Positive vs. Negative Wording: PCA of residuals

Alternation of positively and negatively worded questions on attitude surveys is frequently employed to combat response sets in the respondents. The ratings on negatively worded items are reversed so that a total positively-oriented score is obtained.

But is negative the opposite of positive? This was central to an investigation of the relationships between therapists and their mentally-ill clients. A survey instrument of 83 items was constructed based on phrases clients use in talking about their relationships with their therapists. 33 items probed negative interactions and 50 probed positive interactions. Negatively worded items were reverse scored.

Rasch analysis of the responses of 211 clients to the survey produced an item hierarchy which confirmed the expectation that it is generally easier not to say negative things about a therapist than to say positive things. Principal Components Analysis (PCA) factor analysis of residuals, however, displays more. [Winsteps Table 23]

In the Figure, the x-axis corresponds to the variable. The negatively worded items, N, are relatively easy to deny, and so are to the left. The positively worded items, P, are harder to affirm. According to Rasch model specifications, residuals from the observations, after removing that part explained by the measures, should comprise random noise. Principal components analysis of those residuals across items, however, shows a clear pattern in the loadings. The first factor (explaining 13% of the variance) is the y-axis in the Figure. Positive and negative items are stratified.

The connection between positively and negatively worded items is not merely the unidimensional variable of a "more" and "less" constructive professional relationship (the x-axis). The y-axis indicates that the personal relationship between therapist and client skews the responses. Thus negative and positive items probe similar, but distinct, aspects of the therapeutic situation. To ignore this might be to overlook the critical element in successful therapy.

Jane Yamaguchi
School of Social Service Administration
University of Chicago

Positive vs. Negative Wording. Yamaguchi J. … Rasch Measurement Transactions, 1997, 11:2 p. 567.

Rasch Books and Publications
Invariant Measurement: Using Rasch Models in the Social, Behavioral, and Health Sciences, 2nd Edn. George Engelhard, Jr. & Jue Wang	Applying the Rasch Model (Winsteps, Facets) 4th Ed., Bond, Yan, Heene	Advances in Rasch Analyses in the Human Sciences (Winsteps, Facets) 1st Ed., Boone, Staver	Advances in Applications of Rasch Measurement in Science Education, X. Liu & W. J. Boone	Rasch Analysis in the Human Sciences (Winsteps) Boone, Staver, Yale
Introduction to Many-Facet Rasch Measurement (Facets), Thomas Eckes	Statistical Analyses for Language Testers (Facets), Rita Green	Invariant Measurement with Raters and Rating Scales: Rasch Models for Rater-Mediated Assessments (Facets), George Engelhard, Jr. & Stefanie Wind	Aplicação do Modelo de Rasch (Português), de Bond, Trevor G., Fox, Christine M	Appliquer le modèle de Rasch: Défis et pistes de solution (Winsteps) E. Dionne, S. Béland
Exploring Rating Scale Functioning for Survey Research (R, Facets), Stefanie Wind	Rasch Measurement: Applications, Khine	Winsteps Tutorials - free Facets Tutorials - free	Many-Facet Rasch Measurement (Facets) - free, J.M. Linacre	Fairness, Justice and Language Assessment (Winsteps, Facets), McNamara, Knoch, Fan
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Rasch Measurement Transactions & Rasch Measurement research papers - free	An Introduction to the Rasch Model with Examples in R (eRm, etc.), Debelak, Strobl, Zeigenfuse	Rasch Measurement Theory Analysis in R, Wind, Hua	Applying the Rasch Model in Social Sciences Using R, Lamprianou	El modelo métrico de Rasch: Fundamentación, implementación e interpretación de la medida en ciencias sociales (Spanish Edition), Manuel González-Montesinos M.
Rasch Models: Foundations, Recent Developments, and Applications, Fischer & Molenaar	Probabilistic Models for Some Intelligence and Attainment Tests, Georg Rasch	Rasch Models for Measurement, David Andrich	Constructing Measures, Mark Wilson	Best Test Design - free, Wright & Stone Rating Scale Analysis - free, Wright & Masters
Virtual Standard Setting: Setting Cut Scores, Charalambos Kollias	Diseño de Mejores Pruebas - free, Spanish Best Test Design	A Course in Rasch Measurement Theory, Andrich, Marais	Rasch Models in Health, Christensen, Kreiner, Mesba	Multivariate and Mixture Distribution Rasch Models, von Davier, Carstensen

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