The Purposes of Multivariate Data Analysis Methods: an Applied Commentary

References

• Adusei, M., & Appiah, S. (2011). Determinants of group lending in the credit union industry in Ghana. Journal of African Business, 12(2), 238–251. doi:10.1080/15228916.2011.588914
   Google Scholar
• Albinsson, P. A., Yasanthi, P. B., & Sautter, P. T. (2016). DART scale development: Diagnosing a firm’s readiness for strategic value co-creation. Journal of Marketing Theory and Practice, 24(1), 42–58. doi:10.1080/10696679.2016.1089763
   Web of Science ®Google Scholar
• Batista-Foguet, J. M., Coenders, G., & Ferragud, A. (2001). Using structural equation models to evaluate the magnitude of measurement error in blood pressure. Statistics in Medicine, 20, 2351–2368. doi:10.1002/sim.836
   PubMed Web of Science ®Google Scholar
• Baumgartner, H., & Homburg, C. (1996). Applications of structural equation modeling in marketing and consumer research: A review. International Journal of Research in Marketing, 13(2), 139–161. doi:10.1016/0167-8116(95)00038-0
   Google Scholar
• Biboum, A. D., & Sigué, S. P. (2014). Conflict in supplier–retailer relationships in the brewery industry in Cameroon. Journal of African Business, 15(2), 75–84. doi:10.1080/15228916.2014.925361
   Google Scholar
• Blankson, C., Mbah, C. H., & Owusu-Frempong, L. M. (2009). The development of a scale of retail consumers’ selection of retail banks in Ghana. Journal of African Business, 10(2), 182–202. doi:10.1080/15228910903187742
   Google Scholar
• Cattell, R. B. (1952). The three basic factor-analytic research designs—Their interrelations and derivatives. Psychological Bulletin, 49, 499–520. doi:10.1037/h0054245
   PubMed Web of Science ®Google Scholar
• Chen, H., Chen, P., & Okumus, F. (2013). The relationship between travel constraints and destination image: A case study of Brunei. Tourism Management, 35, 198–208. doi:10.1016/j.tourman.2012.07.004
   Web of Science ®Google Scholar
• Churchill, G. A. (1979). A paradigm for developing better measures of marketing constructs. Journal of Marketing Research, 16(1), 64–73. doi:10.2307/3150876
   Web of Science ®Google Scholar
• Dadzie, C. A., Winston, E. M., & Dadzie, K. Q. (2012). Organizational culture, competitive strategy and performance in Ghana. Journal of African Business, 13(3), 172–182. doi:10.1080/15228916.2012.727737
   Google Scholar
• Eljelly, A. M. A., & Mansour, I. H. F. (2001). Predicting private companies failure in the Sudan. Journal of African Business, 2(2), 23–43. doi:10.1300/J156v02n02_03
   Google Scholar
• Fassin, Y., Rossem, A., & Buelens, M. (2011). Small-business owner-managers’ perceptions of business ethics and CSR-related concepts. Journal of Business Ethics, 98(3), 425–453. doi:10.1007/s10551-010-0586-y
   Web of Science ®Google Scholar
• Finn, A., McQuitty, S., & Rigby, J. (1994). Area resident acceptance and use of mega-multi-malls: West Edmonton Mall evidence. International Journal of Research in Marketing, 11(1), 127–144. doi:10.1016/0167-8116(94)90024-8
   Google Scholar
• Gagoitseope, P. K., & Pansiri, J. (2012). Evaluation of critical success factors for developing small and medium-sized enterprises in Botswana. Journal of African Business, 13(1), 51–61. doi:10.1080/15228916.2012.657955
   Google Scholar
• Gallaher, D., Ting, L., & Palmer, A. (2008). A journey into the unknown: Taking the fear out of structural equation modeling with AMOS for the first-time user. The Marketing Review, 8(3), 255–327. doi:10.1362/146934708X337672
   Google Scholar
• Gillison, S. T., Northington, W. M., & Beatty, S. E. (2014). Understanding customer bargaining in retail stores: A customer perspective. Journal of Marketing Theory and Practice, 22(2), 151–168. doi:10.2753/MTP1069-6679220210
   Google Scholar
• Grace, J. B. (2006). Structural equation modeling and natural systems. New York: Cambridge University Press.
   Google Scholar
• Gupta, V., & Hanges, P. J. (2004). Regional and climate clustering of societal cultures. In R. J.House, P. J. Hanges, M. Javidan, P. W. Dorfman, & V. Gupta (Eds.), Culture, leadership, and organizations: The GLOBE study of 62 societies (pp. 178–218). Thousand Oaks, CA: Sage Publications.
   Google Scholar
• Hair, J. F., Jr., Anderson, R. E., Tatham, R. L., & Black, W. C. (1998). Multivariate data analysis (5th ed.). Upper Saddle River, NJ: Prentice-Hall.
   Google Scholar
• Hair, J. F., Jr., Black, W. C., Babin, B. J., & Anderson, R. E. (2010). Multivariate data analysis (7th ed.). Upper Saddle River, NJ: Prentice-Hall.
   Google Scholar
• Hoyle, R. H., & Panter, A. T. (1995). Writing about structural equation models. In R. H.Hoyle (Ed.), Structural equation modeling: Concepts, issues, and applications (pp. 158–176). Thousand Oaks, CA: Sage Publications.
   Google Scholar
• Hulland, J., Chow, Y. H., & Lam, S. (1996). Use of causal models in marketing research: A review. International Journal of Research in Marketing, 13(2), 181–197. doi:10.1016/0167-8116(96)00002-X
   Google Scholar
• Kamukama, N. (2013). Intellectual capital: Firms’ hidden source of service quality in the microfinance industry in Uganda. Journal of African Business, 14(3), 150–161. doi:10.1080/15228916.2013.844012
   Google Scholar
• Kelley, K., Hyde, J., & Bruwer, J. (2015). U.S. wine consumer preferences for bottle characteristics, back label extrinsic cues and wine composition: A conjoint analysis. Asia Pacific Journal of Marketing and Logistics, 27(4), 516–534. doi:10.1108/APJML-09-2014-0140
   Web of Science ®Google Scholar
• Kotler, P., & Keller, K. L. (2016). Marketing management (15th ed.). Boston: Pearson.
   Google Scholar
• Makanyeza, C., & du Toit, F. (2016). Measuring consumer ethnocentrism: An assessment of reliability, validity and dimensionality of the CETSCALE in a developing market. Journal of African Business, 17(2), 188–208. doi:10.1080/15228916.2016.1138270
   Web of Science ®Google Scholar
• McQuitty, S., & Wolf, M. (2013). Structural equation modeling: A practical introduction. Journal of African Business, 14(1), 58–69. doi:10.1080/15228916.2013.765325
   Google Scholar
• Mori, N. (2014). Directors’ diversity and board performance: Evidence from East African microfinance institutions. Journal of African Business, 15(2), 100–113. doi:10.1080/15228916.2014.920654
   Google Scholar
• Musila, J. W. (2013). Does democracy have a different impact on corruption in Africa?Journal of African Business, 14(3), 162–170. doi:10.1080/15228916.2013.844020
   Google Scholar
• Nunnally, J. C., & Bernstein, I. H. (1994). Psychometric theory. New York, NY: McGraw-Hill.
   Google Scholar
• Okechuku, C., & Onyemah, V. (2000). Ethnic differences in Nigerian consumer attitudes toward foreign and domestic products. Journal of African Business, 1(2), 7–35. doi:10.1300/J156v01n02_02
   Google Scholar
• Opoku, R. A. (2009). Mapping destination personality in cyberspace: An evaluation of country web sites using correspondence analysis. Journal of Internet Commerce, 8(1/2), 70–87. doi:10.1080/15332860903182438
   Google Scholar
• Opoku, R. A., Pitt, L. F., & Abratt, R. (2007). Positioning in cyberspace: Evaluating bestselling authors’ online communicated brand personalities using computer-aided content analysis. South African Journal of Business Management, 38(4), 21–32.
   Web of Science ®Google Scholar
• Osinubi, T. S., & Amaghionyeodiwe, L. A. (2003). Stock market development and long-run growth in Nigeria. Journal of African Business, 4(3), 103–129. doi:10.1300/J156v04n03_06
   Google Scholar
• Osuagwu, L. (2002). The marketing research practices of Nigerian companies. Journal of African Business, 3(1), 81–107. doi:10.1300/J156v03n01_05
   Google Scholar
• Parasuraman, A., Ziethaml, V., & Berry, L. L. (1988). SERVQUAL: A multiple-item scale for measuring consumer perceptions of service quality. Journal of Retailing, 62(1), 12–40.
   Google Scholar
• Pugesek, B. H., Tomer, A., & von Eye, A. (Eds.). (2003). Structural equation modeling applications in ecological and evolutionary biology. Cambridge: Cambridge University Press.
   Google Scholar
• Rothmann, S., & Rothmann, S., Jr. (2010). Factors associated with employee engagement in South Africa. South African Journal of Industrial Psychology, 36(2), 27–38.
   Google Scholar
• Sigué, S. P., & Bonsu, S. K. (2012). Influence strategies and channel member satisfaction in Cameroon. Journal of African Business, 13(3), 200–208. doi:10.1080/15228916.2012.727747
   Google Scholar
• Tabachnick, B. G., & Fidell, L. S. (2013). Using multivariate statistics (6th ed.). Boston: Pearson.
   Google Scholar
• Uchenna, E., Akinola, O., & Motunrayo, O. (2015). Workers’ deviant behavior in the business outfit of a Nigerian university: Situating policies with empirics. Journal of African Business, 16(3), 339–357. doi:10.1080/15228916.2015.1090829
   Web of Science ®Google Scholar
• Winston, E., Dadzie, C. A., & Dadzie, K. Q. (2009). How managers handle conflict in supply chain collaborative relationships in Ghana. Journal of African Business, 10(2), 203–217. doi:10.1080/15228910903187833
   Google Scholar
• Winston, E., & Dadzie, K. Q. (2007). Organizational culture in Cote d’Ivoire: Analysis of cultural types and firm performance. Journal of African Business, 8(1), 99–112. doi:10.1300/J156v08n01_06
   Google Scholar
• Zoogah, D. B. (2008). African business research: A review of studies published in the Journal of African Business and a framework for enhancing future studies. Journal of African Business, 9(1), 219–255. doi:10.1080/15228910802053037
   Google Scholar