ISSN : 1229-067X
Baron and Kenny (1986) first proposed the term mediated moderation, to explore how and why the moderation effect occurs. Most researchers believe that Baron and Kenny (1986)’s model is the only mediated moderation method for analysis. In fact, there are three types of mediated moderation models (Type I, II and III) that have each been adopted as most appropriate in various research areas of behavioral science. However, few are aware of existence of these three types and their distinctive conceptual and statistical definitions. Additionally, to date there has been no source that provides an integrated introduction of the methodological, statistical analyses to three types of mediated moderation model. It is our intention in this manuscript to provide a comprehensive, accessible framework by which researchers examining mediated moderation models can effectively choose a valid conceptual model and statistical testing procedures. We first, define each of three types of the mediated moderation model based on the differences between their conceptual and statistical models and provide examples of each. Second, we discuss how the three types were derived from a single concept of mediated moderation model via the approach of Baron and Kenny (1986). Third, we describe the analytic procedure by examining each mediated moderation model based on a statistical significance testing approach with a real example, accompanied by a regression-based software, PROCESS (version 3.1).
이지원, 이기학 (2014). 불안정애착 및 심리적고통이 관계중독에 미치는 영향. 한국심리학회지: 상담 및 심리치료, 26(1), 65-95.
유기은, 이기학 (2015). 대학생의 낙관성과 진로관여행동의 관계에서 진로적응성과 통제력 착각의 매개된 조절효과 검정. 진로교육연구, 28(2), 65-86.
정선호, 서동기 (2016). 회귀분석을 이용한 매개된 조절효과와 조절된 매개효과 검정방법. 한국심리학회지: 일반, 35(1), 257-282.
Aiken, L. S., & West, S. G. (1991). Multiple regression: Testing and interpreting interactions. Newbury Park, CA: Sage.
Baron, R. M., & Kenny, D. A. (1986). The moderator-mediator variable distinction in social psychological research: Conceptual, strategic, and statistical considerations. Journal of Personality & Social Psychology, 51, 1173-1182.
Bauer, D. J., Preacher, K, J., & Gil, K. M. (2006). Conceptualizing and testing random indirect effects and moderated mediation in multilevel models: New procedures and recommendations. Psychological Methods, 11, 142-163.
Bollen, K. A. (1987). Total, direct and indirect effects in structural equation models. In C.C. Clogg (Ed.), Sociological Methodology (pp. 37-69). Washington, DC: American Sociological Association.
Cohen, J., Cohen, P., West, S. G., & Aiken, L. S. (2003). Applied multiple regression/correlation analysis for the behavioral sciences (3rd ed.). Mahwah, NJ: Lawrence Erlbaum Associates, Inc.
Cole, M., Bruch, H., & Walter, F. (2008). Affective mechanisms linking dysfunctional behavior to performance in work teams: A moderated mediation study. Journal of Applied Psychology, 93, 945-958.
Dawson, J. F. (2014). Moderation in management research: What, why, when and how. Journal of Business and Psychology, 29, 1-19.
Edwards, J. R., & Lambert, L. S. (2007). Methods for integrating moderation and mediation: a general analytic framework using moderated path analysis. Psychological Methods, 12, 1-22.
Fairchild, A. J., & MacKinnon, D. P. (2009). A general model for testing mediation and moderation effects. Prevention Science, 10(2), 87-99.
Fox, J. (1980). Effect analysis in structural equation models. Sociological Methods and Research, 9, 3-26.
Frazier, P. A., Tix, A. P., & Barron, K. E. (2004). Testing moderator and mediator effects in counseling psychology research. Journal of Counseling Psychology, 51, 115-134.
Gelman, A., & Hill, J. (2007). Data analysis using regression and multilevel/hierarchical models. New York: Cambridge University Press.
Gomez, P., & Torelli, C. J. (2015). It’s not just numbers: Cultural identities influence how nutrition information influences the valuation of foods. Journal of Consumer Psychology, 25, 404-415.
Han, J., & Ling, J. (2016). Emotional appeal in recruitment advertising and applicant attraction: Unpacking national cultural differences. Journal of Organizational Behavior, 37, 1202-1223.
Hayes, A. F. (2012). Process: A versatile computational tool for observed variable mediation, moderation, and conditional process modeling. White paper, [http://www.afhayes.com/public/process2012.pdf].
Hayes, A. F. (2018). Introduction to mediation, moderation, and conditional process analysis: A regression-based approach. (2nd Ed.) New York:The Guilford Press.
Hayes, A. F. (2015). An index and test of linear moderated mediation. Multivariate Behavioral Research, 50, 1-22.
Hayes, A. F., Montoya, A. K., & Rockwood, N. J. (2017). The analysis of mechanisms and their contingencies: PROCESS versus structural equation modeling. Australasian Marketing Journal, 25(1), 76-81.
Hayes, A. F. (2018). Partial, conditional, and moderated moderated mediation:Quantification, inference, and interpretation. Communication Monographs, 85, 4-40.
Holland, S. J., Shore, D. B., & Cortina, J. M. (2017). Review and recommendations for integrating mediation and moderation. Organizational Research Methods, 20, 686-720.
Huo, Y., Chen, Z., Lam, W., & Woods, S. A. (2019). Standing in my customer’s shoes:Effects of customer-oriented perspective taking on proactive service performance. Journal of Occupational and Organizational Psychology, 92, 255-280.
James, L. R., & Brett, J. M. (1984). Mediators, moderators, and tests for mediation. Journal of Applied Psychology, 69, 307-321.
Judd, C. M., & Kenny, D. A. (1981). Process Analysis: Estimating mediation in treatment evaluations. Evaluation Review, 5, 602-619.
Kwan, J. L. Y., & Chan, W. (2018). Variable system: An alternative approach for the analysis of mediated moderation. Psychological Methods, 23, 262-277.
Lee, S. Y., Jung, S., Jung, H. Y., Choi, S. T., & Oh, S. (2019). Imagination matters: do consumers' imagery processing and self-regulatory goals affect the persuasiveness of metaphor in advertising?. International Journal of Advertising, DOI:10.1080/02650487.2019. 1596445.
Morgan-Lopez A. A., & MacKinnon D. P. (2006). Demonstration and evaluation of a method for assessing mediated moderation. Behavior Research Methods, 38, 77-87.
Muller, D., Judd, C. M., & Yzerbyt, V. Y. (2005). When moderation is mediated and mediation is moderated. Journal of Personality and Social Psychology, 89, 852-863.
Nandkeolyar, A. K., Shaffer, J. A., Li, A., Ekkirala, S., & Bagger, J. (2014). Surviving an abusive supervisor: The joint roles of conscientiousness and coping strategies. Journal of Applied Psychology, 99, 138-150.
Pollack, J. M., Vanepps, E. M., & Hayes, A. F. (2012). The moderating role of social ties on entrepreneurs’ depressed affect and withdrawal intentions in response to economic stress. Journal of Organizational Behavior, 33, 789-810.
Preacher, K. J., Rucker, D. D., & Hayes, A. F. (2007). Assessing moderated mediation hypotheses: Theory, methods, and prescriptions. Multivariate Behavioral Research, 42, 185-227.
Rucker, D. D., Preacher, K. J., Tormala, Z. L., & Petty, R. E. (2011). Mediation analysis in social psychology: Current practices and new recommendations. Social and Personality Psychology Compass, 5(6), 359-371.
Ryu, E., Stephen, G. W., & Sousa, K. H. (2009). Mediation and moderation: Testing relationships between symptom status, functional health, and quality of life in HIV patients. Multivariate Behavioral Research, 44(2), 213-232.
Shrout, P. E. and Bolger, N. 2002. Mediation in experimental and nonexperimental studies:New procedures and recommendations. Psychological Methods, 7, 422-445.
Tepper, B. J., Duffy, M. K., Hoobler, J., & Ensley, M. D. (2004). Moderators of the Relationships Between Coworkers'Organizational Citizenship Behavior and Fellow Employees' Attitudes. Journal of Applied Psychology, 89(3), 455-465.
Yoon, S., & Kim, H. C. (2016) Keeping the American dream alive: The interactive effect of perceived economic mobility and materialism on impulsive spending. Journal of Marketing Research, 53, 759-772.
Zhao, X., Lynch, J. G., & Chen, Q. (2010). Reconsidering Baron and Kenny: Myths and truths about mediation analysis. Journal of Consumer Research, 37, 197-206.