Sociologický časopis / Czech Sociological Review 2024, 60(1): 37-66 | DOI: 10.13060/csr.2023.047
Testing the Psychometric Properties and Equivalence of the Czech Version of the Satisfaction with Life Scale (SWLS) using Confirmatory Factor Analysis, Item Response Theory, and Bayesian Modelling
- Sociologický ústav AV ČR, v. v. i., Praha
The Satisfaction with Life Scale (SWLS) is one of the most commonly used instruments for measuring life satisfaction. The aim of this study is to test the psychometric properties of the Czech version of the SWLS using Confirmatory Factor Analysis (CFA) and Item Response Theory (IRT) and to test its invariance between social groups in terms of gender, age, and education using Bayesian modelling on a representative sample of the Czech online population, as the scale has not yet been tested on representative data in the Czech Republic. The research sample consists of 960 respondents aged 18 to 69 years. The results confirmed that the psychometric properties of the Czech version of the SWLS are very good, but, at the same time, it is evident that the fifth item shows worse results than the other four items. In terms of dimensionality, CFA and IRT confirmed its modified single-factor structure with correlated residuals between the fourth and fifth items as the most appropriate. Testing for approximate measurement invariance using Bayesian modelling showed that the SWLS measures comparably between groups based on gender, age, and education. In conclusion, the Czech version of the SWLS is a suitable, verified, and reliable instrument for measuring the life satisfaction of Czech citizens.
Keywords: SWLS, Confirmatory Factor Analysis (CFA), Item Response Theory (IRT), Bayesian modelling BSEM, psychometrics, measurement invariance
Received: March 11, 2022; Revised: August 12, 2023; Accepted: September 4, 2023; Prepublished online: September 19, 2023; Published: March 21, 2024 Show citation
| ACS | AIP | APA | ASA | Harvard | Chicago | Chicago Notes | IEEE | ISO690 | MLA | NLM | Turabian | Vancouver |
Attachments
| Download file | Skript Hanzlova_Raudenska_priloha-skript.docx |
| Download file | Dataset CSV Hanzlova_Raudenska_priloha-dataset.csv |
| Download file | Dataset DAT Hanzlova_Raudenska_priloha-dataset.dat |
| Download file | Dataset SAV Hanzlova_Raudenska_priloha-dataset.sav |
References
- Andrews, F. M. a Withey, S. B. (1976). Social Indicators of Well-Being: Americans' Perceptions of Life Quality. Springer US. https://doi.org/10.1007/978-1-4684-2253-5
Go to original source... - Anýžová, P. (2013). Ekvivalence položek v mezinárodních datech: základní vymezení a možnosti analýzy. Data and Research - SDA Info, 7(1), 29-56. https://doi.org/10.13060/1802-8152.2013.7.1.2
Go to original source... - Anýžová, P. (2014). Srovnatelnost Schwartzovy hodnotové škály v mezinárodních datech. Sociologický časopis / Czech Sociological Review, 50(4), 547-580. http://dx.doi.org/10.13060/00380288.2014.50.4.108
Go to original source... - Anýžová, P. (2015). Srovnatelnost postojových škál v komparativním výzkumu. Univerzita Palackého v Olomouci.
- Avcu, A. (2021). Item Response Theory-Based Psychometric Investigation of SWLS for University Students. International Journal of Psychology and Education Studies, 8(2), 27-37. https://doi.org/10.52380/ijpes.2021.8.2.265
Go to original source... - Bai, X., Wu, Ch., Zheng, R. a Ren, X. (2011). The Psychometric Evaluation of the Satisfaction with Life Scale Using a Nationally Representative Sample of China. Journal of Happiness Studies, 12(2), 183-197. https://doi.org/10.1007/s10902-010-9186-x
Go to original source... - Baker, F. B. (2001). The Basics of Item Response Theory. ERIC Clearinghouse on Assessment and Evaluation, College Park, MD.
- Bean, G. J. a Bowen, N. K. (2021). Item Response Theory and Confirmatory Factor Analysis: Complementary Approaches for Scale Development. Journal of Evidence-Based Social Work, 18(6), 597-618. https://doi.org/10.1080/26408066.2021.1906813
Go to original source... - Buchholz, J. a Hartig, J. (2020). Measurement Invariance Testing in Questionnaires: A Comparison of Three Multigroup-CFA and IRT-based Approaches. Psychological Test and Assessment Modeling, 62(1), 29-53.
- Bujacz, A., Vittersø, J., Huta, V. a Kaczmarek, L. D. (2014). Measuring Hedonia and Eudaimonia as Motives for Activities: Cross-national Investigation through Traditional and Bayesian Structural Equation Modeling. Frontiers in Psychology, 5. https://doi.org/10.3389/fpsyg.2014.00984
Go to original source... - Caycho-Rodríguez, T., Neto, J., Tomás, J. M., Valencia, P. D., Ventura-León, J., Neto, F. … Vilca, L. W. (2020). Psychometric Properties of the Satisfaction with Job Life Scale in Portuguese Workers: A Systematic Study Based on the IRT and CFA Modeling. Heliyon, 6(6), e03881. https://doi.org/10.1016/j.heliyon.2020.e03881
Go to original source... - Cieciuch, J., Davidov, E., Algesheimer, R. a Schmidt, P. (2018). Testing for Approximate Measurement Invariance of Human Values in the European Social Survey. Sociological Methods & Research, 47(4), 665-686. https://doi.org/10.1177/0049124117701478
Go to original source... - Clench-Aas, J., Nes, R. B., Dalgard, O. S. a Aarø, L. E. (2011). Dimensionality and Measurement Invariance in the Satisfaction with Life Scale in Norway. Quality of Life Research, 20(8), 1307-1317. https://doi.org/10.1007/s11136-011-9859-x
Go to original source... - Davidov, E., Cieciuch, J. a Schmidt, P. (2018). The Cross-Country Measurement Comparability in the Immigration Module of the European Social Survey 2014-15. Survey Research Methods, 12(1), 15-27. https://doi.org/10.18148/SRM/2018.V12I1.7212
Go to original source... - Davidov, E., Meuleman, B., Cieciuch, J., Schmidt, P. a Billiet, J. (2014). Measurement Equivalence in Cross-National Research. Annual Review of Sociology, 40(1), 55-75. https://doi.org/10.1146/annurev-soc-071913-043137
Go to original source... - Davidov, E., Schmidt, P., Billiet, J. a Meuleman, B. (eds.). (2018). Cross-cultural Analysis: Methods and Applications (2. vyd.). Routledge. https://doi.org/10.4324/9781315537078
Go to original source... - De Ayala, R. J. (2009). The Theory and Practice of Item Response Theory. Guilford Press.
- De Jong, M. G., Steenkamp, J.-B. E. M., Fox, J.-P. a Baumgartner, H. (2008). Using Item Response Theory to Measure Extreme Response Style in Marketing Research: A Global Investigation. Journal of Marketing Research, 45(1), 104-115. https://doi.org/10.1509/jmkr.45.1.104
Go to original source... - DeMars, Ch. (2010). Item Response Theory. Oxford University Press. https://doi.org/10.1093/acprof:oso/9780195377033.001.0001
Go to original source... - Diener, E., Emmons, R. A., Larsen, R. J. a Griffin, S. (1985). The Satisfaction With Life Scale. Journal of Personality Assessment, 49(1), 71-75. https://doi.org/10.1207/s15327752jpa4901_13
Go to original source... - Dolan, P. a Metcalfe, R. (2012). Measuring Subjective Wellbeing: Recommendations on Measures for Use by National Governments. Journal of Social Policy, 41(2), 409-427. https://doi.org/10.1017/S0047279411000833
Go to original source... - Dolan, P. a White, M. P. (2007). How Can Measures of Subjective Well-Being Be Used to Inform Public Policy? Perspectives on Psychological Science, 2(1), 71-85. https://doi.org/ 10.1111/j.1745-6916.2007.00030.x
Go to original source... - Emerson, S. D., Guhn, M. a Gadermann, A. M. (2017). Measurement Invariance of the Satisfaction with Life Scale: Reviewing Three Decades of Research. Quality of Life Research, 26(9), 2251-2264. https://doi.org/10.1007/s11136-017-1552-2
Go to original source... - Garcia, D., Nima, A. A., Kazemitabar, M., Amato, C., Lucchese, F., Mihailovic, M. a Kijima, N. (2021). Psychometric Properties of the Swedish Version of the Satisfaction with Life Scale in a Sample of Individuals with Mental Illness. PeerJ, 9. https://doi.org/10.7717/peerj.11432
Go to original source... - Glaesmer, H., Grande, G., Braehler, E. a Roth, M. (2011). The German Version of the Satisfaction With Life Scale (SWLS): Psychometric Properties, Validity, and Population-Based Norms. European Journal of Psychological Assessment, 27(2), 127-132. https://doi.org/10.1027/1015-5759/a000058
Go to original source... - Hultell, D. a Gustavsson, J. P. (2008). A Psychometric Evaluation of the Satisfaction with Life Scale in a Swedish Nationwide Sample of University Students. Personality and Individual Differences, 44(5), 1070-1079. https://doi.org/10.1016/j.paid.2007.10.030
Go to original source... - Huppert, F. A., Marks, N., Clark, A., Siegrist, J., Stutzer, A., Vittersø, J. a Wahrendorf, M. (2009). Measuring Well-Being Across Europe: Description of the ESS Well-Being Module and Preliminary Findings. Social Indicators Research, 91(3), 301-315. https://doi.org/10.1007/s11205-008-9346-0
Go to original source... - Chen, F. F. (2007). Sensitivity of Goodness of Fit Indexes to Lack of Measurement Invariance. Structural Equation Modeling: A Multidisciplinary Journal, 14(3), 464-504. https://doi.org/10.1080/10705510701301834
Go to original source... - Jang, S., Kim, E. S., Cao, Ch., Allen, T. D., Cooper, C. L., Lapierre, L. M. … Woo, J.-M. (2017). Measurement Invariance of the Satisfaction With Life Scale Across 26 Countries. Journal of Cross-Cultural Psychology, 48(4), 560-576. https://doi.org/10.1177/0022022117697844
Go to original source... - Jöreskog, K. G. (1969). A General Approach to Confirmatory Maximum Likelihood Factor Analysis. Psychometrika, 34(2), 183-202. https://doi.org/10.1007/BF02289343
Go to original source... - Jovanović, V. (2017). Measurement Invariance of the Serbian Version of the Satisfaction With Life Scale Across Age, Gender, and Time. European Journal of Psychological Assessment, 35(4), 555-563. https://doi.org/10.1027/1015-5759/a000410
Go to original source... - Keyes, C. L. M., Shmotkin, D. a Ryff, C. D. (2002). Optimizing Well-Being: The Empirical Encounter of Two Traditions. Journal of Personality and Social Psychology, 82(6), 1007-1022. https://doi.org/10.1037/0022-3514.82.6.1007
Go to original source... - Kim, E. S., Cao, Ch., Wang, Y. a Nguyen, D. T. (2017). Measurement Invariance Testing with Many Groups: A Comparison of Five Approaches. Structural Equation Modeling: A Multidisciplinary Journal, 24(4), 524-544. https://doi.org/10.1080/10705511.2017.1304822
Go to original source... - Kim, E. S. a Yoon, M. (2011). Testing Measurement Invariance: A Comparison of Multiple-group Categorical CFA and IRT. Structural Equation Modeling, 18(2), 212-228. https://doi.org/10.1080/10705511.2011.557337
Go to original source... - Kline, R. B. (2005). Principles and Practice of Structural Equation Modeling (2. vyd.). The Guilford Press.
- Lee, S. Y. (2007). Structural Equation Modeling: A Bayesian Approach. Wiley. https://doi.org/10.1002/9780470024737
Go to original source... - Lewis, C. A., Shevlin, M. E., Smékal, V. a Dorahy, M. J. (1999). Factor Structure and Reliability of a Czech Translation of the Satisfaction with Life Scale among Czech University Students. Studia Psychologica, 41(3), 239-244.
- Lucas, R. E., Diener, E. a Suh, E. (1996). Discriminant Validity of Well-Being Measures. Journal of Personality and Social Psychology, 71(3), 616-628. https://doi.org/10.1037/0022-3514.71.3.616
Go to original source... - MacCallum, R. C., Wegener, D. T., Uchino, B. N. a Fabrigar, L. R. (1993). The Problem of Equivalent Models in Applications of Covariance Structure Analysis. Psychological Bulletin, 114(1), 185-199. https://doi.org/10.1037/0033-2909.114.1.185
Go to original source... - Margolis, S., Schwitzgebel, E., Ozer, D. J. a Lyubomirsky, S. (2019). A New Measure of Life Satisfaction: The Riverside Life Satisfaction Scale. Journal of Personality Assessment, 101(6), 621-630. https://doi.org/10.1080/00223891.2018.1464457
Go to original source... - Meredith, W. (1993). Measurement Invariance, Factor Analysis and Factorial Invariance. Psychometrika, 58(4), 525-543. https://doi.org/10.1007/BF02294825
Go to original source... - Muthén, B. a Asparouhov, T. (2012). Bayesian Structural Equation Modeling: A More Flexible Representation of Substantive Theory. Psychological Methods, 17(3), 313-235. https://doi.org/10.1037/a0026802
Go to original source... - Navrátil, M. a Lewis, Ch. A. (2006). Temporal Stability of the Czech Translation of the Satisfaction with Life Scale: Test-Retest Data over One Week. Psychological Reports, 98(3), 918-920. https://doi.org/10.2466/pr0.98.3.918-920
Go to original source... - Nima, A. A., Cloninger, K. M., Persson, B. N., Sikström, S. a Garcia, D. (2020). Validation of Subjective Well-Being Measures Using Item Response Theory. Frontiers in Psychology, 10, 3036. https://doi.org/10.3389/fpsyg.2019.03036
Go to original source... - O'Connor, B. P., Crawford, M. R. a Holder, M. D. (2015). An Item Response Theory Analysis of the Subjective Happiness Scale. Social Indicators Research, 124(1), 249-258. https://doi.org/10.1007/s11205-014-0773-9
Go to original source... - Oishi, S. (2006). The Concept of Life Satisfaction across Cultures: An IRT Analysis. Journal of Research in Personality, 40(4), 411-423. https://doi.org/10.1016/j.jrp.2005.02.002
Go to original source... - Pavot, W. a Diener, E. (1993). Review of the Satisfaction With Life Scale. Psychological Assessment, 5(2), 164-172. https://doi.org/10.1037/1040-3590.5.2.164
Go to original source... - Pavot, W. a Diener, E. (2008). The Satisfaction With Life Scale and the Emerging Construct of Life Satisfaction. The Journal of Positive Psychology, 3(2), 137-152. https://doi.org/10.1080/17439760701756946
Go to original source... - Pavot, W., Diener, E., Colvin, C. R. a Sandvik, E. (1991). Further Validation of the Satisfaction With Life Scale: Evidence for the Cross-Method Convergence of Well-Being Measures. Journal of Personality Assessment, 57(1), 149-161. https://doi.org/10.1207/s15327752jpa5701_17
Go to original source... - Pavot, W., Diener, E. a Suh, E. (1998). The Temporal Satisfaction With Life Scale. Journal of Personality Assessment, 70(2), 340-354. https://doi.org/10.1207/s15327752jpa7002_11
Go to original source... - Pokropek, A., Schmidt, P. a Davidov, E. (2020). Choosing Priors in Bayesian Measurement Invariance Modeling: A Monte Carlo Simulation Study. Structural Equation Modeling: A Multidisciplinary Journal, 27(5), 1-15. https://doi.org/10.1080/10705511.2019.1703708
Go to original source... - Raudenská, P. (2020). The Cross-Country and Cross-Time Measurement Invariance of Positive and Negative Affect Scales: Evidence from European Social Survey. Social Science Research, 86, 102369. https://doi.org/10.1016/j.ssresearch.2019.102369
Go to original source... - Raudenská, P. a Hanzlová, R. (2021). Nový přístup v testování ekvivalence na příkladu měření subjektivního blahobytu. Sociální studia / Social Studies, 18(1), 53-72. https://doi.org/10.5817/SOC2021-1-53
Go to original source... - Rutkowski, L. a Svetina, D. (2014). Assessing the Hypothesis of Measurement Invariance in the Context of Large-Scale International Surveys. Educational and Psychological Measurement, 74(1), 31-57. https://doi.org/10.1177/0013164413498257
Go to original source... - Rutkowski, L. a Svetina, D. (2017). Measurement Invariance in International Surveys: Categorical Indicators and Fit Measure Performance. Applied Measurement in Education, 30(1), 39-51. https://doi.org/10.1080/08957347.2016.1243540
Go to original source... - Samejima, F. (1969). Estimation of Latent Ability Using a Response Pattern of Graded Scores. Psychometrika, 34(4), 1-97. https://doi.org/10.1007/BF03372160
Go to original source... - Seddig, D. a Leitgöb, H. (2018). Approximate Measurement Invariance and Longitudinal Confirmatory Factor Analysis: Concept and Application with Panel Data. Survey Research Methods, 12(1), 29-41. https://doi.org/10.18148/srm/2018.v12i1.7210
Go to original source... - Schwarz, N. (1987). Stimmung als Information Untersuchungen zum Einfluß von Stimmungen auf die Bewertung des eigenen Lebens. Springer Verlag.
- Schwarz, N. a Clore, G. L. (1983). Mood, Misattribution, and Judgments of Well-Being: Informative and Directive Functions of Affective States. Journal of Personality and Social Psychology, 45(3), 513-523. https://doi.org/10.1037/0022-3514.45.3.513
Go to original source... - Schwarz, N. a Strack, F. (1991). Evaluating One's Life: A Judgment Model of Subjective Wellbeing. In F. Strack, M. Argyle a N. Schwarz (eds.), Subjective Well-Being: An Interdisciplinary Perspective (s. 27-48). Pergamon Press.
- Slocum-Gori, S. L., Zumbo, B. D., Michalos, A. C. a Diener, E. (2009). A Note on the Dimensionality of Quality of Life Scales: An Illustration with the Satisfaction with Life Scale (SWLS). Social Indicators Research, 92(3), 489-496. https://doi.org/10.1007/s11205-008-9303-y
Go to original source... - Steenkamp, J.-B. E. M. a Baumgartner, H. (1998). Assessing Measurement Invariance in Cross-National Consumer Research. Journal of Consumer Research, 25(1), 78-107. https://doi.org/10.1086/209528
Go to original source... - Steinmetz, H. (2018). Estimation and Comparison of Latent Means Across Cultures. In E. Davidov, P. Schmidt, J. Billiet, B. Meuleman (eds.). Cross-Cultural Analysis: Methods and Applications (s. 95-126). Routledge. https://doi.org/10.4324/9781315537078-4
Go to original source... - Van de Schoot, R., Kluytmans, A., Tummers, L., Lugtig, P., Hox, J. a Muthén, B. (2013). Facing off with Scylla and Charybdis: A Comparison of Scalar, Partial, and the Novel Possibility of Approximate Measurement Invariance. Frontiers in Psychology, 4. https://doi.org/10.3389/fpsyg.2013.00770
Go to original source... - Vandenberg, R. J. a Lance, Ch. E. (2000). A Review and Synthesis of the Measurement Invariance Literature: Suggestions, Practices, and Recommendations for Organizational Research. Organizational Research Methods, 3(1), 4-70. https://doi.org/10.1177/109442810031002
Go to original source... - Vassar, M. (2007). A Note on the Score Reliability for the Satisfaction With Life Scale: An RG Study. Social Indicators Research, 86(1), 47-57. https://doi.org/10.1007/s11205-007-9113-7
Go to original source... - Vittersø, J., Biswas-Diener, R. a Diener, E. (2005). The Divergent Meanings of Life Satisfaction: Item Response Modeling of the Satisfaction with Life Scale in Greenland and Norway. Social Indicators Research, 74(2), 327-348. https://doi.org/10.1007/s11205-004-4644-7
Go to original source... - West, S. G., Taylor, A. B. a Wu, W. (2012). Model Fit and Model Selection in Structural Equation Modeling. In R. H. Hoyle (ed.). Handbook of Structural Equation Modeling (s. 209-231). The Guilford Press.
- Winter, S. D. a Depaoli, S. (2020). An Illustration of Bayesian Approximate Measurement Invariance with Longitudinal Data and a Small Sample Size. International Journal of Behavioral Development, 44(4), 371-382. https://doi.org/.1177/0165025419880610
Go to original source... - Yuan, T., Honglei, Z., Xiao, X., Ge, W. a Xianting, C. (2021). Measuring Perceived Risk in Sharing Economy: A Classical Test Theory and Item Response Theory Approach. International Journal of Hospitality Management, 96, 102980. https://doi.org/10.1016/j.ijhm.2021.102980
Go to original source... - Zercher, F., Schmidt, P., Cieciuch, J. a Davidov, E. (2015). The Comparability of the Universalism Value over Time and Across Countries in the European Social Survey: Exact vs. Approximate Measurement Invariance. Frontiers in Psychology, 6. https://doi.org/10.3389/fpsyg.2015.00733
Go to original source...
This is an open access article distributed under the terms of the Creative Commons Attribution-NonCommercial 4.0 International License (CC BY-NC 4.0), which permits non-comercial use, distribution, and reproduction in any medium, provided the original publication is properly cited. No use, distribution or reproduction is permitted which does not comply with these terms.


ORCID...