar
    • Export Citation
  • Matsumoto, D., Yoo, S.H., & Fontaine, J. (2008). Mapping expressive differences around the world: The relationship between emotional display rules and individualism versus collectivism. Journal of Cross-Cultural Psychology, 39 , 5574. doi:10.1177/0022022107311854

    • Search Google Scholar
    • Export Citation
  • Medvec, V.H., Madey, S.F., & Gilovich, T. (1995). When less is more: Counterfactual thinking and satisfaction among Olympic medalists. Journal of Personality and Social Psychology, 69 ,603610. PubMed ID: 7473022 doi:10.1037/0022-3514.69.4.603

    • Search Google Scholar
    • Export Citation
  • Peters, H.J., & Williams, J.M. (2009). Rationale for developing a cultural sport psychology. In R.J. Schinke & S.J. Hanrahan (Eds.), Cultural sport psychology (pp. 1321). Champaign, IL: Human Kinetics.

    • Search Google Scholar
    • Export Citation
  • Russell, J.A. (1980). A circumplex model of affect. Journal of Personality and Social Psychology, 39 ,11611178. doi:10.1037/h0077714

  • Sauley, K.S., & Bedeian, A.G. (1989). .05: A case of the tail wagging the distribution. Journal of Management, 15 ,335344. doi:10.1177/014920638901500209

    • Search Google Scholar
    • Export Citation
  • Schafer, J.L. (1999). Multiple imputation: A primer. Statistical Methods in Medical Research, 8 ,315. PubMed ID: 10347857 doi:10.1177/096228029900800102

    • Search Google Scholar
    • Export Citation
  • Schlomer, G.L., Bauman, S., & Card, N.A. (2010). Best practices for missing data management in counseling psychology. Journal of Counseling Psychology, 57 ,110. PubMed ID: 21133556 doi:10.1037/a0018082

    • Search Google Scholar
    • Export Citation
  • Shepperd, J.A., & McNulty, J.K. (2002). The affective consequences of expected and unexpected outcomes. Psychological Science, 13 ,8588. PubMed ID: 11892785 doi:10.1111/1467-9280.00416

    • Search Google Scholar
    • Export Citation
  • Suh, E., Diener, E., Oishi, S., & Triandis, H.C. (1998). The shifting basis of life satisfaction judgments across cultures: Emotions versus norms. Journal of Personality and Social Psychology, 74 ,482493. doi:10.1037/0022-3514.74.2.482

    • Search Google Scholar
    • Export Citation
  • Sullivan, G.M., & Feinn, R. (2012). Using effect size—or why the P value is not enough. Journal of Graduate Medical Education, 4 ,279282. PubMed ID: 23997866 doi:10.4300/JGME-D-12-00156.1

    • Search Google Scholar
    • Export Citation
  • Tomkins, S.S., & McCarter, R. (1964). What and where are the primary affects? Some evidence for a theory. Perceptual and Motor Skills, 18 ,119158. PubMed ID: 14116322 doi:10.2466/pms.1964.18.1.119

    • Search Google Scholar
    • Export Citation
  • Turman, P.D. (2005). Coaches’ use of anticipatory and counterfactual regret messages during competition. Journal of Applied Communication Research, 33 ,116138. doi:10.1080/00909880500045072

    • Search Google Scholar
    • Export Citation
  • Vacha-Haase, T., & Thompson, B. (2004). How to estimate and interpret various effect sizes. Journal of Counseling Psychology, 51 ,473481. doi:10.1037/0022-0167.51.4.473

    • Search Google Scholar
    • Export Citation
  • van Osch, Y., Zeelenberg, M., & Breugelmans, S.M. (2016). On the context dependence of emotion displays: Perceptions of gold medalists’ expressions of pride. Cognition and Emotion, 30 ,13321343. PubMed ID: 26208599 doi:10.1080/02699931.2015.1063480

    • Search Google Scholar
    • Export Citation
  • Yates, F. (1951). The influence of statistical methods for research workers on the development of the science of statistics. Journal of the American Statistical Association, 46 ,1934. doi:10.2307/2280090

    • Search Google Scholar
    • Export Citation
  • Zeelenberg, M., & Pieters, R. (2007). A theory of regret regulation 1.0. Journal of Consumer Psychology, 17 ,318. doi:10.1207/s15327663jcp1701_3

    • Search Google Scholar
    • Export Citation
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