Abstract
We contrast the knowledge spillovers perspective, which focuses on the externalities that arise from locating in a cluster, with the social ties perspective, which emphasizes resource flow through ethnic connections, arguing that these factors differentially influence the location decisions of foreign and domestic entrants in the services-offshoring industry in India. We develop a typology of the capabilities involved in the offshoring of services and, using 108 location decisions across 11 city clusters, find that ethnic networks exert greater influence than cluster capabilities on location decisions, although, as expected, the effect is stronger and more widespread in the case of Indian rather than foreign firms.
Similar content being viewed by others
Notes
Offshored services are typically enabled by information technology and cover a broad swathe of administrative and technical work, such as business processes outsourcing, medical transcription, engineering design, and call-center services. We refer to this set of offshored services as “information-technology-enabled services” (ITES), a term that is commonly used in India to describe them.
We use the term “founder/affiliate CEO” to refer to the head of the entering firm. For domestic firms, this is the founder, who is typically also the CEO of the new firm. For foreign firms, this person is typically the first CEO or managing director of the new Indian affiliate.
The conditional logit assumes the independence of irrelevant alternatives (IIA). This means that adding or deleting an alternative, in our case a city cluster, does not affect the odds of selecting an alternative among the remaining alternatives. The results of the Hausman–McFadden (1984) test for our model indicated that two of the cities violated IIA. However, Cheng and Long (2005) show that the Hausman–McFadden test has poor size properties, especially for small samples, and conclude that this test is not useful for assessing violations of the IIA property. In writing about the tests for IIA, Long and Freese (2006: 244) conclude by saying that “we do not encourage their use.” Instead, Long and Freese (2006) hark back to McFadden (1974), and suggest that conditional logit models should be used in cases where the alternatives can be assumed to be distinct in the eyes of decision-makers. Because our sample size is small and the clusters are clearly distinct, we use the conditional logit model in our analyses.
The likelihood ratio test statistic evaluates whether the estimated branch-specific parameters in the nested logit estimation are equal to zero (null hypothesis). If the null hypothesis that the parameters are zero cannot be rejected, then the nested logit estimation is not appropriate for this model, and the conditional logit should be used. The statistic shows that the null hypothesis cannot be rejected. This lends additional support to our use of the conditional logit estimation.
References
Aldrich, H. 1999. Organizations evolving. Thousand Oaks, CA: Sage.
Almeida, P., & Kogut, B. 1999. Localization of knowledge and the mobility of engineers in regional networks. Management Science, 45 (7): 905–918.
Amabile, T. M. 1998. How to kill creativity. Harvard Business Review, 76 (5): 76–87.
Audretsch, D. B., & Feldman, M. P. 1996. R&D spillovers and the geography of innovation and production. American Economic Review, 86 (3): 630–640.
Bartik, T. J. 1985. Business location decisions in the United States: Estimates of the effects of unionization, taxes and other characteristics of states. Journal of Business & Economic Statistics, 3 (1): 14–22.
Bartlett, C. A., & Ghoshal, S. 1989. Managing across borders. Boston, MA: Harvard Business School Press.
Batjargal, B., & Liu, M. M. 2004. Entrepreneurs' access to private equity in China: The role of social capital. Organization Science, 15 (2): 159–172.
Blau, P. M., Blum, T. C., & Schwartz, J. E. 1982. Heterogeneity and intermarriage. American Sociological Review, 47 (1): 45–62.
Branstetter, L. 2001. Are knowledge spillovers international or intranational in scope? Microeconometric evidence from the US and Japan. Journal of International Economics, 53 (1): 53–79.
Breschi, S., & Lissoni, F. 2001. Knowledge spillovers and local innovation systems: A critical survey. Industrial & Corporate Change, 10 (4): 975–1005.
Canina, L., Enz, C. A., & Harrison, J. S. 2005. Agglomeration effects and strategic orientations: Evidence from the US lodging industry. Academy of Management Journal, 48 (4): 565–581.
Carlton, D. W. 1983. The location and employment choices of new firms: An econometric model with discrete and continuous endogenous variables. Review of Economics and Statistics, 65 (3): 440–449.
Cheng, S., & Long, J. S. 2005. Testing for the IIA in the multinomial logit model. Working Paper, University of Connecticut.
Coval, J. D., & Moskowitz, T. J. 2001. The geography of investment: Informed trading and asset prices. Journal of Political Economy, 109 (4): 811–842.
Dossani, R., & Kenney, M. 2003. Went for cost, stayed for quality? Moving the back office to India. Working Paper, Asia/Pacific Research Center, Stanford University.
Feldman, M. P., & Florida, R. 1994. The geographic sources of innovation: Technological infrastructure and product innovation in the United States. Annals of the Association of American Geographers, 84 (2): 210–229.
Feldman, M. S., & Pentland, B. T. 2003. Reconceptualizing organizational routines as a source of flexibility and change. Administrative Science Quarterly, 48 (1): 94–118.
Florida, R. 2004. The rise of the creative class: And how it's transforming work, leisure, community and everyday life. New York: Basic Books.
Folta, T. B., Cooper, A. C., & Baik, Y.-S. 2006. Geographic cluster size and firm performance. Journal of Business Venturing, 21 (2): 217–242.
Gopal, A., Sivaramakrishnan, K., Krishnan, M. S., & Mukhopadhyay, T. 2003. Contracts in offshore software development: An empirical analysis. Management Science, 49 (12): 1671–1683.
Granovetter, M. 1985. Economic action and social structure: The problem of embeddedness. American Journal of Sociology, 91 (3): 481–510.
Grinblatt, M., & Keloharju, M. 2001. How distance, language and culture influence stockholdings and trades. Journal of Finance, 56 (3): 1053–1073.
Gulati, R., & Higgins, M. C. 2003. Which ties matter when? The contingent effects of interorganizational partnerships on IPO success. Strategic Management Journal, 24 (2): 127–144.
Hausman, J., & McFadden, D. 1984. Specification tests for the multinomial logit model. Econometrica, 52 (5): 1219–1240.
Head, K., Ries, J. C., & Swenson, D. L. 1995. Agglomeration benefits and location choice: Evidence from Japanese manufacturing investments in the United States. Journal of International Economics, 38 (3–4): 223–247.
Hymer, S. H. 1976. The international operations of national firms: A study of direct investment. Cambridge, MA: MIT Press, (previously unpublished doctoral dissertation, 1960).
ICSIES. 2007. Information center of the society for Indo-European studies. University of Frankfurt. http://titus.fkidg1.uni-frankfurt.de/didact/karten/indi/indicm.htm.
Jaffe, A., Trajtenberg, M., & Henderson, R. 1993. Geographic localization of knowledge spillovers as evidenced by patent citations. Quarterly Journal of Economics, 63 (3): 577–598.
Kalnins, A., & Chung, W. 2006. Social capital, geography, and survival: Gujarati immigrant entrepreneurs in the US lodging industry. Management Science, 52 (2): 233–247.
Keller, W. 2002. Geographic localization of international technology diffusion. American Economic Review, 92 (1): 120–143.
Kenney, M. 2003. Introduction. In M. Kenney & R. Florida (Eds), Locating global advantage: Industry dynamics in the international economy: 1–17. Palo Alto, CA: Stanford University Press.
Kenney, M., & Goe, W. R. 2004. The role of social embeddedness in professorial entrepreneurship: A comparison of electrical engineering and computer science at UC Berkeley and Stanford. Research Policy, 33 (5): 691–707.
Khanna, T., & Palepu, K. 1997. Why focused strategies may be wrong for emerging markets. Harvard Business Review, 75 (4): 41–51.
Larson, A., & Starr, J. 1993. A network model of organizational formation. Entrepreneurship: Theory and Practice, 17 (2): 5–15.
Liao, J., & Welsch, H. 2003. Social capital and entrepreneurial growth aspiration: A comparison of technology- and non-technology-based nascent entrepreneurs. Journal of High Technology Management Research, 14 (1): 149–170.
Long, J. S., & Freese, J. 2006. Regression models for categorical dependent variables using Stata, (2nd ed.). College Station, TX: Stata Press.
Marshall, A. 1920. Principles of economics. London: Macmillan.
Maskell, P. 2001. Towards a knowledge-based theory of the geographical cluster. Industrial and Corporate Change, 10 (4): 921–943.
McFadden, D. 1974. Conditional logit analysis of qualitative choice behavior. In P. Zarembka (Ed.), Frontiers in econometrics: 105–142. New York: Academic Press.
McPherson, M., Smith-Lovin, L., & Cook, J. M. 2001. Birds of a feather: Homophily in social networks. Annual Review of Sociology, 27: 415–444.
Murtha, T., Lenway, S. A., & Hart, J. 2001. Managing new industry creation. Stanford, CA: Stanford University Press.
Nachum, L., & Zaheer, S. 2005. The persistence of distance? The impact of technology on MNE motivations for foreign investment. Strategic Management Journal, 26 (8): 747–767.
Nanda, R., & Khanna, T. 2007. Diasporas and domestic entrepreneurs: Evidence from the Indian software industry, Working Paper, Harvard Business School, Boston, MA.
Porter, M. 1990. The competitive advantage of nations. New York: Free Press.
Ramamurti, R. 2004. Developing countries and MNEs: Extending and enriching the research agenda. Journal of International Business Studies, 35 (4): 277–283.
Romanelli, E., & Khessina, O. M. 2005. Regional industrial identity: Cluster configuration and economic development. Organization Science, 16 (4): 344–358.
Rosenzweig, P., & Singh, J. 1991. Organizational environments and the multinational enterprise. Academy of Management Review, 16 (2): 340–361.
Saxenian, A. 1994. Regional advantage. Cambridge, MA: Harvard University Press.
Saxenian, A. 2005. From brain drain to brain circulation: Transnational communities and regional upgrading in India and China. Studies in Comparative International Development, 40 (2): 35–61.
Shaver, J. M. 1998. Do foreign-owned and US-owned establishments exhibit the same location pattern in US manufacturing industries? Journal of International Business Studies, 29 (3): 469–492.
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.
Siqueira, A. C. O. 2007. Entrepreneurship and ethnicity: The role of human capital and family social capital. Journal of Developmental Entrepreneurship, 12 (1): 31–46.
Smith, D. F., & Florida, R. 1994. Agglomeration and industrial location: An econometric analysis of Japanese-affiliated manufacturing establishments in automotive-related industries. Journal of Urban Economics, 36 (1): 23–41.
Spencer, J. W. 2003. Firms' knowledge sharing strategies in the global innovation system: Empirical evidence from the flat panel display industry. Strategic Management Journal, 24 (3): 217–233.
Srinivasan, T. N. 2005. Information-technology-enabled services and India's growth prospects, Working Paper, Brookings Institution, available online at http://muse.jhu.edu/journals/brookings_trade_forum/toc/btf2005.1.html.
Steier, L., & Greenwood, R. 2000. Entrepreneurship and the evolution of angel financial networks. Organization Studies, 21 (1): 163–192.
Stinchcombe, A. L. 1965. Social structures and organizations. In J. G. March (Ed.), Handbook of organizations: 142–193. Chicago: Rand McNally.
Storper, M., & Venables, A. J. 2004. Buzz: Face-to-face contact and the urban economy. Journal of Economic Geography, 4 (4): 351–370.
Tallman, S., & Phene, A. 2007. Leveraging knowledge across geographic boundaries. Organization Science, 18 (2): 252–260.
Westney, E. 1993. Institutionalization theory and the MNE. In S. Ghoshal & E. Westney (Eds), Organization theory and the multinational corporation: 53–76. New York: St Martin's Press.
Zaheer, S. 1995. Overcoming the liability of foreignness. Academy of Management Journal, 38 (2): 341–363.
Zaheer, S., & Manrakhan, S. 2001. Concentration and dispersion in global industries: Remote electronic access and the location of economic activities. Journal of International Business Studies, 32 (4): 667–686.
Zhou, Y. 1996. Inter-firm linkages, ethnic networks, and territorial agglomeration: Chinese computer firms in Los Angeles. Papers in Regional Science, 75 (3): 265–291.
Acknowledgements
Earlier versions of this paper were presented at the Duke Conference on Offshoring, at an Academy of Management symposium, and at a special issue paper development workshop at the Academy of International Business, as well as at a Strategic Management Research Center workshop at the Carlson School of Management. We also thank Aks Zaheer and the Special Issue editors and reviewers for their comments and suggestions.
Author information
Authors and Affiliations
Corresponding author
Additional information
Accepted by Martin Kenney and Silvia Massini, Guest Editors, 16 July 2008. This paper has been with the authors for three revisions.
Rights and permissions
About this article
Cite this article
Zaheer, S., Lamin, A. & Subramani, M. Cluster capabilities or ethnic ties? Location choice by foreign and domestic entrants in the services offshoring industry in India. J Int Bus Stud 40, 944–968 (2009). https://doi.org/10.1057/jibs.2008.91
Received:
Revised:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1057/jibs.2008.91