A paired comparison approach for the analysis of sets of Likert-scale responses

被引:68
作者
Dittrich, Regina
Francis, Brian
Hatzinger, Reinhold
Katzenbeisser, Walter
机构
[1] Vienna Univ Econ, Dept Math & Stat, A-1090 Vienna, Austria
[2] Univ Lancaster, Lancaster LA1 4YW, England
基金
英国经济与社会研究理事会;
关键词
paired comparisons; Bradley-Terry model; response patterns; log-linear model; generalized linear model; GLIM; R Likert scale;
D O I
10.1177/1471082X0600700102
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
This paper provides an alternative methodology for the analysis of a set of Likert responses measured on a common attitudinal scale when the primary focus of interest is on the relative importance of items in the set. The method makes fewer assumptions about the distribution of the responses than the more usual approaches such as comparisons of means, MANOVA or ordinal data methods. The approach transforms the Likert responses into paired comparison responses between the items. The complete multivariate pattern of responses thus produced can be analyzed by an appropriately reformulated paired comparison model. The dependency structure between item responses can also be modelled flexibly. The advantage of this approach is that sets of Likert responses can be analyzed simultaneously within the Generalized Linear Model framework, providing standard likelihood-based inference for model selection. This method is applied to a recent international survey on the importance of environmental problems.
引用
收藏
页码:3 / 28
页数:26
相关论文
共 40 条
[1]   Motivation for participation in clinical trials of drugs for the treatment of asthma, seasonal allergic rhinitis, and perennial nonallergic rhinitis [J].
Aby, JS ;
Pheley, AM ;
Steinberg, P .
ANNALS OF ALLERGY ASTHMA & IMMUNOLOGY, 1996, 76 (04) :348-354
[2]  
AGRESTI A, 1992, APPL STAT-J ROY ST C, V41, P287
[3]   A hyperbolic cosine latent trait model for unfolding polytomous responses: Reconciling Thurstone and Likert methodologies [J].
Andrich, D .
BRITISH JOURNAL OF MATHEMATICAL & STATISTICAL PSYCHOLOGY, 1996, 49 :347-365
[4]  
[Anonymous], 2011, Categorical data analysis
[5]  
[Anonymous], J SOCIOECONOMICS
[6]  
[Anonymous], APPL STAT
[7]  
BARDLEY RA, 1952, BIOMETRIKA, V39, P324
[8]   Modeling within-subject dependencies in ordinal paired comparison data [J].
Bockenholt, U ;
Dillon, WR .
PSYCHOMETRIKA, 1997, 62 (03) :411-434
[9]   Comparative judgments as an alternative to ratings:: Identifying the scale origin [J].
Böckenholt, U .
PSYCHOLOGICAL METHODS, 2004, 9 (04) :453-465
[10]   FACTOR AND IDEAL POINT ANALYSIS FOR INTERPERSONALLY INCOMPARABLE DATA [J].
BRADY, HE .
PSYCHOMETRIKA, 1989, 54 (02) :181-202