CB-SEM latent interaction: Unconstrained and orthogonalized approaches

被引:40
作者
Cheah, Jun-Hwa [1 ]
Memon, Mumtaz Ali [2 ]
Richard, James E. [3 ]
Ting, Hiram [4 ]
Cham, Tat-Huei [5 ]
机构
[1] Univ Putra Malaysia UPM, Fac Econ & Management, Serdang, Selangor, Malaysia
[2] Natl Univ Sci & Technol, NUST Business Sch, Islamabad, Pakistan
[3] Victoria Univ Wellington, Wellington, New Zealand
[4] UCSI Univ, Fac Hospitality & Tourism Management, Kuala Lumpur, Malaysia
[5] Univ Tunku Abdul Rahman UTAR, Fac Accountancy & Management, Kajang, Selangor, Malaysia
来源
AUSTRALASIAN MARKETING JOURNAL | 2020年 / 28卷 / 04期
关键词
Latent Interaction Effects; Structural Equation Modelling; Unconstrained Approach; Orthogonalized Approach; Theory of Planned Behavior; STRUCTURAL EQUATION MODELS; PLANNED BEHAVIOR; DESTINATION IMAGE; PAST EXPERIENCE; SELF-CONCEPT; FIT INDEXES; ATTITUDE; INTENTION; TOURISM; REGRESSION;
D O I
10.1016/j.ausmj.2020.04.005
中图分类号
F [经济];
学科分类号
02 ;
摘要
Covariance Based - Structural Equation Modelling (CB-SEM) is often used to investigate moderation and latent interaction effects. This study illustrates and compares the application of constrained, uncon-strained and orthogonalized CB-SEM approaches to latent variable interaction analysis using AMOS. Although all three techniques provided similar parameter estimates, the orthogonalized approach provided reduced standard errors resulting in identifying a significant latent interaction, suggesting the orthogonalized approach may be better suited for exploratory research. The illustrated example demonstrates three CB-SEM techniques, and the simplicity of the three approaches to test for interaction effects. The three approaches can be comfortably implemented in available software programs. Guidelines and recommendations for the use of the three approaches are identified with a step-wise process of assessing the latent interaction effect in CB-SEM. As far as we are aware this is the first investigation comparing and recommending specific CB-SEM latent variable moderation analysis techniques in marketing research. (c) 2020 Australian and New Zealand Marketing Academy. Published by Elsevier Ltd. All rights reserved.
引用
收藏
页码:218 / 234
页数:17
相关论文
共 85 条
[61]   Reciprocal Effects of Self-Concept and Performance From a Multidimensional Perspective Beyond Seductive Pleasure and Unidimensional Perspectives [J].
Marsh, Herbert W. ;
Craven, Rhonda G. .
PERSPECTIVES ON PSYCHOLOGICAL SCIENCE, 2006, 1 (02) :133-163
[62]   In search of golden rules: Comment on hypothesis-testing approaches to setting cutoff values for fit indexes and dangers in overgeneralizing Hu and Bentler's (1999) findings [J].
Marsh, HW ;
Hau, KT ;
Wen, ZL .
STRUCTURAL EQUATION MODELING-A MULTIDISCIPLINARY JOURNAL, 2004, 11 (03) :320-341
[63]   Why multicollinearity matters: A reexamination of relations between self-efficacy, self-concept, and achievement [J].
Marsh, HW ;
Dowson, M ;
Pietsch, J ;
Walker, R .
JOURNAL OF EDUCATIONAL PSYCHOLOGY, 2004, 96 (03) :518-522
[64]   PAST EXPERIENCE AND FUTURE TOURISM DECISIONS [J].
MAZURSKY, D .
ANNALS OF TOURISM RESEARCH, 1989, 16 (03) :333-344
[65]  
Moher D, 2015, SYST REV-LONDON, V4, DOI [10.1371/journal.pmed.1000097, 10.1186/2046-4053-4-1, 10.1136/bmj.i4086, 10.1016/j.ijsu.2010.02.007, 10.1136/bmj.b2700, 10.1016/j.ijsu.2010.07.299, 10.1136/bmj.b2535]
[66]   The Effect of Service Climate on Perceived Service Value and Behavioral Intentions: The Mediating Role of Service Quality [J].
Mokhtaran, Mahrokh ;
Fakharyan, Meysam ;
Jalilvand, Mohammad Reza ;
Mohebi, Majid .
ASIA PACIFIC JOURNAL OF TOURISM RESEARCH, 2015, 20 (04) :472-486
[67]  
Morosan C., 2006, INFORM COMMUNICATION
[68]   Users' perceptions of two types of hotel reservation Web sites [J].
Morosan, Cristian ;
Jeong, Miyoung .
INTERNATIONAL JOURNAL OF HOSPITALITY MANAGEMENT, 2008, 27 (02) :284-292
[69]   ON USING REGRESSION-COEFFICIENTS TO INTERPRET MODERATOR EFFECTS [J].
MOSSHOLDER, KW ;
KEMERY, ER ;
BEDEIAN, AG .
EDUCATIONAL AND PSYCHOLOGICAL MEASUREMENT, 1990, 50 (02) :255-263
[70]   Use of Structural Equation Modeling in Tourism Research: Past, Present, and Future [J].
Nunkoo, Robin ;
Ramkissoon, Haywantee ;
Gursoy, Dogan .
JOURNAL OF TRAVEL RESEARCH, 2013, 52 (06) :759-771