Abstract
Multilevel structures are omnipresent. Consumers live in geographical locations, shop in specific stores, or are members of clubs. Consumers who belong to the same group share characteristics and are expected to be more similar than consumers belonging to another group. In data analysis, this sharedness needs to be taken into account to enable valid inferences. In this chapter, we describe what multilevel analysis is and introduce major methods when dealing with multiple levels of analysis (e.g., individual and country). We elaborate on the key issues in multilevel analysis being aggregation and isomorphism, and finalize with a discussion on the conventional top-down approach in which higher levels affect individuals and the recent bottom-up approach in which individuals via their attitudes and behaviors affect societal norms. Multilevel issues are expected to become more popular in the next years, also because of the available new tools for applied researchers.
References
Akdeniz, M. B., & Talay, M. B. (2013). Cultural variations in the use of marketing signals: A multilevel analysis of the motion picture industry. Journal of the Academy of Marketing Science, 41(5), 601–624. doi:10.1007/s11747-013-0338-5
Barcikowski, R. S. (1981). Statistical power with group mean as the unit of analysis. Journal of Educational Statistics, 6(3), 267–285.
Barrett, P. (1986). Factor comparison: An examination of three methods. Personality and Individual Differences, 7(3), 327–340.
Bryk, A. S., & Raudenbush, S. W. (1992). Hierarchical linear models: Applications and data analysis methods. Newbury Park, CA [etc.]: Sage.
Burstein, L. (1980). The analysis of multilevel data in educational research and evaluation. Review of Research in Education, 8, 158–233. doi:10.2307/1167125
Chen, G., Bliese, P. D., & Mathieu, J. E. (2005). Conceptual framework and statistical procedures for delineating and testing multilevel theories of homology. Organizational Research Methods, 8(4), 375–409.
Dansereau, F., Alutto, J. A., & Yammarino, F. J. (1984). Theory testing in organizational behavior: The varient approach. Prentice Hall.
Davidov, E., Dülmer, H., Schlüter, E., Schmidt, P., & Meuleman, B. (2012). Using a multilevel structural equation modeling approach to explain cross-cultural measurement noninvariance. Journal of Cross-Cultural Psychology, 43(4), 558–575.
Erkan Ozkaya, H., Dabas, C., Kolev, K., Hult, G. T. M., Dahlquist, S. H., & Manjeshwar, S. A. (2013). An assessment of hierarchical linear modeling in international business, management, and marketing. International Business Review, 22(4), 663–677. doi:10.1016/j.ibusrev.2012.10.002
Fischer, R., Ferreira, M. C., Assmar, E., Redford, P., Harb, C., Glazer, S., … Achoui, M. (2009). Individualism-collectivism as descriptive norms. Journal of Cross-Cultural Psychology, 40(2), 187–213.
Fischer, R., Ferreira, M. C., Jiang, D.-Y., Cheng, B.-S., Achoui, M. M., Wong, C. C., … Achmadi, D. (2011). Are perceptions of organizational justice universal? An exploration of measurement invariance across thirteen cultures. Social Justice Research, 24(4), 297–313.
Fischer, R., Milfont, T. L., & Gouveia, V. V. (2011). Does social context affect value structures? Testing the within-country stability of value structures with a functional theory of values. Journal of Cross-Cultural Psychology, 42(2), 253–270.
Fischer, R., & Schwartz, S. H. (2011). Whence differences in value priorities?: Individual, cultural, or artifactual sources. Journal of Cross-Cultural Psychology, 42(7), 1127–1144. doi:10.1177/0022022110381429
Fischer, R., Vauclair, C. M., Fontaine, J. R. J., & Schwartz, S. H. (2010). Are individual-level and country-level value structures different? Testing Hofstede’s legacy with the Schwartz value survey. Journal of Cross-Cultural Psychology, 41(2), 135–151.
Fontaine, J. R. J., Poortinga, Y. H., Delbeke, L., & Schwartz, S. H. (2008). Structural equivalence of the values domain across cultures. Journal of Cross-Cultural Psychology, 39(4), 345–365. doi:10.1177/0022022108318112
Furrer, O., Liu, S.-C., & Sudharshan, D. (2000). The relationships between culture and service quality perceptions: Basis for cross-cultural market segmentation and resource allocation. Journal of Service Research, 2(4), 355–371.
Goldstein, H. (2011). Multilevel statistical models (Vol. 922). Wiley.
González-Romá, V., & Hernández, A. (2017). Multilevel modeling: Research-based lessons for substantive researchers. Annual Review of Organizational Psychology and Organizational Behavior, 4, 183–210.
He, Y., Merz, M. A., & Alden, D. L. (2008). Diffusion of measurement invariance assessment in cross-national empirical marketing research: Perspectives from the literature and a survey of researchers. Journal of International Marketing, 16(2), 64–83. doi:10.1509/jimk.16.2.64
Heyden, M. L. M., Fourné, S. P. L., Koene, B. A. S., Werkman, R., & Ansari, S. (2017). Rethinking ‘top-down’ and ‘bottom-up’ roles of top and middle managers in organizational change: Implications for employee support. Journal of Management Studies. doi:10.1111/joms.12258
Hitt, M. A., Beamish, P. W., Jackson, S. E., & Mathieu, J. E. (2007). Building theoretical and empirical bridges across levels: Multilevel research in management. Academy of Management Journal, 50(6), 1385–1399.
Hofstede, G. (1980). Culture’s consequences: International differences in work-related values. Beverly Hills: Sage.
Hofstede, G. (2001). Culture’s consequences: Comparing values, behaviors, institutions, and organizations across nations. Thousand Oaks, CA: Sage.
Homburg, C., Wieseke, J., & Kuehnl, C. (2010). Social influence on salespeople’s adoption of sales technology: A multilevel analysis. Journal of the Academy of Marketing Science, 38(2), 159–168. doi:10.1007/s11747-009-0157-x
Hox, J. (2010). Multilevel analysis: Techniques and applications. Routledge.
Hui, C. H., & Triandis, H. C. (1985). Measurement in cross-cultural psychology: A review and comparison of strategies. Journal of Cross-Cultural Psychology, 16(2), 131–152.
Jaspers, E. D. T., & Pieters, R. G. M. (2016). Materialism across the life span: An age-period-cohort analysis. Journal of Personality and Social Psychology, 111(3), 451–473. doi:10.1037/pspp0000092
Kirkman, B. L., Lowe, K. B., & Gibson, C. B. (2017). A retrospective on culture’s consequences: The 35-year journey. Journal of International Business Studies, 48(1), 12–29. doi:10.1057/s41267-016-0037-9
Kozlowski, S., & Klein, K. (Eds.). (2000). Multilevel theory, research and methods in organizations: Foundations, extensions and new directions (Frontiers of industrial and organizational psychology, 12). San Francisco, CA: Jossey-Bass.
Kreft, I. G. G. (1996). Are multilevel techniques necessary? An overview, including simulation studies. Unpublished manuscript, California State University at Los Angeles, Los Angeles.
Kreft, I., & de Leeuw, J. (1998). Introducing multilevel modeling. London [etc.]: Sage.
Kunst, J. R., Fischer, R., Sidanius, J., & Thomsen, L. (2017). Preferences for group dominance track and mediate the effects of macro-level social inequality and violence across societies. Proceedings of the National Academy of Sciences, 114(21), 5407–5412. doi:10.1073/pnas.1616572114
Lubke, G. H., Dolan, C. V., Kelderman, H., & Mellenbergh, G. J. (2003a). On the relationship between sources of within-and between-group differences and measurement invariance in the common factor model. Intelligence, 31(6), 543–566.
Lubke, G. H., Dolan, C. V., Kelderman, H., & Mellenbergh, G. J. (2003b). Weak measurement invariance with respect to unmeasured variables: An implication of strict factorial invariance. British Journal of Mathematical and Statistical Psychology, 56(2), 231–248.
Martin, K. D., & Hill, R. P. (2012). Life satisfaction, self-determination, and consumption adequacy at the bottom of the pyramid. Journal of Consumer Research, 38(6), 1155–1168. doi:10.1086/661528
Mehta, P. D., & Neale, M. C. (2005). People are variables too: Multilevel structural equations modeling. Psychological Methods, 10(3), 259–284.
Merino, M., & Vargas, D. (2013). How consumers perceive globalization: A multilevel approach. Journal of Business Research, 66(3), 431–438. doi:10.1016/j.jbusres.2012.04.010
Morgeson, F., Mithas, S., Keiningham, T., & Aksoy, L. (2011). An investigation of the cross-national determinants of customer satisfaction. Journal of the Academy of Marketing Science, 39(2), 198–215.
Muthén, B. O. (1994). Multilevel covariance structure analysis. Sociological Methods & Research, 22(3), 376–398.
Ostroff, C. (1993). Comparing correlations based on individual-level and aggregated data. Journal of Applied Psychology, 78(4), 569.
Paunonen, S. V. (1997). On chance and factor congruence following orthogonal Procrustes rotation. Educational and Psychological Measurement, 57(1), 33–59.
Peccei, R., & Van De Voorde, K. (2016). The application of the multilevel paradigm in human resource management–outcomes research. Journal of Management, 0149206316673720. doi:10.1177/0149206316673720
Pituch, K. A., & Stapleton, L. M. (2012). Distinguishing between cross-and cluster-level mediation processes in the cluster randomized trial. Sociological Methods & Research, 41(4), 630–670.
Preacher, K. J., & Hayes, A. F. (2008). Asymptotic and resampling strategies for assessing and comparing indirect effects in multiple mediator models. Behavior Research Methods, 40(3), 879–891.
Preacher, K. J., Rucker, D. D., & Hayes, A. F. (2007). Addressing moderated mediation hypotheses: Theory, methods, and prescriptions. Multivariate Behavioral Research, 42(1), 185–227.
Preacher, K. J., Zhang, Z., & Zyphur, M. J. (2016). Multilevel structural equation models for assessing moderation within and across levels of analysis. Psychological Methods, 21(2), 189–205.
Selig, J. P., Card, N. A., & Little, T. D. (2008). Latent variable structural equation modeling in cross-cultural research: Multigroup and multilevel approaches. In F. J. R. van de Vijver, D. A. Van Hemert, & Y. H. Poortinga (Eds.), Multilevel analysis of individuals and cultures (pp. 93-119). New York etc.: Taylor & Francis Group, LLC. (Reprinted from: IN FILE).
Smith, P. B. (2011). Communication styles as dimensions of national culture. Journal of Cross-Cultural Psychology, 42(2), 216–233.
Spector, P. E., Cooper, C. L., & Sparks, K. (2001). An international study of the psychometric properties of the Hofstede values survey module 1994: A comparison of individual and country/province level results. Applied Psychology, 50(2), 269–281. doi:10.1111/1464-0597.00058
Steenkamp, J. B. E. M., & Baumgartner, H. (1998). Assessing measurement invariance in cross-national consumer research. Journal of Consumer Research, 25(1), 78.
Steenkamp, J. B., & De Jong, M. G. (2010). A global investigation into the constellation of consumer attitudes toward global and local products. Journal of Marketing, 74(6), 18–40.
Steenkamp, J. B., & Geyskens, I. (2006). How country characteristics affect the perceived value of web sites. Journal of Marketing, 70(3), 136–150.
Steenkamp, J. B. E. M., ter Hofstede, F., & Wedel, M. (1999). A cross-national investigation into the individual and national cultural antecedents of consumer innovativeness. Journal of Marketing, 63(2), 55–69.
Steenkamp, J. B. E. M., & van Trijp, H. C. M. (1991). The use of LISREL in validating marketing constructs. International Journal of Research in Marketing, 8(4), 283.
Strizhakova, Y., & Coulter, R. A. (2013). The “green” side of materialism in emerging BRIC and developed markets: The moderating role of global cultural identity. International Journal of Research in Marketing, 30(1), 69–82. doi:10.1016/j.ijresmar.2012.08.003
Taras, V., Kirkman, B. L., & Steel, P. (2010). Examining the impact of culture’s consequences: A three-decade, multilevel, meta-analytic review of Hofstede’s cultural value dimensions. Journal of Applied Psychology, 95(3), 405-439. doi:10.1037/a0018938. (Supplemental).
Taras, V., Steel, P., Kirkman, B. L., Taras, V., Steel, P., & Kirkman, B. (2011). Three decades of research on national culture in the workplace: Do the differences still make a difference? Organizational Dynamics, 40(3), 189–198.
Tay, L., Woo, S. E., & Vermunt, J. K. (2014). A conceptual and methodological framework for psychometric isomorphism. Organizational Research Methods, 17(1), 77–106. doi:10.1177/1094428113517008
Van de Vijver, F. J. R., & Leung, K. (2001). Personality in cultural context: Methodological issues. Journal of Personality, 69(6), 1007–1031.
Van de Vijver, F. J. R., & Poortinga, Y. H. (1994). Methodological issues in cross-cultural studies on parental rearing behavior and psychopathology. In C. Perris, W. A. Arrindell, & M. Eisemann (Eds.), Parental rearing and psychopathology (pp. 173–197). Chicester: Wiley.
Van de Vijver, F. J., Van Hemert, D. A., & Poortinga, Y. H. (2008). Multilevel analysis of individuals and cultures. New York: Lawrence Erlbaum Associates, Taylor & Francis Group.
van Herk, H., & Poortinga, Y. H. (2012). Current and historical antecedents of individual value differences across 195 regions in Europe. Journal of Cross-Cultural Psychology, 43(8), 1229–1248. doi:10.1177/0022022111429719
Walsh, G., Shiu, E., & Hassan, L. M. (2014). Cross-national advertising and behavioral intentions: A multilevel analysis. Journal of International Marketing, 22(1), 77–98.
Wedel, M., ter Hofstede, F., & Steenkamp, J. B. E. M. (1998). Mixture model analysis of complex samples. Journal of Classification, 15(2), 225–244.
Wieseke, J., Lee, N., Broderick, A. J., Dawson, J. F., & Van Dick, R. (2008). Multilevel analysis in marketing research: Differentiating analytical outcomes. Journal of Marketing Theory and Practice, 16(4), 321–340.
Wigman, J. T. W., van Os, J., Borsboom, D., Wardenaar, K. J., Epskamp, S., Klippel, A., … Wichers, M. (2015). Exploring the underlying structure of mental disorders: Cross-diagnostic differences and similarities from a network perspective using both a top-down and a bottom-up approach. Psychological Medicine, 45(11), 2375–2387. doi:10.1017/S0033291715000331
Yoo, B., Donthu, N., & Lenartowicz, T. (2011). Measuring Hofstede’s five dimensions of cultural values at the individual level: Development and validation of CVSCALE. Journal of International Consumer Marketing, 23(3–4), 193–210.
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van Herk, H., Fischer, R. (2017). Multilevel Cultural Issues. In: van Herk, H., Torelli, C. (eds) Cross Cultural Issues in Consumer Science and Consumer Psychology. Springer, Cham. https://doi.org/10.1007/978-3-319-65091-3_11
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