1Polytechnique Institute of Santarém, Sport Science School of Rio Maior (ESDRM-IPSantarém), Rio Maior, Portugal
2Research Center in Quality of Life (CIEQV), Santarém, Portugal
3Research Center in Sport, Health and Human Development (CIDESD), Vila Real, Portugal
4Instituto Superior de Ciências Educativas (ISCE Douro), Penafiel, Portugal
5Instituto Politécnico de Bragança, (IPB), Bragança, Portugal
6University of Lusófona (ULHT), Lisbon, Portugal
7Center for the Study of Human Performance (CIPER), Lisbon, Portugal
8Polytechnic of Leiria, ESECS, Leiria, Portugal
The Physical Activity Enjoyment Scale (Paces) as a Two-Dimensional Scale: Exploratory and Invariance Analysis
ing two correlated but distinct dimensions of enjoyment. In total, 277 individuals (female = 108) aged between 18 and 53 years (M = 35.66; SD = 7.42) participated in the study. The unidimensional model solution displayed good fit. However, the exploratory structural equation modelling specification considering two correlated but distinct dimensions of enjoyment showed a better fit. This study was the first attempt to examine the possible existence of two dimensions within the eight-item PACES measure. The distinct aspect of the current research is to emphasize the complex and constant process of instrument validation. Scales should be viewed as a continuous process, and future methodological procedures will increase our understanding of instrument examination with more innovative statistical approaches.
enjoyment, exploratory analysis satisfaction, fun
Browne, M. (2001). An overview of analytic rotation in exploratory factor analysis, Multivariate Behavioral Research, 36 (1), 111–150.
Byrne, B. (2016). Structural equation modeling with AMOS. Basic concepts, applications, and programming (3rd ed.): New York: Taylor & Francis Group, LLC.
Chung, P. K., & Leung, K. M. (2018). Psychometric Properties of Eight-Item Physical Activity Enjoyment Scale in a Chinese Population. Journal of Aging & Physical Activity, 1-6. https://doi.org/10.1123/japa.2017-0212
Crooker, P., Marcel, B., & Gessaroli, M. (1995). Measuring enjoyment in youth sport settings: A confirmatory factor analysis of the Physical Activity Enjoyment Scale. Journal of Sport & Exercise Psychology, 17 (2), 200-205. https://doi.org/10.1123/jsep.17.2.200
DiLorenzo, T., Stucky-Ropp, R., Vander Wal, J., & Gotham, H. (1998). Determinants of exercise among children. II. A longitudinal analysis. Preventive Medicine, 27 (3), 470-477. https://doi.org/10.1006/pmed.1998.0307
Gardner, L., Magee, C., & Vella, S. (2017). Enjoyment and Behavioral Intention Predict Organized Youth Sport Participation and Dropout. Journal of Physical Activity & Health, 14 (11), 861-865. https://doi.org/10.1123/jpah.2016-0572
Granero-Gallegos, A., Gomez-Lopez, M., Rodriguez-Suarez, N., Abraldes, J., Alesi, M., & Bianco, A. (2017). Importance of the Motivational Climate in Goal, Enjoyment, and the Causes of Success in Handball Players. Frontiers in Psychology, 8, 2081. https://doi.org/10.3389/fpsyg.2017.02081
Gråstén, A., & Watt, A. (2017). A motivational model of physical education and links to enjoyment, knowledge, performance, total physical activity and body mas index. Journal of Sport Science & Medicine, 16 (318-327).
Gråstén, A., Jaakola, T., Liukkonen, J., Watt, A., & Yli-Piipari, S. (2012). Prediction of Enjoyment in School Physical Education. Journal of Sport Science and Medicine, 11 (2), 260-269.
Hair, J., Black, W., Babin, B., & Anderson, R. (2019) . Multivariate Data Analysis (8th ed.): New Jersey: Pearson Educational, Inc.
Jekauc, D., & Brand, R. (2017). Editorial: How do Emotions and Feelings Regulate Physical Activity? Frontiers in Psychology, 8, 1145. https://doi.org/10.3389/fpsyg.2017.01145
Jekauc, D., Voelkle, M., Wagner, M. O., Mewes, N., & Woll, A. (2013). Reliability, validity, and measurement invariance of the German version of the physical activity enjoyment scale. Journal of Pediatric Psychology, 38 (1), 104-115. https://doi.org/10.1093/jpepsy/jss088
Kendzierski, D., & DeCarlo, K. (1991). Physical Activity Enjoyment Scale: Two Validation Studies. Journal of Sport & Exercise Psychology, 13 (1), 50-64. https://doi.org/10.1123/jsep.13.1.50
Markland, D., & Hardy, L. (1993). The Exercise Motivations Inventory: preliminary development and validity of a measure of individuals’ reasons for participation in regular physical exercise. Personality & Individual Differences, 15 (3), 286-296. https://doi.org/10.1016/0191-8869(93)90219-S
Marsh, H., Hau, K., & Wen, Z. (2004). In search of Golden Rules: comment on hypothesis-testing approaches to setting cutoff values for fit indexes and dangers in overgeneralizing Hu and Bentler’s (1999) Findings. Structural Equation Modeling: A Multidisciplinary Journal, 11 (3), 320-341. https://doi.org/10.1207/s15328007sem1103_2
Monteiro, D., Nunes, G., Marinho, D., Couto, N., Antunes, R., Moutão, J., & Cid, L. (2017). Translation and adaptation of the physical activity enjoyment scale (PACES) in a sample of Portuguese athletes, invariance across genders nature sports and swimming. Brazilian Journal of Kinanthropometry & Human Performance, 19 (6), 631-643. https://doi.org/10.5007/1980-0037.2017v19n6p631
Monteiro, D., Pelletier, L., Moutão, J., & Cid, L. (2018). Examining the motivational determinants of enjoyment and the intention to continue of persistent competitive swimmers. International Journal of Sport Psychology, 49 (6), 484.504. https://doi.org/10.7352/IJSP.2018.49.484
Moore, J., Yin, Z., Hanes, J., Duda, J., Gutin, B., & Barbeau, P. (2009). Measuring Enjoyment of Physical Activity in Children: Validation of the Physical Activity Enjoyment Scale. Journal of Applied Sport Psychology, 21 (S1), S116-S129. https://doi.org/10.1080/10413200802593612
Moreno, J.-A., González-Cutre, D., Martínez, C., Alonso, N., & López, M. (2014). Propiedades psicométricas de la Physical Activity Enjoyment Scale (PACES) en el contexto español. Estudios de Psicología, 29 (2), 173-180. https://doi.org/10.1174/021093908784485093
Mullen, S., Olson, E., Phillips, S., DSzabo, A., Wójcicki, T., Mailey, E., . . . McAuley, E. (2011). Measuring enjoyment of physical activity in older adults: invariance of the physical activity enjoyment scale (paces) across groups and time. International Journal of Behavioral Nutrition & Physical Activity, 8, 103. https://doi.org/10.1186/1479-5868-8-103
Muthén, L., & Muthén, B. (2010). Mplus User’s Guide. Muthén & Muthén: Los Angeles.
Raedeke, T. D. (2007). The Relationship Between Enjoyment and Affective Responses to Exercise. Journal of Applied Sport Psychology, 19 (1), 105-115. https://doi.org/10.1080/10413200601113638
Raykov, T. (1997). Estimation of Composite Reliability for congeneric measures. Applied Psychological Measurement, 21 (2), 173-184. https://doi.org/10.1177/01466216970212006
Rodrigues, F., Bento, T., Cid, L., Pereira Neiva, H., Teixeira, D., Moutao, J., Marinho, D., Monteiro, D. (2018). Can Interpersonal Behavior Influence the Persistence and Adherence to Physical Exercise Practice in Adults? A Systematic Review. Frontiers in Psychology, 9, 2141. https://doi.org/10.3389/fpsyg.2018.02141
Rodrigues, F., Teixeira, D. S., Neiva, H., Cid, L., & Monteiro, D. (2020). The bright and dark sides of motivation as predictors of enjoyment, intention, and exercise persistence. Scandinavian Journal of Medicine & Science in Sports, 30 (4), 787–800. https://doi.org/10.1111/sms.13617
Rodrigues, F., Teixeira, D., Cid, L., & Monteiro, D. (2019). Have you been exercising lately? Testing the role of past behavior on exercise adherence. Journal of Health Psychology, 1359105319878243. https://doi.org/10.1177/1359105319878243
Teixeira, D. S., Pelletier, L. G., Monteiro, D., Rodrigues, F., Moutao, J., Marinho, D., & Cid, L. (2019). Motivational patterns in persistent swimmers: A serial mediation analysis. European Journal of Sports Science. https://doi.org/10.1080/17461391.2019.1675768
Teques, P., Calmeiro, L., Silva, C., & Borrego, C. (2017). Validation and adaptation of the Physical Activity Enjoyment Scale (PACES) in fitness group exercisers. Journal of Sport & Health Science. https://doi.org/10.1016/j.jshs.2017.09.010
Yuan, K., & Bentler, P. (2002). Structural Equation Modeling with Robust Covariances. Sociological Methodology, 28 (1). https://doi.org/10.1111/0081-1750.00052