International market selection and subsidiary performance : A neural network approach

How should multinational enterprises (MNEs) select international markets? We develop a model of international market selection that adds firm-specific advantages and transaction cost considerations to previously explored target market factors based on Dunning's Eclectic Framework. Results obtained using neural network (NN) analysis indicates that our model has strong predictive power in explaining international market selection. Further tests show that firms selecting international markets predicted by the model reported significantly higher subsidiary performance relative to firms whose investments were not predicted by the model. Our results provide strong initial evidence that a firm-level strategic approach to international market selection facilitates MNE success.

[1]  Nitish Singh,et al.  Explaining the Growth of E-Commerce Corporations (ECCs): An Extension and Application of the Eclectic Paradigm , 2002 .

[2]  Keith D. Brouthers,et al.  Transaction cost-enhanced entry mode choices and firm performance. , 2003 .

[3]  Christopher M. Bishop,et al.  Neural Network for Pattern Recognition , 1995 .

[4]  A. Madhok COST, VALUE AND FOREIGN MARKET ENTRY MODE: THE TRANSACTION AND THE FIRM , 1997 .

[5]  Keith D. Brouthers,et al.  Institutional, cultural and transaction cost influences on entry mode choice and performance , 2002 .

[6]  S. Cavusgil,et al.  Measuring the potential of emerging markets: An indexing approach , 1997 .

[7]  R. Narula,et al.  Industrial Development, Globalization and Multinational Enterprises: New Realities for Developing Countries , 2000 .

[8]  Christos Pantzalis,et al.  Does Location Matter? An Empirical Analysis of Geographic Scope and MNC Market Valuation , 2001 .

[9]  Geoffrey E. Hinton,et al.  Learning internal representations by error propagation , 1986 .

[10]  W. Dugger The Economic Institutions of Capitalism , 1987 .

[11]  Chekitan S. Dev,et al.  Choice Between Non-Equity Entry Modes: An Organizational Capability Perspective , 2002 .

[12]  Ramesh Sharda,et al.  Neural Networks for the MS/OR Analyst: An Application Bibliography , 1994 .

[13]  Antonie Stam,et al.  An Interactive Multicriteria Approach to Identifying Potential Foreign Markets , 1994 .

[14]  P. M. Podsakoff,et al.  Self-Reports in Organizational Research: Problems and Prospects , 1986 .

[15]  P. Beamish,et al.  Local Ownership Restrictions, Entry Mode Choice, and FDI Performance: Japanese Overseas Subsidiaries in Asia , 1998 .

[16]  T. Kostova Transnational Transfer of Strategic Organizational Practices: A Contextual Perspective , 1999 .

[17]  Kevin Au,et al.  How MNCs Choose Entry Modes and Form Alliances: The China Experience , 1997 .

[18]  S. Cavusgil,et al.  Marketing Strategy-Performance Relationship: An Investigation of the Empirical Link in Export Market Ventures , 1994 .

[19]  S. Ramaswami,et al.  Choice of Foreign Market Entry Mode: Impact of Ownership, Location and Internalization Factors , 1992 .

[20]  Michael H. Kutner Applied Linear Statistical Models , 1974 .

[21]  J. Dunning The Eclectic Paradigm of International Production: A Restatement and Some Possible Extensions , 1988 .

[22]  Steve Werner,et al.  Is Dunning's Eclectic Framework Descriptive Or Normative? , 1999 .

[23]  Tong Heng Lee,et al.  Geometrical interpretation and architecture selection of MLP , 2005, IEEE Transactions on Neural Networks.

[24]  Nicolas Papadopoulos,et al.  INVENTORY, TAXONOMY AND ASSESSMENT OF METHODS FOR INTERNATIONAL MARKET SELECTION , 1988 .

[25]  Chung-Ming Lau,et al.  Asset-Exploitation Versus Asset-Seeking: Implications for Location Choice of Foreign Direct Investment from Newly Industrialized Economies , 2002 .

[26]  Kim R. Robertson,et al.  Evaluating international markets , 2000 .

[27]  David J. Spiegelhalter,et al.  Machine Learning, Neural and Statistical Classification , 2009 .

[28]  James L. McClelland,et al.  Parallel distributed processing: explorations in the microstructure of cognition, vol. 1: foundations , 1986 .

[29]  James R. Brown,et al.  Broadening the foreign market entry mode decision: separating ownership and control , 2003 .

[30]  S. Paliwoda,et al.  Dimensionalizing international market entry mode choice , 1997 .

[31]  H. Guterman,et al.  Knowledge extraction from artificial neural network models , 1997, 1997 IEEE International Conference on Systems, Man, and Cybernetics. Computational Cybernetics and Simulation.

[32]  David A. Griffith,et al.  The performance implications of strategic fit of relational norm governance strategies in global supply chain relationships , 2005 .

[33]  L. Rips,et al.  The Psychology of Survey Response , 2000 .

[34]  George A. Marcoulides,et al.  Multivariate Statistical Methods: A First Course , 1997 .

[35]  Srilata Zaheer Overcoming the Liability of Foreignness , 1995 .

[36]  J. Dunning Location and the multinational enterprise: A neglected factor? , 1998 .

[37]  Richard L. Priem,et al.  Is the Resource-Based “View” a Useful Perspective for Strategic Management Research? , 2001 .

[38]  Globalisation and Development: New Evidence from Central and Eastern Europe , 2002 .

[39]  V. Kumar,et al.  A contingency framework for the mode of entry decision , 1997 .

[40]  J. G. Skellam,et al.  Multivariate Statistical Analysis for Biologists , 1965 .

[41]  Tracy W. Murray,et al.  The Handbook of international business , 1982 .

[42]  D. Sethi,et al.  Trends in foreign direct investment flows: a theoretical and empirical analysis , 2003 .

[43]  J. Slocum,et al.  Individual differences and expatriate assignment effectiveness: The case of U.S.-based Korean expatriates , 2008 .

[44]  J. Papastavrou,et al.  Accounting for Endogeneity When Assessing Strategy Performance: Does Entry Mode Choice Affect Fdi Survival , 1998 .

[45]  J. Hair Multivariate data analysis , 1972 .

[46]  Keith D. Brouthers,et al.  Boundaries of the Firm: Insights From International Entry Mode Research , 2007 .

[47]  Scott B. MacKenzie,et al.  Common method biases in behavioral research: a critical review of the literature and recommended remedies. , 2003, The Journal of applied psychology.

[48]  C. Hill Cooperation, Opportunism, and the Invisible Hand: Implications for Transaction Cost Theory , 1990 .

[49]  Y. Alex Tung,et al.  Using Neural Network Analysis to Uncover the Trace Effects of National Culture , 2000 .

[50]  S. Tamer Cavusgil,et al.  The Impact of Strategic Fit among Strategy, Structure, and Processes on Multinational Corporation Performance: A Multimethod Assessment , 2006 .

[51]  R. Narula,et al.  The Eclectic Paradigm in the Global Economy , 2001 .

[52]  J. M. Geringer,et al.  Measuring Performance of International Joint Ventures , 1991 .

[53]  Roger J. Calantone,et al.  Artificial Neural Network Decision Support Systems for New Product Development Project Selection , 2000 .

[54]  Ramanathan Gnanadesikan,et al.  Methods for statistical data analysis of multivariate observations , 1977, A Wiley publication in applied statistics.

[55]  L. Brouthers,et al.  Product Stereotypes, Strategy and Performance Satisfaction: The Case of Chinese Exporters , 2002 .

[56]  D. R. Thomas,et al.  Toward a tradeoff model for international market selection , 2002 .

[57]  Brian D. Ripley,et al.  Pattern Recognition and Neural Networks , 1996 .

[58]  Huan Liu,et al.  Book review: Machine Learning, Neural and Statistical Classification Edited by D. Michie, D.J. Spiegelhalter and C.C. Taylor (Ellis Horwood Limited, 1994) , 1996, SGAR.

[59]  Taewon Suh,et al.  Transaction cost determinants and ownership-based entry mode choice: a meta-analytical review , 2004 .

[60]  J. Dunning Reappraising the Eclectic Paradigm in an Age of Alliance Capitalism , 1995 .

[61]  Frederick T. Knickerbocker Oligopolistic Reaction and Multinational Enterprise , 1973 .

[62]  C. Craig,et al.  Advances in international marketing , 1992 .

[63]  Gregory G. Dess,et al.  Measuring organizational performance in the absence of objective measures: The case of the privately-held firm and conglomerate business unit , 1984 .

[64]  John H. Dunning,et al.  The Eclectic (OLI) Paradigm of International Production: Past, Present and Future , 2001 .

[65]  C. K. Prahalad,et al.  Do you really have a global strategy , 1985 .

[66]  Arvind Parkhe Strategic Alliance Structuring: A Game Theoretic and Transaction Cost Examination of Interfirm Cooperation , 1993 .

[67]  L. Brouthers,et al.  The Role of Systematic International Market Selection on Small Firms’ Export Performance , 2005 .