Passion: Does one scale fit all? Construct validity of two-factor passion scale and psychometric invariance over different activities and languages.
Abstract
The passion scale, based on the dualistic model of passion, measures 2 distinct types of passion: Harmonious and obsessive passions are predictive of adaptive and less adaptive outcomes, respectively. In a substantive-methodological synergy, we evaluate the construct validity (factor structure, reliability, convergent and discriminant validity) of Passion Scale responses (N = 3,571). The exploratory structural equation model fit to the data was substantially better than the confirmatory factor analysis solution, and resulted in better differentiated (less correlated) factors. Results from a 13-model taxonomy of measurement invariance supported complete invariance (factor loadings, factor correlations, item uniquenesses, item intercepts, and latent means) over language (French vs. English; the instrument was originally devised in French, then translated into English) and gender. Strong measurement partial invariance over 5 passion activity groups (leisure, sport, social, work, education) indicates that the same set of items is appropriate for assessing passion across a wide variety of activities--a previously untested, implicit assumption that greatly enhances practical utility. Support was found for the convergent and discriminant validity of the harmonious and obsessive passion scales, based on a set of validity correlates: life satisfaction, rumination, conflict, time investment, activity liking and valuation, and perceiving the activity as a passion.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
The meta-analysis included only studies that measured harmonious and obsessive passion using the Passion Scale.
“harmonious and obsessive passion were measured using the Passion Scale (Vallerand et al., 2003; Marsh et al., 2013)”
From The psychology of passion: A meta-analytical review of a decade of research on intrapersonal outcomes (2015) · cites this paper as Marsh et al., 2013
Cites
Hu, L., & Bentler, P. M. (1999) · Structural Equation Modeling A Multidisciplinary Journal · doi:10.1080/10705519909540118 · Cited by 108,788 · see citing works
The "what" and "why" of goal pursuits: Human needs and the self-determination of behavior
Deci, E. L., & Ryan, R. M. (2000) · Psychological Inquiry · doi:10.1207/s15327965pli1104_01 · Cited by 34,210 · see citing works
Back-translation for cross-cultural research.
Brislin, R. W. (1970) · Journal of Cross-Cultural Psychology · doi:10.1177/135910457000100301 · Cited by 14,091 · see citing works
Sensitivity of Goodness of Fit Indexes to Lack of Measurement Invariance
Chen, F. F. (2007) · Structural Equation Modeling: A Multidisciplinary Journal · doi:10.1080/10705510701301834 · Cited by 12,217 · see citing works
Marsh, H. W., Hau, K.-T., & Wen, Z. (2004) · Structural Equation Modeling: A Multidisciplinary Journal · doi:10.1207/s15328007sem1103_2 · Cited by 6,691 · see citing works
Self-citationThe Oxford Handbook of Positive Psychology
(2009) · doi:10.1093/oxfordhb/9780195187243.001.0001 · Cited by 2,696 · see citing works
Les passions de l'ame: on obsessive and harmonious passion
Vallerand, R. J., Blanchard, C., Mageau, G. A., Koestner, R., Ratelle, C., Léonard, M., Gagné, M., & Marsolais, J. (2003) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.85.4.756 · Cited by 2,566 · cited 16× · see citing works
“Finally, HP is negatively related, whereas OP is positively related, with the experience of conflict between one’s passion and other life activities (Vallerand et al., 2003, Study 1; Vallerand, Paquet, Philippe, & Charest, 2010).”
BackgroundMethodInfluentialSelf-citationA comparison of some methodologies for the factor analysis of non‐normal Likert variables
Muthén, B., & Kaplan, D. (1985) · British Journal of Mathematical and Statistical Psychology · doi:10.1111/j.2044-8317.1985.tb00832.x · Cited by 1,778 · cited 1× · see citing works
“…of fit that are robust in relation to nonnormality of observations and the use of categorical variables when there are at least four or more response categories (e.g., Beauducel & Herzberg, 2006; DiStefano, 2002; Dolan, 1994; B. O. Muthén & Kaplan, 1985; Rhemtulla, Brosseau-Liard, & Savalei, 2010).”
BackgroundOn Passion for Life Activities
Vallerand, R. J. (2010) · Advances in Experimental Social Psychology · doi:10.1016/s0065-2601(10)42003-1 · Cited by 454 · see citing works
Self-citationOn the Role of Passion for Work in Burnout: A Process Model
Vallerand, R. J., Paquet, Y., Philippe, F. L., & Charest, J. (2010) · Journal of Personality · doi:10.1111/j.1467-6494.2009.00616.x · Cited by 432 · see citing works
Self-citationPassion in Sport: A Look at Determinants and Affective Experiences
Vallerand, R. J., Rousseau, F. L., Grouzet, F. M. E., Dumais, A., Grenier, S., & Blanchard, C. M. (2006) · Journal of Sport and Exercise Psychology · doi:10.1123/jsep.28.4.454 · Cited by 367 · see citing works
Self-citation
Flagged first, then by citations
Cited by
Sorted by citations
Curran, T., Hill, A. P., Appleton, P. R., Vallerand, R. J., & Standage, M. (2015) · Motivation and Emotion · doi:10.1007/s11031-015-9503-0 · Cited by 499 · see citing works
Self-citationObsessive Passion: A Compensatory Response to Unsatisfied Needs
Lalande, D., Vallerand, R. J., Lafrenière, M. K., Verner‐Filion, J., Laurent, F., Forest, J., & Paquet, Y. (2017) · Journal of Personality · doi:10.1111/jopy.12229 · Cited by 195 · see citing works
Self-citationTóth‐Király, I., Bőthe, B., Márki, A. N., Rigó, A., & Orosz, G. (2019) · European Journal of Social Psychology · doi:10.1002/ejsp.2588 · Cited by 84 · see citing works
Lu, D., He, Y., & Tan, Y. (2022) · Frontiers in Psychology · doi:10.3389/fpsyg.2021.719425 · Cited by 66 · see citing works
Jachimowicz, J. M., To, C., Agasi, S., Côté, S., & Galinsky, A. D. (2019) · Organizational Behavior and Human Decision Processes · doi:10.1016/j.obhdp.2019.06.002 · Cited by 58 · see citing works
Moxley, J. H., Ericsson, K. A., & Tuffiash, M. (2019) · Psychological Research · doi:10.1007/s00426-017-0905-3 · Cited by 12 · see citing works
- Authors
- Marsh, H. W., Vallerand, R. J., Lafrenière, M.-A. K., Parker, P., Morin, A. J. S., Carbonneau, N., Jowett, S., Bureau, J. S., Fernet, C., Guay, F., Salah Abduljabbar, A., & Paquet, Y.
- Affiliations
- Western Sydney University (AU)
- Université du Québec à Montréal (CA)
- University of Maryland, College Park (US)
- Loughborough University (GB)
- Université de Montréal (CA)
- Université du Québec à Trois-Rivières (CA)
- Université Laval (CA)
- University of Reunion Island (RE)
- ORCID
- Venue
- Psychological Assessment
- Published
- 2013-09
- Volume
- 25
- Issue
- 3
- Pages
- 796-809
- ISSN
- 1040-3590 (ISSN-L)
- 1939-134X
- OpenAlex
- W2083282455
- Cited by
- 420
- References
- 11
- Citations by year
- 2026: 22 · 2025: 27 · 2024: 39 · 2023: 49 · 2022: 39 · 2021: 42 · 2020: 37 · 2019: 46 · 2018: 27 · 2017: 24 · 2016: 28 · 2015: 17 · 2014: 16 · 2013: 6
- FWCI
- 30.55
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Psychological Assessment (publishedVersion)
- PubMed (publishedVersion)
- Research Bank (Australian Catholic University) (submittedVersion)
- Corpus Université Laval (Université Laval) (submittedVersion)
- Topics
- Social Sciences › Decision Sciences › Management Science and Operations Research › Psychometric Methodologies and Testing
- Social Sciences › Psychology › Social Psychology › Grit, Self-Efficacy, and Motivation
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Psychological and Educational Research Studies
- Keywords
- passion, harmonious passion, obsessive passion, dualistic model of passion, Passion Scale, construct validity, measurement invariance, psychometric invariance, language invariance, gender invariance, activity types, leisure, sport, work, life satisfaction, rumination, time investment
- MeSH terms
- Adolescent, Adult, Emotions, Factor Analysis, Statistical, Female, Humans, Male, Models, Psychological, Obsessive Behavior, Psychological Tests, Psychometrics, Reproducibility of Results, Young Adult
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review