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Published in: Quality of Life Research 6/2017

Open Access 01-06-2017

Longitudinal measurement invariance of the Dutch Outcome Questionnaire-45 in a clinical sample

Authors: Ruslan Jabrayilov, Wilco H. M. Emons, Kim de Jong, Klaas Sijtsma

Published in: Quality of Life Research | Issue 6/2017

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Abstract

Purpose

In the absence of measurement invariance across measurement occasions, change scores based on pretest–posttest measurements may be inaccurate representations of real change on the latent variable. In this study, we examined whether measurement invariance held in the Dutch version of Outcome Questionnaire-45 (OQ-45).

Method

Using secondary data analysis of a sample of N = 540 Dutch outpatients, we tested the stability of the factorial structure (gamma change) and the metric and scalar invariance (beta change) across pretest and posttest measurements using a combination of factor analysis and item response theory methodology.

Results

Results revealed a stable factorial structure from pretest to posttest and minor violations of metric invariance for two items in the Dutch OQ-45.

Conclusion

Even though for two items the assumption of invariance was violated, results suggest that the effects of these violations on practical change assessment using the OQ-45 were negligible.
Literature
1.
go back to reference Millsap, R. (2010). Testing measurement invariance using item response theory in longitudinal data: An introduction. Child Development Perspectives, 4, 5–9.CrossRef Millsap, R. (2010). Testing measurement invariance using item response theory in longitudinal data: An introduction. Child Development Perspectives, 4, 5–9.CrossRef
2.
go back to reference Schmitt, N. (1982). The use of analysis of covariance structures to assess beta and gamma change. Multivariate Behavioral Research, 17, 343–358.CrossRefPubMed Schmitt, N. (1982). The use of analysis of covariance structures to assess beta and gamma change. Multivariate Behavioral Research, 17, 343–358.CrossRefPubMed
3.
go back to reference Alvares, K. M., & Hulin, C. L. (1972). Two explanations of temporal changes in ability-skill relationships: A literature review and theoretical analysis. Human Factors, 14, 295–308.CrossRef Alvares, K. M., & Hulin, C. L. (1972). Two explanations of temporal changes in ability-skill relationships: A literature review and theoretical analysis. Human Factors, 14, 295–308.CrossRef
4.
go back to reference Henry, R. A., & Hulin, C. L. (1987). Stability of skilled performance across time: Some generalizations and limitations on utilities. Journal of Applied Psychology, 72, 457–462.CrossRef Henry, R. A., & Hulin, C. L. (1987). Stability of skilled performance across time: Some generalizations and limitations on utilities. Journal of Applied Psychology, 72, 457–462.CrossRef
5.
go back to reference Golembiewski, R. T., Billingsley, K., & Yeager, S. (1976). Measuring change and persistence in human affairs: Types of change generated by OD designs. Journal of Applied Behavioral Science, 12, 133–157.CrossRef Golembiewski, R. T., Billingsley, K., & Yeager, S. (1976). Measuring change and persistence in human affairs: Types of change generated by OD designs. Journal of Applied Behavioral Science, 12, 133–157.CrossRef
6.
go back to reference Vandenberg, R. J., & Lance, C. E. (2000). A review and synthesis of the measurement invariance literature: Suggestions, practices, recommendations for organizational research. Organizational Research Methods, 3, 4–70.CrossRef Vandenberg, R. J., & Lance, C. E. (2000). A review and synthesis of the measurement invariance literature: Suggestions, practices, recommendations for organizational research. Organizational Research Methods, 3, 4–70.CrossRef
7.
go back to reference Howard, G. S., Ralph, K. M., Gulanick, N. A., Maxwell, S. E., Nance, S. W., & Gerber, S. K. (1979). Internal invalidity in pre-test-posttest self-report evaluations and a re-evaluation of retrospective pre-tests. Applied Psychological Measurement, 3, 1–23.CrossRef Howard, G. S., Ralph, K. M., Gulanick, N. A., Maxwell, S. E., Nance, S. W., & Gerber, S. K. (1979). Internal invalidity in pre-test-posttest self-report evaluations and a re-evaluation of retrospective pre-tests. Applied Psychological Measurement, 3, 1–23.CrossRef
8.
go back to reference Schwartz, C., Bode, R., Repucci, N., Becker, J., Sprangers, M., & Fayers, P. (2006). The clinical significance of adaptation to changing health: A meta-analysis of response shift. Quality of Life Research, 15, 1533–1550.CrossRefPubMed Schwartz, C., Bode, R., Repucci, N., Becker, J., Sprangers, M., & Fayers, P. (2006). The clinical significance of adaptation to changing health: A meta-analysis of response shift. Quality of Life Research, 15, 1533–1550.CrossRefPubMed
9.
go back to reference Nieuwkerk, P. T., Tollenaar, M. S., Oort, F. J., & Sprangers, M. A. G. (2007). Are retrospective measures of change in quality of life more valid than prospective measures? Medical Care, 45, 199–205.CrossRefPubMed Nieuwkerk, P. T., Tollenaar, M. S., Oort, F. J., & Sprangers, M. A. G. (2007). Are retrospective measures of change in quality of life more valid than prospective measures? Medical Care, 45, 199–205.CrossRefPubMed
10.
go back to reference Lambert, M. J., Hansen, N. B., Umphress, V., Lunnen, K., Okiishi, J., Burlingame, G., & Reisinger, C. W. (1996). Administration and scoring manual for the Outcome Questionnaire (OQ45.2). Wilmington, DE: American Professional Credentialing Services. Lambert, M. J., Hansen, N. B., Umphress, V., Lunnen, K., Okiishi, J., Burlingame, G., & Reisinger, C. W. (1996). Administration and scoring manual for the Outcome Questionnaire (OQ45.2). Wilmington, DE: American Professional Credentialing Services.
11.
go back to reference De Jong, K., Nugter, M. A., Polak, M. G., Wagenborg, J. E. A., Spinhoven, P., & Heiser, W. J. (2007). The Outcome Questionnaire (OQ-45) in a Dutch populations: A cross-cultural validation. Clinical Psychology and Psychotherapy, 14, 288–301.CrossRef De Jong, K., Nugter, M. A., Polak, M. G., Wagenborg, J. E. A., Spinhoven, P., & Heiser, W. J. (2007). The Outcome Questionnaire (OQ-45) in a Dutch populations: A cross-cultural validation. Clinical Psychology and Psychotherapy, 14, 288–301.CrossRef
12.
go back to reference Hatfield, D. R., & Ogles, B. M. (2004). The use of outcome measures by psychologists in clinical practice. Professional Psychology—Research and Practice, 35, 485–491.CrossRef Hatfield, D. R., & Ogles, B. M. (2004). The use of outcome measures by psychologists in clinical practice. Professional Psychology—Research and Practice, 35, 485–491.CrossRef
13.
go back to reference De Jong, K., Van Sluis, P., Nugter, M. A., Heiser, W. J., & Spinhoven, P. (2012). Understanding the differential impact on outcome monitoring: Therapist variables that moderate feedback effects in a randomized clinical trial. Psychotherapy Research, 22, 464–474.CrossRefPubMed De Jong, K., Van Sluis, P., Nugter, M. A., Heiser, W. J., & Spinhoven, P. (2012). Understanding the differential impact on outcome monitoring: Therapist variables that moderate feedback effects in a randomized clinical trial. Psychotherapy Research, 22, 464–474.CrossRefPubMed
14.
go back to reference Beretvas, S. N., & Kearney, L. K. (2003). A shortened form of the Outcome Questionnaire: A validation of scores across groups (A research report of the Research Consortium of Counseling and Psychological Services for Higher Education). Austin, TX: University of Texas at Austin, Counseling and Mental Health Center. Beretvas, S. N., & Kearney, L. K. (2003). A shortened form of the Outcome Questionnaire: A validation of scores across groups (A research report of the Research Consortium of Counseling and Psychological Services for Higher Education). Austin, TX: University of Texas at Austin, Counseling and Mental Health Center.
15.
go back to reference Chapman, J. E. (2003). Reliability and validity of the progress questionnaire: An adaptation of the Outcome Questionnaire. Philadelphia, PA: Drexel University. Chapman, J. E. (2003). Reliability and validity of the progress questionnaire: An adaptation of the Outcome Questionnaire. Philadelphia, PA: Drexel University.
16.
go back to reference Kim, S.-H., Beretvas, N., & Sherry, A. R. (2010). A validation of the factor structure of OQ-45 scores using factor mixture modeling. Measurement and Evaluation in Counseling and Development, 42, 275–295.CrossRef Kim, S.-H., Beretvas, N., & Sherry, A. R. (2010). A validation of the factor structure of OQ-45 scores using factor mixture modeling. Measurement and Evaluation in Counseling and Development, 42, 275–295.CrossRef
17.
go back to reference Mueller, R. M., Lambert, M. J., & Burlingame, G. M. (1998). Construct validity of the outcome questionnaire: A confirmatory factor analysis. Journal of Personality Assessment, 70, 248–262.CrossRef Mueller, R. M., Lambert, M. J., & Burlingame, G. M. (1998). Construct validity of the outcome questionnaire: A confirmatory factor analysis. Journal of Personality Assessment, 70, 248–262.CrossRef
18.
go back to reference Conijn, J. M., Emons, W. H. M., De Jong, K., & Sijtsma, K. (2015). Detecting and explaining aberrant responding to the Outcome Questionnaire–45. Assessment, 22, 513–524.CrossRefPubMed Conijn, J. M., Emons, W. H. M., De Jong, K., & Sijtsma, K. (2015). Detecting and explaining aberrant responding to the Outcome Questionnaire–45. Assessment, 22, 513–524.CrossRefPubMed
19.
go back to reference Meade, A. W., Lautenschlager, G. J., & Hecht, J. E. (2005). Establishing measurement equivalence and invariance in longitudinal data with item response theory. International Journal of Testing, 5, 279–300.CrossRef Meade, A. W., Lautenschlager, G. J., & Hecht, J. E. (2005). Establishing measurement equivalence and invariance in longitudinal data with item response theory. International Journal of Testing, 5, 279–300.CrossRef
20.
go back to reference Oort, F. J. (2005). Using structural equation modeling to detect response shifts and true change. Quality of Life Research, 14, 587–598.CrossRefPubMed Oort, F. J. (2005). Using structural equation modeling to detect response shifts and true change. Quality of Life Research, 14, 587–598.CrossRefPubMed
21.
go back to reference Schaubroeck, J., & Green, S. G. (1989). Confirmatory factor analytic procedures for assessing change during organizational entry. Journal of Applied Psychology, 74, 892–900.CrossRef Schaubroeck, J., & Green, S. G. (1989). Confirmatory factor analytic procedures for assessing change during organizational entry. Journal of Applied Psychology, 74, 892–900.CrossRef
22.
go back to reference Widaman, K. F., Ferrer, E., & Conger, R. D. (2010). Factorial invariance within longitudinal structural equation models: Measuring the same construct across time. Child Development Perspectives, 4, 10–18.CrossRefPubMedPubMedCentral Widaman, K. F., Ferrer, E., & Conger, R. D. (2010). Factorial invariance within longitudinal structural equation models: Measuring the same construct across time. Child Development Perspectives, 4, 10–18.CrossRefPubMedPubMedCentral
23.
go back to reference Muthén, L. K., & Muthén, B. O. (1998–2011). Mplus User’s Guide. Sixth Edition. Los Angeles, CA: Muthén & Muthén. Muthén, L. K., & Muthén, B. O. (1998–2011). Mplus User’s Guide. Sixth Edition. Los Angeles, CA: Muthén & Muthén.
24.
go back to reference Gorsuch, R. L. (1997). Exploratory factor analysis: Its role in item analysis. Journal of Personality Assessment, 68, 532–560.CrossRefPubMed Gorsuch, R. L. (1997). Exploratory factor analysis: Its role in item analysis. Journal of Personality Assessment, 68, 532–560.CrossRefPubMed
25.
go back to reference Van der Linden, W. J. (2017). Handbook of modern item response theory (vol. 1). Boca Raton, FL: Chapman and Hall/CRC. Van der Linden, W. J. (2017). Handbook of modern item response theory (vol. 1). Boca Raton, FL: Chapman and Hall/CRC.
26.
go back to reference Samejima, F. (1969). Estimation of latent ability using a response pattern of graded scores. Psychometrika Monograph, 17. Samejima, F. (1969). Estimation of latent ability using a response pattern of graded scores. Psychometrika Monograph, 17.
27.
go back to reference Morizot, J., Ainsworth, A. T., & Reise, S. P. (2007). Toward modern psychometrics: Application of item response theory models in personality research. In R. W. Robins, R. C. Fraley & R. F. Krueger (Eds.), Handbook of Research Methods in Personality Psychology (pp. 407–423). New York, NY: Guilford Press. Morizot, J., Ainsworth, A. T., & Reise, S. P. (2007). Toward modern psychometrics: Application of item response theory models in personality research. In R. W. Robins, R. C. Fraley & R. F. Krueger (Eds.), Handbook of Research Methods in Personality Psychology (pp. 407–423). New York, NY: Guilford Press.
28.
go back to reference Lindgren, W. (1993). Statistical Theory (4th edn.). New York, NY: Chapman & Hall. Lindgren, W. (1993). Statistical Theory (4th edn.). New York, NY: Chapman & Hall.
29.
go back to reference Houts, C. R., & Cai, L. (2013). flexMIRTR user’s manual version 2: Flexible multilevel multidimensional item analysis and test scoring. Chapel Hill, NC: Vector Psychometric Group. Houts, C. R., & Cai, L. (2013). flexMIRTR user’s manual version 2: Flexible multilevel multidimensional item analysis and test scoring. Chapel Hill, NC: Vector Psychometric Group.
30.
go back to reference Reckace, M. D. (2009). Multidimensional item response theory. New York, NY: Springer.CrossRef Reckace, M. D. (2009). Multidimensional item response theory. New York, NY: Springer.CrossRef
31.
go back to reference Forero, C. G., Maydeu-Olivares, A., & Gallardo-Pujol, D. (2009). Factor analysis with ordinal indicators: A Monte Carlo study comparing DWLS and ULS estimation. Structural Equation Modeling, 16, 625–641.CrossRef Forero, C. G., Maydeu-Olivares, A., & Gallardo-Pujol, D. (2009). Factor analysis with ordinal indicators: A Monte Carlo study comparing DWLS and ULS estimation. Structural Equation Modeling, 16, 625–641.CrossRef
32.
go back to reference Taris, T. W., Bok, I. A., & Meijer, Z. Y. (1998). Assessing stability and change of psychometric properties of multi-item concepts across different situations: A general approach. Journal of Psychology, 132, 301–316.CrossRef Taris, T. W., Bok, I. A., & Meijer, Z. Y. (1998). Assessing stability and change of psychometric properties of multi-item concepts across different situations: A general approach. Journal of Psychology, 132, 301–316.CrossRef
33.
go back to reference Lambert, M. J., Morton, J. J., Hatfield, D. R., Harmon, C., Hamilton, S., Shimokawa, K., et al. (2004). Administration and scoring manual for the OQ-45.2 (Outcome Questionnaire) (3rd ed.). Wilmington, DE: American Professional Credentialing Services LLC. Lambert, M. J., Morton, J. J., Hatfield, D. R., Harmon, C., Hamilton, S., Shimokawa, K., et al. (2004). Administration and scoring manual for the OQ-45.2 (Outcome Questionnaire) (3rd ed.). Wilmington, DE: American Professional Credentialing Services LLC.
35.
go back to reference Orlando-Edelen, M., Thissen, D., Teresi, J. A., Kleinman, M., & Ocepek-Welikson, K. (2006). Identification of differential item functioning using item response theory and the likelihood based model comparison approach: Applications to the Mini-Mental State Examination. Medical Care, 44, 134–142.CrossRef Orlando-Edelen, M., Thissen, D., Teresi, J. A., Kleinman, M., & Ocepek-Welikson, K. (2006). Identification of differential item functioning using item response theory and the likelihood based model comparison approach: Applications to the Mini-Mental State Examination. Medical Care, 44, 134–142.CrossRef
36.
go back to reference González-Betanzos, F., & Abad, F. J. (2012). The effects of purification and the evaluation of differential item functioning with the likelihood ratio test. Methodology, 8, 134–145.CrossRef González-Betanzos, F., & Abad, F. J. (2012). The effects of purification and the evaluation of differential item functioning with the likelihood ratio test. Methodology, 8, 134–145.CrossRef
37.
go back to reference McPhail, S., Comans, T., & Haines, T. (2010). Evidence of disagreement between patient-perceived change and conventional longitudinal evaluation of change in health-related quality of life among older adults. Clinical Rehabilitation, 24, 1036–1044.CrossRefPubMed McPhail, S., Comans, T., & Haines, T. (2010). Evidence of disagreement between patient-perceived change and conventional longitudinal evaluation of change in health-related quality of life among older adults. Clinical Rehabilitation, 24, 1036–1044.CrossRefPubMed
38.
go back to reference Jacobson, N. S., & Truax, P. (1991). Clinical significance: A statistical approach to defining meaningful change in psychotherapy and research. Journal of Consulting and Clinical Psychology, 59, 12–19.CrossRefPubMed Jacobson, N. S., & Truax, P. (1991). Clinical significance: A statistical approach to defining meaningful change in psychotherapy and research. Journal of Consulting and Clinical Psychology, 59, 12–19.CrossRefPubMed
39.
go back to reference Meijer, R., & Sijtsma, K. (2001). Methodology review: Evaluating person fit. Applied Psychological Measurement, 25, 107–135.CrossRef Meijer, R., & Sijtsma, K. (2001). Methodology review: Evaluating person fit. Applied Psychological Measurement, 25, 107–135.CrossRef
40.
go back to reference Conijn, J. M., Emons, W. H. M., Van Assen, M. A. L. M., Pedersen, S. S., & Sijtsma, K. (2013). Explanatory, multilevel person-fit analysis of response consistency on the Spielberger State-Trait Anxiety Inventory. Multivariate Behavioral Research, 48, 692–718.CrossRefPubMed Conijn, J. M., Emons, W. H. M., Van Assen, M. A. L. M., Pedersen, S. S., & Sijtsma, K. (2013). Explanatory, multilevel person-fit analysis of response consistency on the Spielberger State-Trait Anxiety Inventory. Multivariate Behavioral Research, 48, 692–718.CrossRefPubMed
Metadata
Title
Longitudinal measurement invariance of the Dutch Outcome Questionnaire-45 in a clinical sample
Authors
Ruslan Jabrayilov
Wilco H. M. Emons
Kim de Jong
Klaas Sijtsma
Publication date
01-06-2017
Publisher
Springer International Publishing
Published in
Quality of Life Research / Issue 6/2017
Print ISSN: 0962-9343
Electronic ISSN: 1573-2649
DOI
https://doi.org/10.1007/s11136-017-1500-1

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