The Multidimesional Perfectionism Scale: Examining its Factor Structure using Item Exploratory and Confirmatory Factor Analyses

Document Type : Original Article

Author

Higher education, Faculty of Education, Assuit University, Assuit, Egypt

Abstract

Perfectionism is one of the most important variables due to its association with many educational and psychological variables such as personality traits. Thus, there is an urgent need for the standardized measurement of perfectionism. Frost and colleagues (1990) developed the most commonly used scale of perfectionism in both the Arab and foreign countries. The Frost Multidimensional Perfectionism Scale (FMPS) is composed of six dimensions and 35 items in its final form. Hence, the present study aimed at investigating the factor structure of the scale using item exploratory and confirmatory factor analysis in the Arab environment. Item factor analysis is a recently developed methodology for fitting factor analytic models with ordinal data. It yeilds unbiased estimates compared to the common factor model. It was noted that the latter approach was used in almost all published studies that may impact the credibility of the results obtained. Participants were 629 university students who were randomly split into two groups 314 and 315 to conduct item exploratory and confirmatory factor analyses, respectively. After fitting 5-7 factor analytic models, the results revealed the six-factor model is the most interpretable after removing two items. As for the results of item confirmatory factor analysis, both the original and the one obtained from EFA had lack of fit indices except RMESA. Based on the results of the study, it is recommended to use the translated scale after confirming its factor structure in the intended population since perfectionism is a malleable variable that differs from one culture to another.

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Asu´n, R. A., Rdz-Navarro, K., & Alvarado, J. M. (2016). Developing multidimensional Likert scales using item factor analysis: The case of four-point items. Sociological Methods & Research, 45(1), 109-133.
Beauducel, A., & Herzberg, P. Y. (2006). On the performance of maximum likelihood versus means and variance adjusted weighted least squares estimation in CFA. Structural Equation Modeling: A Multidisciplinary Journal, 13(2), 186-203.
Beccariaa, L., Beccariab, G., & McCoskerb, C. (2018). A confirmatory factor analysis of the student evidence-based practice questionnaire (S-EBPQ) in an Australian sample. Nurse Education Today, 62, 69–73.
Besnoy, K. D., Dantzler, J., Besnoy, L. R., & Byrne, C. (2016). Using exploratory and confirmatory factor analysis to measure construct validity of the traits, aptitudes, and behaviors scale (TABS). Journal for the Education of the Gifted, 39(1), 3-22.
Boerebach, B. C. M., Lombarts, K. M., & Arah, O. A. (2016). Confirmatory factor analysis of the system for evaluation of teaching qualities (SETQ) in graduate medical training. Evaluation & the Health Professions, 39(1) 21-32.
Brislin, R. W. (1970). Back-translation for cross-cultural research. Journal of Cross-Cultural Psychology, 1(3), 185-216.
Carmo, C., Brás, M., Batista, L., & Faisca, L. (2017). Confirmatory factor analysis of the Portuguese version of the Frost multidimensional perfectionism scale. Revista Iberoamericana de Diagnostico Y Evaluacion-E Avaliacao Psicologica, 2(44), 28-43.
Chan, D.  W. (2010).  Perfectionism among Chinese gifted and nongifted Students in Hong Kong: the use of the revised almost perfect scale. Journal for the Education of the Gifted, 34(1), 68- 98. 
Chan, D. W. (2012).  Life satisfaction, happiness, and the growth mindset of healthy and unhealthy perfectionists among Hong Kong Chinese gifted students. Roeper Review: A Journal on Gifted Education, 34(4), 224–233.
Chen, C. (2016). The role of resilience and coping styles in subjective well- being  among Chinese university students. Asia-Pacific Educational Research, 25(3), 377–387.
Dickinson, M. J., & David A. G. (2015). Practically perfect in every way: Can reframing perfectionism for high-achieving undergraduates impact academic resilience? Studies in Higher Education, 40(10), 1889–1903.
DiStefano, C., McDaniel, H. L., Zhang, L., Shi, D., & Jiang, Z. (2019). Fitting large factor analysis models with ordinal data. Educational and Psychological Measurement, 79(3), 417-436.
Dunkley, D. M., Blankstein, K. R., & Berg, J. L. (2012). Perfectionism dimensions and the five-factor model of personality. European Journal of Personality, 26, 233-244.
Flett, G. L., Coulter, L.-M., Hewitt, P. L., & Nepon, T. (2011). Perfectionism, rumination, worry, and depressive symptoms in early adolescents. Canadian Journal of School Psychology, 26, 159-176.
Flett, G. L., & Hewitt, P. L. (2002). Perfectionism and maladjustment:  An overview of theoretical, definitional, and treatment issues. In P. L. Hewitt & G. L. Flett (Eds.), Perfectionism (pp. 5-31).
Flett, G. L., & Hewitte. L. P. (2008). Perfectionism, distress, and irrational beliefs in  high  school  student:  Analyses  with  an  abbreviated  survey  of  personal beliefs  for  adolescents. Journal of Rational-Emotive &  Cognitive-Behavior Therapy, 26 ,3, 194-205.
Flett, G. L., & Hewitt, P. L. (2016). Still measuring perfectionism after all these years: Reflections and  an  introduction  to  the  special  issue  on  advances  in  the  assessment  of  perfectionism.  Journal of Psychoeducational Assessment, 34, 615-619.  
Flett, G. L., Hewitt, P., Oliver, J. , & Macdonald, S. (2002). Perfectionism in children and their  parents:  A  developmental  analysis.  In  G. L.  Flett, & P. Hewitt (Eds.), Perfectionism: theory, research, and treatment. (pp. 89- 132). American Psychological Association.
Frost, R. O., Marten, P., Lahart, C., & Rosenblate, R. (1990). The dimension of perfectionism. Cognitive Therapy and Research, 14(5), 449-468.
Gavino, A., Nogueira, R., Lucía, Pérez-Costillas, L., & Godoy, A. (2019). Psychometric properties of the Frost multidimensional perfectionism scale in Spanish children and adolescents. Assessment, 26(3), 445–464.
Hamachek, D.  E. (1978).  Psychodynamics of  normal  and neurotic perfectionism. Psychology: A Journal of Human Behavior, 75(1), 27-33.   
Hamann, P. M., Schiemann, F., Bellora, L., & Guenther, T. W. (2013). Exploring the dimensions of organizational performance: A construct validity study. Organizational Research Methods, 16(1) 67-87.  
Hanchon, T. A. (2010). The relations between perfectionism and achievement goals. Personality and Individual Differences, 49(8), 885–890. 
Harvey, B., Pallant, J., & Harvey, D. (2004). An Evaluation of the factor structure of the Frost multidimensional perfectionism scale. Educational and Psychological Measurement, 64(6), 1007–1018.
Hawkins, C. C., Watt, H.  M. G., & Sinclair, K.  E. (2006). Psychometric  properties  of  the  Frost  multidimensional perfectionism  scale  with  Australian  adolescent  girls clarification of multidimensionality and perfectionist typology. Educational and Psychological Measurement, 66, 1001-1022.
Kawamura, K. Y., Frost, R. O., & Harmatz, M. (2002). The relationship of perceived parenting styles to perfectionism. Personality and Individual Differences, 32, 317-327.
Khawaja, N. G., & Armstrong, K. A. (2005) Factor structure and psychometric properties of the Frost multidimensional perfectionism scale developing shorter versions using an Australian sample. Australian Journal of Psychology, 57(2), 129-13.
Kline, R. B. (2011). Principles and practice of structural equation modeling (3rd ed.). Guilford Press.
Lee, C. (2013). An empirical evaluation of three procedures of confirmatory factor analysis with ordinal data (Doctoral dissertation). Available from ProQuest Dissertations and Theses database.(UMI No. 3585294)
Limburg, K., Watson, H. J., Hagger, M. S., & Egan, S. J. (2017). The relationship between perfectionism and psychopathology: A meta-analysis. Journal of Clinical Psychology, 73, 1301-1326    
Maydeu-Olivares, A., Fairchild, A. J. & Hall, A. G. (2017). Goodness of fit in item factor analysis: Effect of the number of response alternatives. Structural Equation Modeling: A Multidisciplinary Journal, 24(4), 495-505.
Moon, S., Kelly, K., & Feldhusen, J. (2009). Specialized counseling services for gifted youth end their families: A needs assessment. Gifted Quarterly, 53, 163- 173. 
Muthén, L. K., & Muthén, B. O. (1998-2017). Mplus user's guide (8th ed.). Muthén & Muthén.
Piotrowski, K., & Bojanowska, A. (2019). Factor structure and psychometric properties of a Polish adaptation of the Frost multidimensional perfectionism scale. Current Psychology. Advance online Publication.
Purdon, C. L., Antony, M.  M., & Swinson,  R.  P. (1999). Psychometric  properties  of  the  Frost  Multidimensional Perfectionism  scale  in  a  clinical  anxiety  disorders  sample.Journal of Clinical Psychology, 55, 1271-1286.
Rice, K. G., Choi, C., & Zhang, Y. (2012). Self-critical perfectionism, acculturative stress, and depression among international students. The Counselling Psychologist, 40(4), 575-600. 
Silverman, L. K. (2003). Characteristics of giftedness scale:  A review of literature. Available at https://www.spart5.net/cms/lib07/SC01000802/Centricity/Domain/491/Characteristics_Scale.pdf
Slade, P. D., & Owens, R.  G. (1998).  A dual process model of perfectionism based  on  reinforcement  theory.  Behavior Modification, 22, 372–390.
Slade, P., Tin, N., Nina, M., & Marphy, P. (1991). An experimental analysis of perfectionism and dissatisfaction. British Journal of Clinical Psychology, 30, 169-176.
Smith, M. M., Sherry, S. B., Gautreau, C. M., Stewart, S. H., Saklofske, D. H., & Mushquash, A. R. (2017). Are perfectionistic concerns an antecedent of or a consequence of binge eating, or both? A short-term four-wave longitudinal study of undergraduate women. Eating Behaviors, 26, 23-26.
Smith, M. M., Vidovic, V., Sherry, S. B., Stewart, S. H., & Saklofske, D. H. (2018). Perfectionistic concerns confer risk for anxiety symptoms: A meta-analysis of 11 longitudinal studies. Anxiety, Stress & Coping, 31, 4-2
Sotardi, V. A., & Dubien, D. (2019). Perfectionism, wellbeing, and university performance: A sample validation of the Frost Multidimensional Perfectionism Scale (FMPS) in New Zealand. Personality and Individual Differences, 143, 103-106.‏
Stairs, A. M., Smith, G. T., Zapolski, T. C. B., Combs, J. L., & Settles, R. E.  )2012). Clarifying the construct of perfectionism. Assessment, 19(2), 146-166.
Stoeber, J., & Otto, K. (2006). Positive conceptions of perfectionism: Approaches, evidence, challenges. Personality and Social Psychology Review, 10, 295-319.
Struk, A. A., Carriere, J. S. A., Cheyne, J. A., & Danckert, J. (2017). A short boredom proneness scale: Development and psychometric properties. Assessment, 24(3), 346-359.
Stumpf, H., & Parker, W. D. (2000). A hierarchical structural analysis of perfectionism and its relation to other personality   characteristics.  Personality and Individual Differences, 28, 837-852.    
van Prooijen, J.W., & van der Kloot, W. A. (2001). Confirmatory analysis of explorativelyobtained factor structures. Educational and Psychological Measurement, 61, 777–792.
Wirth, R. J., & Edwards, M. C. (2007). Item factor analysis: Current approaches and future directions. Psychological Methods, 12(1), 58–79.