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구조방정식모형에서의 R을 이용한 부트스트랩 기반의 이중매개효과 분석 방안에 대한 연구

A Study on the Double Mediation Analysis in Structural Equating Models with Bootstrapping Using R

  • 윤철호 (국립목포대학교 경영학과) ;
  • 최광돈 (한세대학교 e-비즈니스학과)
  • 투고 : 2016.04.18
  • 심사 : 2016.09.20
  • 발행 : 2016.09.28

초록

본 연구는 R을 이용하여 구조방정식모형에서 이중매개효과 분석을 수행하는 방안을 제시하고 있다. 이를 위해 본 연구에서는 매개효과 분석을 위한 다양한 기법들에 대한 문헌연구를 통해 부트스트랩 기법을 이중매개 효과분석을 수행하는데 있어서 가장 적합한 기법으로 선정하고, PLS 경로분석 수행을 지원하는 R패키지인 plspm을 이용하여 구조방정식모델링에서 부트스트랩 기반의 이중매개효과를 분석하는 방안을 개발했다. 결과물로 본 연구에서는 예시모형을 대상으로 한 이중매개효과 분석기법과 관련 R스크립트들이 제시되었다. 본 연구는 대부분의 SEM 패키지들에서 지원하지 못하는 구조방정식모델링에서의 이중매개효과 분석을 포함하는 연구들에서 유용하게 활용될 것이며, 또한 연구자들에게 R을 이용한 새로운 매개효과 분석기법 제시를 통하여 심도 있는 연구를 위한 기반 지식을 제공할 것이다.

This study provides an approach to perform the double mediation analysis in structural equation models using the R. For this purpose, the study reviews a variety of techniques for mediation analysis, selects the bootstrapping technique as the most suitable way for performing the double mediation analysis and develops an approach for the double mediation analysis in structural equating models with the bootstrapping using the plspm which is the R package for the performing PLS path analysis. This study will be useful for the studies including the double mediation analysis in structural equation modeling, which is not supported by most of SEM packages, also will provide the knowledge base for in-depth analysis through suggesting the new mediation analysis technique using R for the researchers.

키워드

참고문헌

  1. MacKinnon, D. P., Coxe, S., & Baraldi, A. N., "Guidelines for the investigation of mediating variables in business research", Journal of Business and Psychology, Vol. 27, No. 1, pp.1-14, 2012. https://doi.org/10.1007/s10869-011-9248-z
  2. Baron, R. M., & Kenny, D. A., "The moderator-mediator variable distinction in social psychological research: Conceptual, strategic, and statistical considerations", Journal of personality and social psychology, Vol. 51, No. 6, p.1173, 1986. https://doi.org/10.1037/0022-3514.51.6.1173
  3. Preacher, K. J., & Hayes, A. F., "SPSS and SAS procedures for estimating indirect effects in simple mediation models", Behavior research methods, instruments, & computers, Vol. 36, No. 4, pp.717-731, 2004. https://doi.org/10.3758/BF03206553
  4. Preacher, K. J., & Hayes, A. F., "Asymptotic and resampling strategies for assessing and comparing indirect effects in multiple mediator models", Behavior research methods, Vol. 40, No. 3, pp.879-891, 2008. https://doi.org/10.3758/BRM.40.3.879
  5. Hayes, A. F., Preacher, K. J., & Myers, T. A., Mediation and the estimation of indirect effects in political communication research, Sourcebook for political communication research: Methods, measures, and analytical techniques, pp.434-465, 2011
  6. Won-Moo Hur., "How Researchers Estimate Indirect Effect using Bootstrapping : The Case of Simple, Multiple, and Double Mediation", Korean Business Review, Vol. 6, No. 3, pp.43-59, 2013.
  7. Jeong, Tae-Seog, "A Study on the Relationship between Customer and Supplier Network and Innovation Performance: Focused on Mediating Effect of T-Shaped Skill", Journal of Digital Convergence, Vol. 13, No. 1, pp. 93-110, 2015. https://doi.org/10.14400/JDC.2015.13.1.93
  8. Jeon, Jun-Ho;Han, Kyung-Il, "Impact of Supervisor's Leadership Styles on Organizational Citizenship Behavior : Mediation Effects of Multi-dimensional Measure of Justice in the Service Industry", Journal of Digital Convergence, Vol. 13, No. 3, pp. 75-84, 2015. https://doi.org/10.14400/JDC.2015.13.3.75
  9. Jeon, Young-Gil, "The Mediating Effect of Job Satisfaction between Organizational Members' Turnover Intention and the Leadership Type of Middle Managers in Agricultural Cooperatives", Journal of Digital Convergence, Vol.13, No. 3, pp.85-93, 2015.
  10. Cho, Ouk-Sun;Paik, Jina, "The Effect of Parent's Neglect on Adolescents' Sexual-Materials Addiction in the Times of Convergence : Focusing on the Mediating Effect of Self-Identity", Journal of Digital Convergence, Vol. 13, No.4, pp. 349-356, 2015.
  11. Hau, Yong Sauk, "IT SMEs' Product Planning Capability and Manufacturing Capability in the Context of Digital Convergence: The Mediating Impacts of the Product Exterior and Interior Design Capabilities", Journal of Digital Convergence, Vol. 13, No.12, pp. 55-62, 2015. https://doi.org/10.14400/JDC.2015.13.12.55
  12. Jeon, Seon-Bok, "A Study on the Effects of Solely Operated Beauty Salon's Relational Benefits on Recommendation and Defection Intentions: Mediating Effects of Customer Satisfaction", Journal of Digital Convergence, Vol. 14, No.1, pp. 413-425, 2016. https://doi.org/10.14400/JDC.2016.14.1.413
  13. Kim, Mi-Suk;Kim, Bok-Yeon;Choi, Jin-Ho, "The Relationship among Dropout, Organizational Trust, and Intention to Transfer in the Department affiliated with Physical Education", Journal of Digital Convergence, Vol. 14, No. 1, pp. 453-463, 2016.
  14. Song, Sun-Hee, "Mediation Effect of Marriage Satisfaction about Personality Traits of Married Female Immigrants to Affect on Preparing Their Old Age", Journal of Digital Convergence, Vol. 14, No.2, pp. 49-56, 2016. https://doi.org/10.14400/JDC.2016.14.2.49
  15. Lee, Kang-Min;Choo, Shi-Gak;Jeon, Sang-Gil, "The Influence of Transformational Leadership on Unethical Pro-Organizational Behavior-Mediating Effect of Organizational Identification", Journal of Digital Convergence, Vpl. 14, No.2, pp. 83-98, 2016. https://doi.org/10.14400/JDC.2016.14.2.83
  16. Lee, Eun-Roung, "The research about mediating effect of perceived organizational obstruction in the relationship with job insecurity and EVLN", Journal of Digital Convergence, Vol. 14, No. 2, pp. 99-114, 2016.
  17. MacKinnon, D. P., Lockwood, C. M., Hoffman, J. M., West, S. G., & Sheets, V., "A comparison of methods to test mediation and other intervening variable effects", Psychological methods, Vol. 7, No. 1, p.83, 2002. https://doi.org/10.1037/1082-989X.7.1.83
  18. Judd, C. M., & Kenny, D. A., "Process analysis estimating mediation in treatment evaluations", Evaluation review, Vol. 5, No. 5, pp.602-619, 1981. https://doi.org/10.1177/0193841X8100500502
  19. Sobel, M. E., "Asymptotic confidence intervals for indirect effects in structural equation models", Sociological methodology, Vol. 13, pp.290-312, 1982. https://doi.org/10.2307/270723
  20. Aroian, L. A., "Some Methods for the Evaluation of a Sum", Journal of the American Statistical Association, Vol. 39, No. 228, pp.511-515, 1944. https://doi.org/10.1080/01621459.1944.10500714
  21. Efron, B., & Tibshirani, R. J., An introduction to the bootstrap. New York: Chapman & Hall, 1993.
  22. Chin W.W., PLS Graph -Version 3.0., Soft Modeling Inc., 2003, http://www.plsgraph.com/
  23. Ringle, C. M., Wende, S. and Will, A. SmartPLS - Version 2.0., Universitat Hamburg, Hamburg, 2005.
  24. Chin, W.W., "Issues and opinion on structural equation modeling", MIS Quarterly Vol. 22, No. 1, pp.7-16, 1998.
  25. Yoon, C., & Kim S., "Tutorial on PLS Structural Equating Modeling using R: (Centering on) Exemplified Research Model and Data", Information Systems Review, Vol . 16, No. 3, pp.89-112, 2014.
  26. Sanchez, G., PLS Path Modeling with R Trowchez Editions. Berkeley, 2013. http://www.gastonsanchez.com/PLSPathModelingwithR.pdf.
  27. Cheol ho Yoon, Chang kyu Kim, Sang hoon Kim, & Il Kyu Park., "Social Capital, Knowledge Quality, and Online Brand Community Success", Journal of the Korea society of IT services, Vol. 13, pp.183-200, 2014. https://doi.org/10.9716/KITS.2014.13.3.183