Abstract
Foreign investors access local knowledge by co-locating with other foreign direct investment (FDI) firms. However, different aspects of local knowledge can be obtained from different local businesses. Thus some foreign investors co-locate with FDI firms from the same country of origin, while others co-locate with foreign industry peers. We argue that, relative to industry FDI agglomeration, country-of-origin agglomeration provides an effective channel for the sharing of sensitive and tacit knowledge about local business environments. Therefore foreign investors in need of such local knowledge are more likely to locate in country-of-origin agglomerations. Empirical evidence based on FDI in Vietnam indicates that foreign investors who perceive local institutions as particularly weak, and those with a high degree of outsidership in the local environment, are more likely to seek country-of-origin agglomerations than industry FDI agglomerations.
Similar content being viewed by others
Notes
Exceptions are the studies by Filatotchev, Strange, Piesse, and Lien (2007) and Strange, Filatotchev, Lien, and Piesse (2009), which find that an investor’s equity share in its overseas affiliate increases with its economic and cultural links with the affiliate’s location. Another exception is found in Meyer and Nguyen (2005), who show that an investor’s use of the greenfield entry mode increases with the development of market-supporting institutions in a local market.
In emerging economies, indigenous firms are less likely to be major sources of local knowledge for foreign investors, because they are typically technologically backward. In some cases, foreign investors entering emerging economies may deliberately avoid locating near indigenous firms to prevent knowledge leakage.
We thank an anonymous reviewer for this insight.
We obtained consistent findings when we included the entire set of locations in the model estimation.
In the case of acquisitions, location choice largely follows the location of the acquired firm, such that there is no “location decision” of the sort that is analyzed in this study. The proportion of acquisitions in the sample is small, because legal constraints made them very difficult to implement before the time of the survey. The partial acquisitions in the sample were, in fact, established through the creation of a JV and the transfer of the local firms’ operations to the new legal entity.
For a given foreign entrant in our sample, the average number of same country & industry FDI activity is 0.45. This figure is relatively low compared with the average number of same country FDI activity (7.45) or the average number of same industry FDI activity (1.87). Although the figure appears small, it is highly correlated with same country FDI activity (ρ=0.68) and with same industry FDI activity (ρ=0.52), indicating that factors leading to a foreign investor’s choice to co-locate with compatriots or foreign industry peers also lead the investor to co-locate with FDI firms from the same industry and in the same industry if such a choice is available. As we are unable to disentangle the factors that lead to either country-of-origin agglomeration or industry FDI agglomeration, we leave the variable out of the estimation, to avoid multicollinearity.
An investor’s perception may change several years after entry. To reduce memory bias, we explicitly asked respondents to rate the environment at two points in time (initial entry and current), and used only the value related to the initial entry for this study.
We do not include firm-level control variables in the specification. As they do not vary across alternatives, their effects cannot be estimated using a conditional logit formulation (Shaver & Flyer, 2000).
Given the limited sample size, we use two-year intervals rather than one-year intervals. For instance, for the location, Hanoi, there are four Hanoi-specific time trends: Hanoi 93–94, Hanoi 95–96, Hanoi 97–98, and Hanoi 99–00. We remove province-specific time trends in which there are no investors entering the province within the time interval.
Splitting the sample based on the median value of institution yields identical results.
References
Adler, P., & Kwon, S. W. 2002. Social capital: Prospects for a new concept. Academy of Management Review, 27 (1): 17–40.
Ai, C., & Norton, E. C. 2003. Interaction terms in logit and probit models. Economics Letters, 80 (1): 123–129.
Almeida, P., & Kogut, B. 1997. The exploration of technological diversity and the geographic localization in innovation: Start-up firms in the semiconductor industry. Small Business Economics, 9 (1): 21–31.
Anand, J., & Delios, A. 2002. Absolute and relative resources as determinants of international acquisitions. Strategic Management Journal, 23 (2): 119–134.
Bresman, H., Birkinshaw, J., & Nobel, R. 2010. Knowledge transfer in international acquisitions. Journal of International Business Studies, 41 (1): 5–20.
Buckley, P. J., & Casson, M. C. 1976. The future of the multinational enterprise. London: Macmillan.
Chang, S.-J., & Park, S. 2005. Types of firms generating network externalities and MNCs’ co-location decisions. Strategic Management Journal, 26 (7): 595–615.
Chung, W., & Alcácer, J. 2002. Knowledge seeking and location choice of foreign direct investment in the United States. Management Science, 48 (12): 1534–1554.
Chung, W., & Song, J. 2004. Sequential investment, firm motives, and agglomeration of Japanese electronics firms in the United States. Journal of Economics and Management Strategy, 13 (3): 539–560.
Cuervo-Cazurra, A., Maloney, M. M., & Manrakhan, S. 2007. Causes of the difficulties in internationalization. Journal of International Business Studies, 38 (5): 709–725.
Dhanaraj, C., Lyles, M. A., Steensma, H. K., & Tihanyi, L. 2004. Managing tacit and explicit knowledge transfer in IJVs: The role of relational embeddedness and the impact on performance. Journal of International Business Studies, 35 (5): 428–442.
Dunning, J. H. 1998. Location and the multinational enterprise: A neglected factor? Journal of International Business Studies, 29 (1): 45–66.
Feldman, D., & Bolino, M. 1999. The impact of on-site mentoring on expatriate socialization: A structural equation modelling approach. International Journal of Human Resource Management, 10 (1): 54–71.
Filatotchev, I., Strange, R., Piesse, J., & Lien, Y.-C. 2007. FDI by firms from newly industrialized economies in emerging markets: Corporate governance, entry mode and location. Journal of International Business Studies, 38 (4): 556–572.
Folta, T. B., Cooper, A. C., & Baik, Y.-S. 2006. Geographical cluster size and firm performance. Journal of Business Venturing, 21 (2): 217–242.
Forman, C., Goldfarb, A., & Greenstein, S. 2008. Understanding the inputs into innovation: Do cities substitute for internal firm resources? Journal of Economics and Management Strategy, 17 (2): 295–316.
Ghemawat, P., & Thomas, C. 2008. Strategic interaction across countries and multinational agglomeration: An application to the cement industry. Management Science, 54 (12): 1980–1996.
Greene, W. H. 2003. Econometric analysis. New York: Macmillan.
Hansen, M. T. 1999. The search-transfer problem: The role of weak ties in sharing knowledge across organizational subunits. Administrative Science Quarterly, 44 (1): 82–111.
Hansen, M. T., & Løvås, B. 2004. How do multinational companies leverage technological competencies? Moving from single to interdependent explanations. Strategic Management Journal, 25 (8–9): 801–822.
Hanson, G. 2000. Firms, workers, and the geographic concentration of economic activity. In G.L. Clark, M.P. Feldman, & M.S. Gertler (Eds), The Oxford handbook of economic geography: 477–494. New York: Oxford University Press.
Hausman, J., & McFadden, D. 1984. Specification tests for the multinomial logit model. Econometrica, 52 (5): 1219–1240.
Head, K., & Ries, J. 1996. Inter-city competition for foreign investment: Static and dynamic effects of China's incentive areas. Journal of Urban Economics, 40 (1): 38–60.
Head, K., Ries, J., & Swenson, D. 1995. Agglomeration benefits and location choice: Evidence from Japanese manufacturing investments in the United States. Journal of International Economics, 38 (3–4): 223–247.
Head, K., Ries, J., & Swenson, D. 1999. Attracting foreign manufacturing: Investment promotion and agglomeration. Regional Science and Urban Studies, 29 (2): 197–216.
Hoetker, G. 2007. The use of logit and probit models in strategic management research: Critical issues. Strategic Management Journal, 28 (4): 331–343.
Hymer, S. H. 1968. The large multinational “corporation”. In M. Casson (Ed.), Multinational corporations: 6–31. London: Edward Elgar.
Johanson, J., & Vahlne, J.-E. 1977. The internationalization process of the firm: A model of knowledge development and increasing foreign market commitments. Journal of International Business Studies, 8 (1): 23–32.
Johanson, J., & Vahlne, J.-E. 2009. The Uppsala internationalization model revisited: From liability of foreignness to liability of outsidership. Journal of International Business Studies, 40 (9): 1411–1431.
Khanna, T., & Palepu, K. 2010. Winning in emerging markets. Cambridge, MA: Harvard Business School Press.
Kostova, T. 1999. Transnational transfer of strategic organizational practices: A contextual perspective. Academy of Management Review, 24 (2): 308–324.
Kostova, T., & Zaheer, S. 1999. Organizational legitimacy under conditions of complexity: The case of the multinational enterprise. Academy of Management Review, 24 (1): 64–81.
Krugman, P. 1991. Increasing returns and economic geography. Journal of Political Economy, 99 (3): 483–499.
Lane, P. J., & Lubatkin, M. 1998. Relative absorptive capacity and interorganizational learning. Strategic Management Journal, 19 (5): 461–478.
Lane, P. J., Salk, J. E., & Lyles, M. A. 2001. Absorptive capacity, learning, and performance in international joint ventures. Strategic Management Journal, 22 (12): 1139–1161.
Li, P.-Y., & Meyer, K. E. 2009. Contextualizing experience effects in international business: A study of ownership strategies. Journal of World Business, 44 (4): 370–382.
Li, S. 2004. Location and performance of foreign firms in China. Management International Review, 44 (2): 151–169.
Liker, J., Fruin, M., & Adler, P. S. 1999. Bringing Japanese management systems to the US: Transplantation or transformation? In J. Liker, M. Fruin, & P. Adler (Eds), Remade in America: Transplanting and transforming Japanese management systems: 3–38. New York: Cambridge University Press.
Linehan, M. 2000. Senior female international managers: Why so few? Burlington, VT: Ashgate Publishing.
Long, J. S. 1997. Regression models for categorical and limited dependent variables. Thousand Oaks, CA: Sage.
Lord, M. D., & Ranft, A. L. 2000. Organizational learning about new international markets: Exploring the internal transfer of local market knowledge. Journal of International Business Studies, 31 (4): 573–589.
Luo, Y., & Peng, M. W. 1999. Learning to compete in a transition economy: Experience, environment, and performance. Journal of International Business Studies, 30 (2): 269–296.
Manev, I. M., & Stevenson, W. B. 2001. Nationality, cultural distance and expatriate status: Effects on the managerial network in a multinational enterprise. Journal of International Business Studies, 32 (2): 285–303.
Mariotti, S., & Piscitello, L. 1995. Information costs and location of FDIs within the host country: Empirical evidence from Italy. Journal of International Business Studies, 26 (4): 815.
Marsden, P. 1990. Network data and measurement. Annual Review of Sociology, 16: 435–463.
Marshall, A. 1920. Principles of economics, (8th ed.). London: Macmillan.
McCann, B. T., & Folta, T. B. 2008. Location matters: Where we have been and where we might go in agglomeration research. Journal of Management, 34 (3): 532–565.
McFadden, D. 1974. Conditional logit analysis of qualitative choice behavior. In P. Zarembka (Ed.), Frontiers in econometrics: 105–142. New York: Academic Press.
Meyer, K. E., & Nguyen, H. V. 2005. Foreign investment strategies and sub-national institutions in emerging markets: Evidence from Vietnam. Journal of Management Studies, 42 (1): 63–93.
Meyer, K. E., & Peng, M. W. 2005. Probing theoretically into central and Eastern Europe: Transactions, resources and institutions. Journal of International Business Studies, 36 (6): 600–621.
Meyer, K. E., Estrin, S., Bhaumik, S. K., & Peng, M. W. 2009a. Institutions, resources, and entry strategies in emerging economies. Strategic Management Journal, 30 (1): 61–80.
Meyer, K. E., Wright, M., & Pruthi, S. 2009b. Managing knowledge in foreign entry strategies: A resource-based analysis. Strategic Management Journal, 30 (5): 557–574.
Miller, S. R., Thomas, D. E., Eden, L., & Hitt, M. 2008. Knee deep in the big muddy: The survival of emerging market firms in developed markets. Management International Review, 48 (6): 645–665.
Mitchell, W., Shaver, J. M., & Yeung, B. 1994. Foreign entrant survival and foreign market share: Canadian companies’ experience in United States medical sector markets. Strategic Management Journal, 15 (7): 555–567.
Nachum, L., & Wymbs, C. 2005. Product differentiation, external economies and MNE location choices: M&As in global cities. Journal of International Business Studies, 36 (4): 415–434.
Owen-Smith, J., & Powell, W. W. 2004. Knowledge networks as channels and conduits: The effects of spillovers in the Boston biotechnology community. Organization Science, 15 (1): 5–21.
Parkhe, A. 1991. Interfirm diversify, organizational learning and longevity in global strategic alliances. Journal of International Business Studies, 22 (4): 579–602.
Peng, M. W., Wang, D., & Jiang, Y. 2008. An institution-based view of international business strategy: A focus on emerging economies. Journal of International Business Studies, 39 (5): 920–936.
Pérez-Nordtvedt, L., Kedia, B. L., Datta, D. K., & Rasheed, A. A. 2008. Effectiveness and efficiency of cross-border knowledge transfer: An empirical examination. Journal of Management Studies, 45 (4): 714–744.
Polanyi, M. 1962. Personal knowledge. Chicago, IL: University of Chicago Press.
Porter, M. E. 1998. Clusters and the new economics of competition. Harvard Business Review, 76 (6): 77–90.
Pouder, R., & St John, C. H. 1996. Hot spots and blind spots: Geographical clusters of firms and innovation. Academy of Management Journal, 21 (4): 1192–1225.
Saxenian, A. 1994. Regional advantage. Cambridge, MA: Harvard University Press.
Shaver, J. M. 1998. Accounting for endogeneity when assessing strategy performance: Does entry mode choice affect FDI survival? Management Science, 44 (4): 571–585.
Shaver, J. M., & Flyer, F. 2000. Agglomeration economies, firm heterogeneity, and foreign direct investment in the United States. Strategic Management Journal, 21 (12): 1175–1193.
Shaver, J. M., Mitchell, W., & Yeung, B. 1997. The effect of own-firm and other-firm experience on foreign direct investment survival in the United States, 1987–92. Strategic Management Journal, 18 (10): 811–824.
Steensma, K., & Lyles, M. A. 2000. Explaining IJV survival in a transitional economy through social exchange and knowledge-based perspectives. Strategic Management Journal, 21 (8): 831–852.
Strange, R., Filatotchev, I., Lien, Y., & Piesse, J. 2009. Insider control and the FDI location decision: Evidence from firms investing in an emerging market. Management International Review, 49 (4): 433–454.
Szulanski, G. 1996. Exploring internal stickiness: Impediments to the transfer of best practice within the firm. Strategic Management Journal, 17 (special issue): 27–43.
Train, K. 1986. Qualitative choice analysis: Theory, econometrics, and an application to automobile demand. Cambridge, MA: MIT Press.
Tsui-Auch, L. S., & Möllering, G. 2010. Wary managers: Unfavorable environments, perceived vulnerability, and the development of trust in foreign enterprises in China. Journal of International Business Studies, 41 (6): 1016–1035.
Tung, R. L. 1998. American expatriates abroad: From neophytes to cosmopolitans. Journal of World Business, 33 (2): 125–144.
Wang, X., & Kanungo, R. N. 2004. Nationality, social network, and psychological well-being: Expatriates in China. International Journal of Human Resource Management, 15 (4): 775–793.
Wei, Y., Liu, X., Parker, D., & Vaidya, K. 1999. The regional distribution of foreign direct investment in China. Regional Studies, 33 (9): 857–867.
Wright, M., Filatotchev, I., Hoskisson, R. E., & Peng, M. W. 2005. Strategy research in emerging economies: Challenging the conventional wisdom. Journal of Management Studies, 42 (1): 1–33.
Zaheer, S. 1995. Overcoming the liability of foreignness. Academy of Management Journal, 38 (2): 341–363.
Acknowledgements
Earlier versions of this paper were presented at the Academy of International Business Annual Meeting and the European International Business Academy Annual Meeting. The authors wish to thank Hung Vo Nguyen for permission to use the data from Meyer and Nguyen (2005). The authors also thank Department Editor Myles Shaver, three anonymous reviewers, Biing-Shen Kuo, Jean-Hong Tang, and Tina Pedersen for their comments and suggestions.
Author information
Authors and Affiliations
Corresponding author
Additional information
Accepted by Myles Shaver, Consulting Editor, 19 November 2010. This paper has been with the authors for two revisions.
Rights and permissions
About this article
Cite this article
Tan, D., Meyer, K. Country-of-origin and industry FDI agglomeration of foreign investors in an emerging economy. J Int Bus Stud 42, 504–520 (2011). https://doi.org/10.1057/jibs.2011.4
Received:
Revised:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1057/jibs.2011.4