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Dispersion of Internationalization and Firm Performance: a Contextualist Three-Stage Model Pham Hoanh Son Nguyen Assistant Professor in Strategy – Groupe ESC Clermont ABSTRACT The academic interest in the relationship between Internationalization and Performance (RIP) has grown steadily during the last four decades. Based on different theories and methodological approaches, researchers propose and confirm empirically RIP of various natures. Consequently, they have developed various alternative approaches to model RIP such as negative, positive and linear, positive and negative simultaneously, indeterminate, U standard and U inverted. In this context, the three-stage model of Lu and Beamish (2004) and Contractor, Kundu and Hsu (2003), emerges as an integrator model capable of reconciling other efforts to model RIP. However, this integrator model has, in our point of view, two limitations: (1) the absence of the context of internationalization, in particular, the cultural and institutional environment in the theoretical analysis and development; (2) the inability to show the nature of the impact of dispersion of internationalization on performance. To overcome these limitations, we propose, in this work, to use the dispersion of internationalization as a vector by which the context of internationalization is incorporated into the analysis on the impact of degree of internationalization on performance. This research, based on a sample of 69 large international French enterprises over 7 years, 2001-2007, contributes to RIP research by providing the following new theoretical, empirical and methodological elements: (i) the three-stage model applies not only to the relationships between the breadth of internationalization and performance, or the depth of internationalization and performance, but also to the dispersion of internationalization and performance; (ii) it is not only the degree of internationalization itself that explains the firm’s performance but also the context of internationalization. RESUME L’intérêt académique portant sur la relation internationalisation-performance (RIP) n’a cessé de croître depuis quatre décennies. S’appuyant sur des démarches méthodologiques et des théories différentes, les chercheurs proposent et confirment empiriquement des relations de nature diverse entre l’internationalisation et la performance. Par conséquent, différentes approches alternatives pour modéliser la RIP, telles que les modèles négatif, positif et linéaire, U standard, U inversé, se sont développées. Dans ce contexte, le modèle à trois étapes en S horizontal de Lu et Beamish (2004) et de Contractor, Kundu et Hsu (2003) émerge comme un modèle intégrateur susceptible de réconcilier d’autres efforts de modéliser la RIP. Pourtant, ce modèle intégrateur présente, de notre point de vue, deux limites : (1) l’absence du contexte de l’internationalisation, plus particulièrement, l’environnement institutionnel et culturel dans l’analyse et le développement théorique; (2) l’incapacité de montrer la nature de l’impact de la dispersion d’internationalisation sur la performance. Pour surmonter ces deux limites, nous proposons, dans ce travail, d’utiliser la dispersion d’internationalisation comme un vecteur par lequel le contexte d’internationalisation est intégré à l’analyse sur l’impact du degré d’internationalisation sur la performance. Cette recherche, s’appuyant sur un échantillon de 69 grandes entreprises internationales françaises pour la période 2001-2007, contribue à la recherche sur la RIP en apportant les nouveaux éléments méthodologiques, théoriques et empiriques suivants : (i) le modèle général à trois étapes s’applique non seulement aux relations largeur d’internationalisation-performance ou profondeur d’internationalisation-performance, mais aussi à celle entre dispersion d’internationalisation et performance ; (ii) ce n’est pas seulement le degré d’internationalisation lui-même qui explique la performance mais aussi le contexte d’internationalisation. Keywords/ Mots-clés: Dispersion, Degree of Internationalization, Context of Internationalization, Performance/ Dispersion, Degré d’Internationalisation, Contexte d’Internationalisation, Performance Dispersion of Internationalization and Firm Performance: a Contextualist Three-Stage Model 1. INTRODUCTION What is the nature of the Relationship between Internationalization and Performance (RIP)? This question, though debated during the last four decades, still remains far from being conclusive (Glaum and Oesterle, 2007). Thirty-six years after the pioneer work of Vernon (1971), Contractor, in an evolutionary and multi-stage theory of internationalization, concludes that “…International business is good for companies…” (Contractor, 2007; p. 471), while Hennart, through a transaction cost lens, proves conceptually the non-existence of direct impact of internationalization on performance (Hennart, 2007). Beyond these two contradictory answers, other prior efforts to examine RIP, whose the volume is increasing dramatically (Werner, 2002), exceeding the threshold of 111 in 2011 (Kirca et al., 2011), also propose other models such as negative (Tallman, Geringer and Olsen, 2004; Siddharthan and Lall, 1982), positive but with diminishing returns (Gomes and Ramaswamy, 1999), U-shaped (Contractor, Kumar and Kundu, 2007 ; Ruigrok and Wagner, 2003), inverted U-shaped (Bouquet, Morrison and Birkinshaw, 2009 ; Daniels and Bracker, 1989). In front of this state, at the same time extremely well developed and confused, of RIP literature, Contractor, Kundu and Hsu, in their article “A three-stage theory of international expansion : the link between multinationality and performance in the service sector », published in the Journal of International Business Studies in 2003, offered an excellent service to the field by proposing and confirming empirically the horizontal S-curve hypothesis: RIP is non linear, with the slope negative at low levels of internationalization, positive at medium levels of internationalization and negative at high levels of internationalization. Almost in parallel, Lu and Beamish, in their work entitled “International diversification and firm performance: the S-curve hypothesis », published in the Academy of Management Journal in 2004, also developed a unified three-stage model (Lu and Beamish, 2004). Together, these authors try to interpret their model as a general/integrator model capable of reconciling the other efforts to model RIP (Contractor, 2007). And this seems to satisfy many researchers interested in RIP. Nevertheless, this model, in our point of view, has two shortcomings. The first is in terms of the theoretical base, that is the absence of the context of internationalization, in particular, that of cultural and institutional environment in the conception of the central and 1 independent variable – internationalization. This variable is indeed conceived in the threestage model (Lu and Beamish, 2004; Contractor et al., 2003) as a juxtaposition of various strict degrees (or contents) of internationalization. This continuum thus created cannot say anything about the contexts in which the various degrees of internationalization are achieved. And yet, the context is non neutral towards the relationship between the degree of internationalization and the firm performance; and its integration into the conception of the variable Internationalization should enable us to construct different international strategies, each with its own impacts on the firm performance. Indeed, Vachani, taking into account the non-neutrality of cultural, economic and geographic proximities towards the exploitation of intangible assets and the minimization of management costs, argued that “it is important to distinguish between related and unrelated international geographic diversification”(Vachani, 1991; p. 308). While the former is “the dispersion of a multinational‟s activities across countries within a relatively homogeneous cluster of countries”, the latter is “the dispersion of the multinational‟s activities across heterogeneous geographic regions” (Vachani, 1991; p. 307; 308). These two strategies have been empirically and more or less explicitly proven to have different impacts on performance (Ramirez-Aleson and Espitia-Escuer, 2001; Gomes and Ramaswamy, 1999). More recently, Qian, Li, Li and Qian (2008), Li (2005), inspired by the research of Rugman and his colleagues on the predominance of regionalization (Rugman, 2005; Rugman and Brain, 2003; Rugman and Girod, 2003), have also contributed to highlight the importance of the context of internationalization by discussing the influence on performance of an international strategy oriented towards the home region of the firm. In short, it is not only the strict degree of international investments itself that explains the firm’s performance, but also the context in which these investments are engaged. Consequently, once Contractor et al. (2003), Lu and Beamish (2004) have constructed Internationalization in such an acontextual manner, they make their three-stage model unable to show the joint impact of the context and the degree of internationalization on performance, and therefore restrict its theoretical and managerial scope. The second shortcoming is the partial nature of the empirical results raised by the way in which the authors operationalize Internationalization. This three-stage model, though specifying the nature of the relationship between the breadth (geographic scope), the depth (degree of international commitments) of internationalization and the firm’s performance, is unable to clarify the impact of the dispersion of internationalization on performance. Yet the latter reflects the way firms deploy their international commitments across their geographic scope and whether these commitments are distributed in a balanced way across many 2 heterogeneous clusters of countries or, on the contrary, are concentrated in relatively homogeneous countries within their home cluster of countries. To measure Internationalization, Contractor et al. (2003) indeed constructed a composite index that is the eigenvector-weighted sum of the three ratios representing the degree of the firm’s international commitments: FSTS (foreign sales/total sales), FETE (number of foreign employees/number of total employees) and FOTO (number of foreign offices/number of total offices). Accordingly, their multi- stage model is restricted only to describe the impact of the depth of internationalization on performance. Similarly, following the procedures of Sanders and Carpenter (1998), Lu and Beamish (2004) developed a two-component index which, based on the number of host countries and the number of foreign subsidiaries, represents the geographic scope of firms’ international engagements. As a result, their model describes not the relationship between internationalization and performance, but that between the breadth of internationalization and performance. Thus, the horizontal S-curve model is silent on the impact of the dispersion of internationalization on performance. It’s from these omissions that we start to develop our research. Indeed, to overcome the two shortcomings of the three-stage model (Lu and Beamish, 2004; Contractor et al., 2003), we propose, in this work, to use the dispersion of internationalization as a vector by which the context of internationalization is incorporated into the analysis on the impact of the degree of internationalization on performance. In particular, we study the joint and three-stage effects of the degree and of the context of internationalization on the firm’s performance, through three patterns of the dispersion of internationalization - concentration, moderate dispersion and global dispersion - which are the results of combinations between various degrees and contexts of internationalization. This research, based on a sample of 69 large international French enterprises over seven years, 2001-2007, is structured as follows. First, we examine in the next section previous research on RIP to show the current state of the literature, in particular, the advances and limitations of various approaches to model the relationship. Second, to develop our research hypothesis, we analyze how the benefits and the costs related to internationalization change each time the firm shifts from one pattern of internationalization dispersion to another. Then, we present and discuss successively the methodology, the database elaboration and the results of regression analysis. Finally, we specify the contributions and the implications of this research as well as its limitations and avenues for future research. 3 2. PREVIOUS RESEARCH ON THE RIP The academic interest in RIP has grown steadily during the last four decades. So far, more than one hundred works have been devoted to examining RIP by worldwide researchers (Kirca et al., 2011; Ruigrok et al., 2007). Based on different theories and methodological approaches, researchers propose and confirm empirically various sorts of RIP. Consequently, they have developed various alternative approaches to model the relationship such as: Indeterminate: Revealed for the first time by Horst (1972), the thesis of the nonexistence of RIP was then confirmed by Dunning (1985) and Kumar (1984). Together, they suggested that it is impossible to distinguish multinational firms from non-multinationals on the basis of net profits (Horst, 1972), and that internationalization has no impact on performance (Sambharya, 1995). Negative: In their study of 101 U.S. enterprises, Michel and Shaked (1986) compare risk-adjusted profitability of multinational enterprises (MNEs) with that of domestic enterprises (DMEs), and find that profitability is higher for the latter than for the former. Similarly, Majocchi and Zucchella (2003), Collins (1990), Siddharthan and Lall (1982) agree on the fact that internationalization is negatively associated with the firm’s performance. Positive and linear: Focusing only on the benefits of internationalization such as sales increase and economies of scale, Vernon (1971) defends and confirms empirically the proposition that the performance of MNEs is higher than that of DMEs. This statement is further strengthened by Tallman and Li (1996), Grant (1987), Miller and Pras (1980), who all worked on British and American firms. The unique study based on a sample of French enterprises of Riahi-Belkaaoui (1996) also gives credibility to the thesis of Vernon (1971). Positive but with diminishing returns: Drawing on the theories of incremental internationalization (Johanson and Vahlne, 1977) and of transaction costs (Williamson, 1985, 1975), Gomes and Ramaswamy (1999) suggest a curvilinear relationship between internationalization and performance. In the initial stages of internationalization, performance increases thanks to the profits generated by the choices of location. However, once internationalization exceeds a certain threshold, performance decreases because of the acceleration of transaction costs. Internationalization continues to have a positive but lower impact than initially. Positive and negative simultaneously: Through an internalization theory lens, Goerzen and Beamish (2003) argue that the traditional concept of geographic scope should be divided into two related, but more precise, elements of international asset dispersion and country environment diversity. And they confirm empirically that each of these two elements forms a 4 special relationship with the firm’s performance: a positive relationship between international asset dispersion and performance, and, on the contrary, a negative relationship between country environment diversity and performance. These results reinforce the ambivalence of RIP previously raised by Geringer, Tallman and Olsen (2000). U standard model: From an organizational learning perspective (Argyris and Schon, 1978), Ruigrok and Wagner (2003) examine the international evolution of 84 German enterprises and its impact on performance. And they observe a U-shaped relationship. The first steps towards becoming an international player require significant costs associated with installation and implementation of subsidiaries while the benefits acquired are still modest. Therefore, the firm’s performance decreases. However, over time, the firm learns and accumulates international experience, allowing it to operate effectively and thus to improve its performance. Contractor et al. (2007), Capar and Kotabe (2003) also share the same point of view with these two authors. Inverted-U model: This model was proposed for the first time in the late 1980s by Daniels and Bracker (1989) and Geringer, Beamish and daCosta (1989). The main argument developed is the principle of the internationalization threshold according to which geographic diversification allows the firm to enhance its performance up to a point beyond which global complexity and transaction costs start to surpass the advantages of even further international expansion. Despite the criticisms on its deterministic nature, this model has always been reinforced by the results of the studies in the 1990s and 2000s. To name a few: Qian et al. (2008) and Hitt et al. (1997). Three-stage model: Sullivan (1994), one of the precursors of the horizontal S-curve model, refutes the principle of the internationalization threshold (Daniels and Bracker, 1989; Geringer et al., 1989) by pointing out its static and undifferentiated nature. Instead, leaning on his statistical analysis and through an organizational evolution theory lens (Tushman and Romanelli, 1985), he suggests that RIP “is characterized by at least one, if not a series, of ‘convergence, decline, reorientation, convergence’ cycle” (Sullivan, 1994). Thus, Sullivan (1994) establishes the very first foundation of the three-stage or horizontal S-curve model that is later developed and defended by Lu and Beamish (2004), Contractor et al. (2003). These researchers try to interpret the three-stage model as a general model that could resolve the inconsistency of empirical results in the literature. Overall, thanks to previous studies, RIP has become a very well developed field of research. However, their theoretical foundations and empirical results are highly inconsistent and even contradictory. In this context, the three-stage model of Lu and Beamish (2004) and 5 Contractor et al. (2003) emerges as an integrator model capable of reconciling other efforts to model RIP. However, this integrator model has, as discussed above, two limitations: (i) The absence of the context of internationalization, in particular, the cultural and institutional environment in the theoretical analysis and development; (ii) the inability to show the nature of the impact of dispersion of internationalization on performance. To overcome these two shortcomings, our first step is, in the next section, to develop theoretically how the various combinations between diverse degrees and contexts of internationalization represented by the three patterns of internationalization dispersion affect the firm’s performance. 3. THEORETICAL FOUNDATION AND HYPOTHESIS DEVELOPMENT Examining the impact of internationalization on performance consists essentially in analysing how the benefits and the costs change across stages of international expansion (Kumar and Singh, 2008; Lu and Beamish, 2004; Contractor et al. 2003; Ruigrok and Wagner, 2003; Gomes and Ramaswamy, 1999). According to Lu and Beamish (2004), Contractor et al. (2003), geographic diversification provides firms with two types of benefits: (i) exploration benefits such as the acquisition and development of resources, knowledge and competences through learning in complex and varied environments (Hitt, Hoskisson and Kim, 1997); (ii) exploitation benefits such as economies of scale and scope (Caves, 1996), the extension of product life cycle, the exploitation of firms’ intangible assets and products on a global scale (Buckley, 1988; Vernon, 1966), the exploitation of location advantages (Dunning 1980; 1988), the arbitrage of differences in input and output markets (Hennart, 1982), the reduction of fluctuations in revenue (Kim, Hwang and Burgers, 1993) and the construction of global market power (Kogut, 1985). Concerning the costs of internationalization, three series have been identified: (a) the transaction costs (Williamson, 1985; 1975); (b) the liabilities and the costs of newness (Stinchcombe, 1965); (c) the liabilities and the costs of foreignness (Daamen, Hennart, Kim and Park, 2007; Hymer, 1976; 1970). By adopting this approach of analysis, we examine, in the next section, how this benefit and cost structure changes each time the firm shifts from one internationalization dispersion pattern to another. A firm decides to start its international activities if and only if the benefits generated are greater than the investment costs. While the latter are immediate, the former often come later. We argue that one possible solution to balance the benefit-cost structure from the beginning is to concentrate the firm’s first international commitments in locations within its home cluster of countries. 6 Concentrating its first international commitments in such a way provides the firm with market familiarity (Eramilli, 1991; Davidson, 1983) due to the similarities in terms of competitive environment, institutions, working attitudes, cultures and demands shared between countries within the same cultural cluster (Ronen and Shenkar, 1985; House, Hanges, Javidan, Dorfman and Gupta, 2004). And that is vital for the transfer, the integration and the immediate exploitation without major adaptations of the firm’s specific advantages such as marketing, productive and technological know-how and the ability to coordinate and control its asset base efficiently. A familiar business environment is also a necessary condition for the standardization of operational processes, the rationalization of productive systems and the realization of economies of scope and scale (Hitt et al, 1997; Tallman and Li, 1996). Market concentration also enables the firm to secure significant market shares, to realize market specialization and to acquire greater market knowledge and a high degree of control (Albaum, Strandskov, Duerr and Dowd, 1989; Piercy, 1982). In addition, concentrated internalization could be a vehicle for the appropriation of internal synergies in terms of development and exploitation of knowledge and competence. Resources, based on the knowledge accumulated in similar environments, can be combined and integrated relatively easily to create new competences (Eisenhardt and Martin, 2000). And these new core competences developed in one country can be applied in other countries with strong cultural similarities (Tallman and Li, 1996). Regarding the costs, concentration of the firm’s activities and assets in its home cluster of countries can enable it to economize. A familiar environment therefore that has more social, linguistic, normative, regulatory and institutional homogeneity makes it possible for the firm to accelerate the tasks necessary to initiate a subsidiary (e.g. the establishment of commercial and distribution networks) and to save time and effort building its internal and external legitimacy (Stinchcombe, 1965; Tushman and Romanelli, 1985). In addition, a familiar environment simplifies tasks of communication, coordination and data and information processing, because sharing a similar social and cultural background should facilitate communication between people, but also between strategic business units in the same cultural cluster of countries. Thus, the initial investment costs, often substantial, are limited. Overall, by adopting the concentration pattern, the first stage of the internationalization process of the firm resembles what Vachani (1991) described as related international diversification, and is conducted by the logic of exploitation (Rugman, 1981; 1980; Buckley and Casson, 1976): the firm initially internationalizes in host homogenous countries to exploit, without major adaptation, its specific advantages previously developed in 7 its home country. And thus, it seems that the firm is able to control costs and realize already (major) benefits of internationalization. We therefore propose that the firm’s performance increase at low levels of internationalization dispersion. At medium levels of internationalization dispersion, the firm continues to concentrate progressively its engagements and activities in traditional national markets, on the one hand, and widens its choices of location beyond its home cluster of countries, on the other hand. The firm’s geographic scope henceforth extends to more and more distant national markets. And its model of attribution of assets, resources and activities is characterized by the dominance of the activities of exploitation compared to the activities of exploration, and also by the imbalance between new and traditional host countries. While the latter always receive more and more commitments to intensify the exploitation of specific advantages, the former attract a limited, but increasing, part to start the exploration of new markets and sources of knowledge. With this pattern of moderate internationalization dispersion, the firm’s performance is conditioned by two types of effects, one from the concentration of investments and activities in host traditional homogeneous countries and the other from new entries in host new heterogeneous countries. The firm seeks at this second stage to exploit in a wider and deeper manner its specific advantages in its home cluster of countries. The relative homogeneity of commercial and environmental conditions inside of this cluster, as analysed above, should maximize the standardization, the rationalization of operational processes, the realization of economies of scale and scope, and also the exploitation of benefits of procedural learning during the first stage of internationalization. That is to say, the firm can apply what it has learned in terms of procedure and method of subsidiary building from one country to another, regardless of the cultural, economic and institutional distance between them. For example, previously accumulated managerial skills would make less complicated new tasks of governance and coordination, and thus facilitate the integration of new subsidiaries into the firm’s established networks. Similarly, experiences in establishing relationships and collaborating with local partners and governments can be mobilized when the firm faces the same tasks again. International experience here is the key for the success of additional international expansions (Johanson and Vahlne, 1977). A progressive intensification of investments and activities in home cluster of countries thus seems to generate a positive effect on the firm’s performance. Parallel to this process of exploitation, the firm also keeps watch to avoid the obsolescence of its existing specific advantages and the degressive efficiency of investments related to the stagnation of traditional national markets. This leads the firm to start gradually 8 entries in more and more heterogeneous countries to seek new markets, especially to explore and assimilate new sources of local knowledge necessary for the innovation of its specific advantages in exploitation and for the creation of new skills and competences. However, these tasks are long, complicated and costly, especially since they take place in distant and heterogeneous countries. They also require a certain level (quantum) of commitments or physical presence, which has not yet been reached given the current model of allocation of assets, resources and activities of the firm focusing on traditional national markets. Therefore, the new entries and the launch of exploration activities in host heterogeneous countries should produce an increasingly negative effect on the firm’s performance. The accumulation of this negative effect with the positive effect from the concentration of investment in the firm’s home cluster of countries should create an overall positive but lower growth rate of performance than initially given the dominance of the exploitation activities compared to the exploration activities and the increase of costs of multiple subsidiary installations and managements in host distant and heterogeneous countries. However, the firm’s performance does not increase constantly. Incremental costs exceed incremental benefits, once the firm shifts from moderate dispersion to global dispersion. The latter reflects a relatively proportional spread of the firm’s activities, resources and assets across a very large number, if not all, of heterogeneous clusters of countries. Parallel to its concentration strategy in traditional national markets, the firm tries to disperse as broad and as balanced as possible its engagements and activities in a mixed batch of country blocs. This global dispersion strategy might enable the firm to achieve both economies of scale and scope, to secure its conquered traditional market shares, but also to reduce its dependence on a particular market and possible fluctuations in revenue (Kim, Hwang and Burgers, 1993; Olusoga, 1993; Albaum et al., 1989). Furthermore, it would also provide the benefits of global operational flexibility (Allen and Pantzalis, 1996; Kogut, 1985). Indeed, such dispersion would enable the firm to engage in multiple points of competition (Karnani and Wernerfelt, 1985). And for each point of competition, the firm may adopt a specific strategy consistent with its strategic and financial objectives and with the particularities of customers, distribution systems and products offered by the firm itself and its competitors. In addition, the firm may also realize arbitrage of differences in input and output markets (Hennart, 1982). It can buy inputs and services at best prices through its directory of international partners and suppliers. For its outputs, the firm can choose best distribution channels to sell them. The firm here is able to create a constant growing gap between logistic9 productive costs and selling prices. Furthermore, this positive effect generated by operational flexibility can be amplified by the market power that the firm has over its partners, suppliers and customers (Kogut, 1985). Internationalization and, through it, the increase of size and the application of specific competences and expertise of the firm, provide it with more or less important market power with which it may make purchase and sales negotiations in its favour. Thus, the firm has gains and cost savings that Scherer (1970) calls false savings. However, the realization of such benefits requires major incremental transaction costs and excessive demands for information processing (Hitt et al., 1997; Jones and Hill, 1988). Excessive dispersion of activities, resources and assets leads indeed to the rapid increase of regulatory barriers and cultural/psychic distances (Siddharthan and Lall, 1982). And that aggravates the managerial difficulties (Thomas and Eden, 2004; Zaheer, 1995) that are already induced by the organization and management of a multicultural-multilocation workforce that serve different customers in varied markets (Gomes and Ramaswamy, 1999). Increasing cultural diversity also makes heavy the tasks of information processing, communication, coordination and control (Gomes and Ramaswamy, 1999; Hitt et al., 1997; Geringer et al., 1989; Grant, 1987; Siddharthan and Lall, 1982). Consequently, managerial constraints and cross-border administrative costs rise (Geringer et al., 2000). Overall, global dispersion introduces abundantly organizational and environmental complexities in the firm (Wagner, 2004) that greatly outweigh its organizational and managerial capacities and thus lead to operational inefficiencies. Therefore, the firm experiences declining performance at high levels of internationalization dispersion. On this basis, we suggest that: Hypothesis 1: The relationship between the dispersion of internationalization and the firm’s performance is curvilinear: the performance is positive at low levels of dispersion of internationalization, positive but with lower growth rate than initially at medium levels of dispersion of internationalization, and negative at high levels of dispersion of internationalization. 10 Performance H1 Concentration Low Moderate dispersion Medium Global dispersion High Levels of internationalization dispersion Figure 1- Relationship between internationalization dispersion and performance 4. METHODOLOGY AND ELABORATION OF DATABASE 4.1. SAMPLE AND ELABORATION OF DATABASE This research is based on a sample of 69 large international French firms over seven years, 2001 - 2007. The choice to focus on a sample of international French firms was firstly motivated by the relative neutrality of being native of France with regard to the RIP. Indeed, the country of origin, with its specific economic factors such as economy size and degree of openness of the economy, influences the RIP (Elango and Sethi, 2007). Dutch and Belgian firms, for example, might be the most pushed, even immediately after their creation, toward international markets to survive and capture growth opportunities due to the small size of their national economies. That explains the very high international age, experience and involvement of Dutch and Belgian enterprises. And that should have a more or less direct and important impact on the international performance of these firms. At the other extreme, US firms might be the least pushed because of their large economy. Accordingly, the international age, experience, commitments and, through them, the performance of US firms might be different from those of Dutch and Belgian firms. On this criterion of economy size and degree of international involvement, France (but also Germany and the United Kingdom), in the middle of the spectrum (see Figure 2), seems far more neutral than the United States, Belgium and the Netherlands, with respect to the RIP. By choosing a sample of French firms, our intention is to limit the risk of biasing our empirical results by possible influences of the size of the economy of the firms’ country of origin. 11 GDPa *USA 8 6 * Japan 4 Germany * France * United Kingdom Italy * *Average 2 * 0 20 40 *Switzerland *Netherlands *Belgium 60 80 100 120 140 Degree of openness – Trade in Good (%) Figure 2- Plot of Country GDP and Extent of Trade in Goods (1995-2000 averages) Source: adapted from Elango and Sethi (2007) a. In trillions of 1995 US dollars The second motivation that drove us to choose French firms was the scarcity of research devoted to study the RIP on the empirical base of French firms. The work of RiahiBelkaoui (1996) is an exception. But this research, although embodying a rare and valuable effort to study the RIP in the context of French multinationals, was conducted in a simplistic approach by taking into account only the advantages of internationalization and ignoring the costs associated. In addition, the use of cross-sectional data forbade the author to examine the evolution of firms’ internationalization behaviours over time. By choosing a sample of French firms, we would like to be the first to build an evolutionary and three-stage model for the RIP of French enterprises. Additionally, we also wanted to benefit from elements of comparison since the three-stage model has been the object of considerable research based on samples of British and American firms since the mid-1990s (e.g. Kumar and Singh (2008), Ruigrok et al. (2007), Li (2005), Lu and Beamish (2004), Thomas and Eden (2004), and Contractor et al. (2003), Sullivan (1994)). Furthermore, the choice to select only large firms was dictated by two reasons: the first is the availability of data from large firms; the second is to ensure that firms involved in the sample have an appropriate physical size necessary to achieve the benefits of internationalization, in particular, economies of scale, based on which we elaborated arguments. That was why we narrowed our choice to French firms whose annual turnover exceeds 75 million euros (equivalent to approximately 100 million US dollars) which is often used as the threshold to be seen as a large firm in RIP research (Ruigrok and Wagner, 2003; Hitt et al., 1997). 12 To measure the variables of our research model, we built an original panel database. Our analysis unit is firm-year. Each of 69 firms was the object of a longitudinal analysis between 2001 and 2007. The collection of panel data was performed by exploiting the annual activity reports of 69 firms as well as the two financial databases: Infinancials and Orbis. The 2008-2010 global financial crisis led us to censor the data after 2007. Indeed, this period is a recession in which the most industrialized countries of the world (including France) entered following the crash of the fall of 2008 which was the second phase of the December 2007 to 2010 financial crisis. Thus, we avoided the risk of biasing our research results by variables related to global economic conjuncture. We also censored the data before 2001 because of the unavailability of data necessary to measure all of the control variables introduced into our research model. Moreover, it should also be important to note that from the list of 500 largest French firms classified by the database Infinancials based on total sales of 2007, we chose only 69 firms that satisfied the criterion of size and whose the data was available for the measure of all of the variables introduced in our research model. 4.2. VARIABLES Dependent variable: Our research focused on corporate financial performance. To measure this, there are two accounting-based indicators: return on assets (ROA) and return on equity (ROE). However, we ruled ROE out because it is more sensitive to capital structure differences (Hitt et al., 1997). ROA was computed as the ratio of net income to total assets. Independent variable: In our research, internationalization is examined as an incremental dispersion process of the firm’s engagements and assets across different country clusters, from the most culturally homogenous clusters to the most culturally heterogeneous ones. To identify these clusters, there were two classifications at our disposal: (i) the first proposed by Ronen and Shenkar (1985) classified countries on attitudinal dimensions into 9 clusters: Nordic, Germanic, Anglo, Latin European, Latin American, Far Eastern, Arab, Near Eastern and Independent; (ii) the second developed by House, Hanges, Javidan, Dorfman and Gupta (2004) in the GLOBE project confirmed the existence of 10 cultural country clusters: South Asia, Anglo, Arab, Germanic Europe, Latin Europe, Eastern Europe, Confucian Asia, Latin America, Sub-Saharan Africa, and Nordic Europe. Finally, we chose the classification of House et al. (2004) because it is more complete than that of Ronen and Shenkar (1985). Indeed, House et al. (2004) took into account not only most of the countries studied by Ronen and Shenkar (1985), but also the other and not yet studied countries from Eastern Europe, Sub-Saharan Africa and the ex-communist bloc. And that allowed us to cover much more largely the international geographic presence of 69 firms in our sample. For host countries of 13 our firms that were not classified in the classification used, we added them drawing on the criterion of cultural, religious and geographic proximity. For example, we added Tunisia, which was not included in the 62 nation sample of House et al. (2004), into the cluster of Arab cultures because of the large cultural, religious (and geographic) proximity shared between Tunisia and the countries already included in this cluster like Morocco and Egypt. We measured internationalization dispersion using the entropy index Global Market Diversification (GMD) of Miller and Pras (1980) A GMD f a ln f a a 1 Where: fa = Number of the firm’s foreign countries in the country cluster a / Number of the firm’s foreign countries lnfa = Natural logarithm of fa , representing the weight that is given to each host cluster of countries This index measures not only the extent to which the firm spreads its engagements and activities in homogeneous countries within clusters of countries but also the dispersion of the firm’s engagements and activities across heterogeneous clusters of countries. The higher the value of the GMD, the greater the level of internationalization dispersion of firms. We added the square and the cube of this variable to capture nonlinearities. Control variables: In our research model, we included controls for several variables identified in previous studies that could affect performance, internationalization and the relationship between them such as: antecedent performance (Bouquet et al., 2009), R&D intensity, firm’s size and financial leverage (Lu and Beamish, 2004), firms’ level of risk and firm’s age (Qian et al., 2008), speed of internationalization (Wagner, 2004), rhythm of internationalization (Vermeulen and Barkema, 2002), industry impact (Contractor et al., 2003) and quotation. Specifically, we used the firm’s performance of the preceding year (Pt-1) to measure antecedent performance. We measured the firm’s R&D intensity using the ratio of R&D expenditures to total sales. The natural logarithm of total number of employees and the debt-to-equity ratio were used as measures of the firm’s size and financial leverage. To quantify firms’ level of risk, we computed the standard deviation of performance over a three year period; e.g. to evaluate the risk of 2001, we computed the standard deviation of ROE over the 1998-2000 period, and so on. Firms’ ages were calculated by the number of operation years from their creation. Following Wagner (2004), we measured the speed of internationalization by the change in the depth of internationalization between 2001 and 2007, i.e. the change in the ratio of international sales to total sales over that period. Concerning the 14 measure of internationalization rhythm, we calculated the kurtosis of the first derivative of the number of foreign subsidiaries of the firm over time (Vermeulen and Barkema, 2002). We used seven industry dummy variables to control the impact of eight industries, classified according to the Standard Industrial Classification code, in which 69 firms operate. Our last control variable is the quotation that was measured by a binary variable. This variable takes the value 1 if the firm is quoted. On the contrary, it takes the value 0, if the firm is not quoted. 4. 3. SPECIFICATION OF RESEARCH MODEL We examined the impact of internationalization dispersion on financial performance using panel data (Times-Series-Cross-Section) analysis over a seven-year period, from 2001 to 2007. With this type of analysis, we used the fixed-effects models with robustness test to test our research hypothesis. The fixed-effects models with robustness test correct the presence of autocorrelation and heteroscedasticity in panel data, and increase the reliability of estimated coefficients. This methodology enables researchers to examine and take into account both the inter-individual variability and the intra-individual variability over time (Sevestre, 2002). Moreover, we used the Hausman test (Baltagi, 1995; p. 68) to compare our fixedeffects models with random-effects models. The results of the test confirm the rejection of random-effects models in favour of our fixed-effects models in all cases. STATA 10 statistical and data-analysis software was used to perform regression analysis. To test our research hypothesis, we constructed the following cubic equation: ROAit 0 1 ROA (t 1) it 2 RISK it 3 R & Dit 4 RHYT it 5 SPEDit 6 SIZE it 7 7 AGEit 7 m INDU m 15 LEVEit 16QUOTit 17 ( LID ) it 18 ( LID ) it2 19 ( LID ) 3it wit m 1 In cubic models, the linear, quadratic and cubic terms of one independent variable tend to exhibit extremely high multicollinearity because of the way they are calculated. This problem of spurious multicollinearity probably falsifies the results of regression analysis. To eliminate completely this problem, we used the orthogonalization procedure (Saville and Wood, 1991), which uses regression residuals to represent quadratic and cubic terms of internationalization dispersion. Table 1 lists the components of the equation and specifies the operationalization of all variables. 15 Table 1- Description of model variables ROA LID (LID)2 (LID)3 RHYT SPED R&D SIZE AGE LEVE RISK QUOT ROA(t-1) INDU i t wit Return on Assets = Net income / Total assets Level of Internationalization Dispersion = Global Market Diversification GMD index Level of Internationalization Dispersion squared Level of Internationalization Dispersion cubed Rhythm of internationalization = Kurtosis of the first derivative of the number of foreign subsidiaries of the firm over time Speed of internationalization R&D Intensity = R&D expenditures / Total sales Firm size= Natural logarithm of total number of employees Firm Age = Number of operation years from their creation Financial leverage = Debt / Equity Firms’ level of risk = Standard deviation of performance over a three year period Quotation, binary variable, = 1 if quoted, = 0 if non quoted ROA of preceding year Seven industry dummy variables to control the impact of eight industries, classified by SIC codes represent the studied firms correspond to different years Error term Coefficients 5. RESULTS 5.1. DESCRIPTIVE STATISTICS AND CORRELATIONS In Table 2, we present descriptive statistics and correlations for all variables. There is a moderate degree of correlation between age and size, and between size and internationalization dispersion that are statistically significant with a p-value < 0.01, but other variables have low levels of multicollinearity. Table 2 - Descriptive statistics and correlations (n = 483) Variables 1. ROA 2. LID 3. Risk 4. R&D 5. Speed 6. Rhythm 7. Size 8. Age 9. Fi. Lev. * p<0.05 Mean 5.79 1.68 15.26 0.03 14.20 0.28 3.95 71.29 0.59 S.D. 7.45 0.58 37.18 0.04 15.14 2.45 0.78 55.52 1.54 1 1.000 -0.08 -0.19** -0.07 -0.12* 0.09 -0.04 0.03 0.01 2 3 4 5 6 7 8 9 1.000 -0.03 0.08 -0.08 0.3** 0.47** 0.21** 0.06 1.000 -0.03 -0.06 -0.09 -0.08 -0.18** -0.11* 1.000 0.07 0.07 -0.03 -0.12** -0.06 1.000 -0.04 -0.25** -0.33** 0.07 1.000 0.34** 0.39** 0.01 1.000 0.42** 0.09* 1.000 -0.01 1.000 ** p<0.01 16 5.2. RESULTS OF REGRESSION ANALYSIS We tested the suggested relationship between internationalization dispersion and performance (Hypothesis 1) by conducting a series of linear regressions using the return on assets (ROA) as dependent variable, on the one hand, and diverse levels of internationalization dispersion (LID) as independent variables, on the other hand. We report the results in Table 3: (i) in the baseline model 1, we included only the control variables and the performance measure ROA; (ii) Model 2 tested whether there is a linear relationship between internationalization dispersion and ROA; (iii) Model 3 checked for a non-linear and two-stage link between internationalization dispersion and ROA; (iv) Model 4 tested whether there is a curvilinear, three-stage and inverted-U relationship between internationalization dispersion and ROA (Hypothesis 1). All of the models, from 1 to 4, are statistically significant, as their statistical results (F<0.01) show. The results of our regression analysis are inconsistent with our theoretical development. Contrary to our expectation, the relationship between internationalization dispersion and performance formed an inverted-S curve: the firm’s performance, measured by ROA, is positively associated with the linear term and the cube of internationalization dispersion; and it is negatively associated with the square of internationalization dispersion; and the regression coefficients (3.59; -2.1; 0.73) are all statistically significant with p-values < 0.1 (Table 3, Model 4). In addition, the regression results also confirmed an average explanation power of Model 4 (Table 3). The set of control variables and independent variables (internationalization dispersion, internationalization dispersion squared and internationalization dispersion cubed) explain indeed 19.25 % the effect of intra-individual variability of ROA (Table 3, Model 4, R2 = 19.25 %). Therefore, our hypothesis of existence of an inverted-J relationship was not validated. Instead, the empirical results confirmed the existence of a three-stage relationship, represented by an inverted-S, between internationalization dispersion and financial performance measured by ROA. 17 Table 3 - Results of regression analysis: Internationalization Dispersion and Performance a, b, c ROA Independent variables Intercept ROA t-1 Risk R&D Intensity Firm size Firm age Financial leverage Quotation Model 1 5.84 (15.32) 0.27* (0.11) 0.02 (0.02) -40.38* (16.47) -11.89** (3.35) 0.56** (0.16) 0.41 (0.42) 6.62** (0.68) Model 2 17.03 (16.94) 0.28* (0.11) 0.02† (0.01) -39.21* (16.17) -13.84** (3.64) 0.51** (0.16) 0.41 (0.41) 6.29** (0.72) Model 3 16.13 (17.33) 0.28* (0.11) 0.02† (0.01) -39.36* (16.20) -13.7** (3.72) 0.51** (0.16) 0.42 (0.41) 6.33** (0.74) Model 4 14.03 (17.96) 0.27* (0.1) 0.01† (0.01) -39.24* (16.21) -13.39** (3.83) 0.53** (0.17) 0.41 (0.41) 6.42** (0.76) 1.75* (0.84) 1.99* (0.76) -0.49 (1.03) 3.59** (0.75) -2.1† (1.14) 0.73† (0.38) 483 18.16 % 483 18.98 % 59.36** 51.66** 483 19.02 % 0.04 % 53.25** 483 19.25% 0.27 % 48.07** Internationalization dispersion Internationalization dispersion squared Internationalization dispersion cubed Number of observations R2 R2 F † p<0.1 *p<0.05 **p<0.01 a The variables speed of internationalization, rhythm of internationalization, industry impacts were included in every model, but their coefficients are not shown by the fixed-effects model regression. b The changes of R2 are calculated compared to the linear model. c The standard errors are reported in parentheses. In addition, in Model 3 (Table 3), the regression coefficients (1.99; -0.49) of internationalization dispersion and internationalization dispersion squared are not all statistically significant. Hence, there is no two-stage relationship between internationalization dispersion and ROA. Moreover, in Model 2 (Table 3), the coefficient (1.75) of internationalization dispersion is statistically significant, with p-value < 0.05, confirming a positive impact of the (first stage of) internationalization dispersion on ROA. Regarding the control variables, the results of regression analysis showed that antecedent performance, risk, R&D intensity, firm’s size, firm’s age and quotation have 18 significant impacts on ROA. This justifies a posteriori the fact that we included them in our research model. On the contrary, the variable financial leverage is not significantly related to performance. 6. DISCUSSION In dividing geographic scope into two elements: international asset dispersion and country environment diversity, Goerzen and Beamish (2003) theorized and found evidence for a positive and linear relationship between international asset dispersion and financial performance (measured by Jensen's alpha, Sharpe measure, and Price to Book ratio). Ten years earlier, in 1993, Kim, Hwang and Burgers also showed the same relationship, in an attempt to provide more theoretical insight and empirical support for the statement of Bowman (1980) that firms with high returns may experience low risks. Both works are part of the few efforts to understand the impact of internationalization dispersion on performance, and succeed in establishing a linear relationship between the two variables. However, we believe that this link is not so simple. Growing dispersion of international assets created by a more balanced (re)allocation of assets on a wider geographical scope could lead to more or less long and major incompatibilities between internal strategies, structures, resources and external environmental factors. This would affect operational effectiveness of the firm resulting in an inconstancy in the growth of performance. By integrating jointly the degree and the context of internationalization in our analysis, we proposed a three-stage and inverted-U relationship between internationalization dispersion and performance. Nevertheless, the empirical results do not support our inverted-U, but confirm the existence of a curvilinear and inverted-S relationship. Figure 3 shows the inverted-U curve suggested and the inverted-S established by the empirical results. These two curves converge at low levels of internationalization dispersion during which the firm records the growth of performance. This growth, as analyzed in the section of hypothesis development, is the result of the concentration strategy in a group of host homogenous countries. 19 Performance Inverted -U anticipated Low Empirical inverted-S Medium High Levels of internationalization dispersion Figure 3 – Relationship between internationalization dispersion and performance: hypothesis and empirical results At medium levels of internationalization dispersion, we suggested a positive but with lower growth rate performance. Nevertheless, the empirical results do not support this suggestion, but on the contrary, confirm a negative performance. The first explanation for this result would be the premature stagnation of the traditional national markets in the home cluster of countries of the firm which induces a degressive efficiency of investment earlier than its expectation. Accordingly, the performance of the activities of exploitation, although always positive, is declining, and could not recompense the increasing costs of the new entries and the launch of exploration activities in host heterogeneous countries. And that especially when the firm reaches higher levels of the moderate dispersion pattern. The second explanation may be the inability of the firm to adapt to new more and more varied and complex external environments. And that because the cognitive maps, mental models and (re)action/reflection paths of the firm become too restricted after a long confinement period in a narrow geographic scope sharing a strong cultural proximity. Indeed, concentration of commitments and activities in a group of homogeneous countries in order to benefit from market familiarity could limit the mental models, accumulated experience and vision of managers, since they confront only with a restricted number of challenges, and face a relatively small number of competitors and customers in relatively undiversified cultural and commercial conditions (Barkema and Vermeulen, 1998). Consequently, the firm is not yet able to make appropriate adaptations and to absorb new organizational and environmental complexities (Wagner, 2004) imposed by more and more diversified commercial and competitive conditions beyond its traditional markets. This results in persistent incompatibilities between the internal and external factors, which enclose the firm in a chaotic 20 transition phase from concentration strategy towards moderate dispersion strategy. That may be where the firm sees the reverse side of its concentration pattern. In addition, the way by which the firm realizes new entries and the activities of exploration in host heterogeneous countries could also explain the negative performance. Indeed, a rapid speed of internationalization, i.e. implementation of multiple subsidiaries in multiple heterogeneous countries over a short period of time, could induce not only the exponential augmentation of the costs of transaction, of newness and of foreignness (Williamson, 1985; 1975; Hymer, 1976; 1970; Stinchcombe, 1965), but also substantial time compression diseconomies (Vermeulen and Barkema, 2002; Dierickx and Cool, 1989). Together, these costs could outweigh largely all possible benefits of the activities of exploitation realized in the firm’s host traditional homogeneous countries. Consequently, the firm experiences a negative performance. When the firm reached high levels of internationalization dispersion, we anticipated a decreasing performance since the organizational and managerial complexities were expected to exceed the capacity of managers. Again, the empirical results do not support this expectation, confirming the contrary that, at high levels of internationalization dispersion, the more the firm's assets are dispersed, the more its performance increases. Thus, we can conclude that once global dispersion is reached, the costs and inconveniences associated are offset by the results of experimental learning efforts in diversity realized during the previous phase of internationalization. In addition, with a global dispersion pattern, the firm can realize the benefits of global operational flexibility such as economies of scale and scope (Grant et al., 1988), access to resources of new regions (Qian et al. , 2008), the ability to beat or match the competitors (Mitchell, Roehl and Slattery, 1995), the development of its power and influence in global markets (Grant, 1987; Kogut, 1985) and the opportunity to learn and develop new competences in diversity (Kim et al, 1993). The graphical representation of the empirical results also shows that there is an inflection point of performance which is the crossing point between medium and high levels of internationalization dispersion (see figure 4). The existence of such an inflection point that we call the quantum of dispersion of international activities and commitments challenges the absolute validity of the principle of internationalization threshold (Daniels and Bracker, 1989), which has dominated so far in the RIP literature. Indeed, one possible interpretation of this observation is that increasing dispersion of international activities and commitments in more and more heterogeneous clusters of countries leads to decreasing performance down to a point beyond which the incremental benefits generated by a global operational flexibility and 21 learning in diversity offset the incremental costs associated with each additional degree of internationalization dispersion. In other words, the managerial and organizational hypercomplexities and the cultural and environmental hyper-diversity that go hand in hand with Performance global dispersion strategy are not always the source of operational and financial inefficiencies. Quantum of internationalization dispersion Low Medium High Levels of internationalization dispersion Figure 4 – Inverted-S relationship and the identification of the quantum of internationalization dispersion 7. CONCLUSION The contributions of this research are of three categories. Firstly, compared to previous research covering the link between internationalization dispersion and performance (e.g. Goerzen and Beamish, 2003; Kim et al., 1993), our work has two concomitant interests, empirical results and the methodology: (i) The first interest is in the fact that the empirical results of our work enable, for the first time, to establish that the relationship between internationalization dispersion and financial performance is of curvilinear nature, although our model which supposed an inverted-U has not been confirmed. The identified three stage inverted-S model shows that the changes of levels of internationalization dispersion generate at the same time costs and benefits, and that for each dispersion pattern, the firm records a different benefit-cost structure. This enables us to go beyond the simplistic view of the previous research that was only interested in benefits and consequently enables the setting up of a positive and linear link between the two variables in question. (ii) The second interest is that we dealt with the dimension of internationalization dispersion going beyond the simple geographic scope of internationalization. We took into account both the geographic scope of commitments and the way they are attributed, not only 22 in our theoretical analysis but also in our way of measuring internationalization dispersion. In their study, Goerzen and Beamish (2003), for example, defined their central variable international assets dispersion as “the extent of MNE investment in foreign markets” (Goerzen and Beamish, 2003; p. 1291), whereas they used the entropy GMD index of Miller and Pras (1980) designed to measure the dispersion of corporate assets. Thus, we observe that there is incoherence between the conceptualization and the measure of the variable in their research. It further follows that their arguments used in favour of a positive link between the two variables in question do not necessarily reflect the influences from one (dispersion) to the other. Secondly, compared with the three-stage integrator model of Lu and Beamish (2004) and Contractor et al. (2003), our result both improves and enhances. We improve it because we simultaneously brought together and studied both facets – degree and context – of internationalization in our theoretical three-stage development. Such an analysis approach, often seen as important, has been paradoxically very little adopted in past research. Indeed, in observing this methodological gap, we attempted to examine not only the impact on performance of the sliding of diverse degrees of internationalization but also the context in which it occurs. By placing this contextualist approach at the heart of our theoretical analyses and developments of the joint impact on performance of the various dispersion patterns and different levels of cultural diversity, we design our third contribution to RIP research. Moreover, our result also enriches the empirical extent of the three-stage model since it confirms that the general three-stage model applies not only to the relationship between the breadth and the depth of internationalization-performance but also to that between the dispersion of internationalization and performance. It should also be noted that as we write these lines, there is no work as far as we know that identifies such a three-stage relationship based on a sample of French firms. Indeed, Kumar and Singh (2008) worked with Indian firms, Li (2005) with Americans, Lu and Beamish (2004) with Japaneses, and Contractor et al. (2003) with the world’s biggest service companies, Sullivan (1994) with Americans and Europeans. Our research constitutes the first contribution in that sense. Thirdly, our research also adds a major theoretical contribution. We developed the three patterns of internationalization dispersion – concentration, moderate dispersion and global dispersion – by which the resource-based and internalization theories can be associated with the performance evolution of MNEs. Indeed, although the internalization theory (Rugman, 1981;1980; Buckley and Casson, 1976) provides an excellent and robust 23 explanation of the raison d’être of MNE, it is unable to explain why the performance of one multinational is different from another. To this question, the resource-based theory provides a better response: the differences of firms’ performances come directly from the heterogeneity of their sustainable competitive advantages, and indirectly from that of their strategic resources (Amit and Schoemaker, 1993; Peteraf, 1993; Barney, 1991; Wernerfelt, 1984). Mobilized in research on the performance of MNEs, the resource-based theory thus establishes a purely linear argument that, as the firm still possesses strategic resources that contain the potential to bring a competitive advantage and sustainable profits, it would realize increasing performance with continued internationalization. However, this proposition, positive and linear in nature, appears unable to take into account the ups and downs of performance throughout the international life of a firm. To fill this theoretical gap, we made the dispersion dimension a vector by which the resource-based and internalization theories are associated with the dynamics of the performance of MNEs. Specifically, we were able to point out that it is the configuration of resource allocation and of cross-border integration of productive and commercial activities which explains not only the differences in performance between MNEs, but also the evolution of performance throughout the international life of MNEs. In addition, our research also has important managerial implications. First, it provides managers with clear information about the evolution of performance across the three patterns of internationalization dispersion. We offer them different international strategy options with corresponding implications in term of performance. These strategic options would constitute important inputs for their internationalization planning, implementation and reorientation. Moreover, our results also enable managers to understand that their international performance depends not only on how much they have invested abroad, but also on the way their investments have been engaged and carried out, in particular, their choice of host clusters of countries, the order of their market entries and how they engage and spread investments. Our research has two limitations. The first is that we do not, in our theoretical development, take into account the firm’s foreign investment policy (Atamer, Calori and Nunes, 2000), i.e. the modes of entry into international markets such as exportation, joint ventures, and acquisition of local firms. We wonder if the identified inverted-S model in this study also reflects the impact of each entry mode on performance. The second shortcoming is the specific empirical context. This research is based on large firms in only one country, namely France. From a methodological point of view, while the choice of international 24 French firms constitutes an advantage in terms of sample neutrality, and provides a new empirical framework for the three-stage RIP analysis, it does not exempt our research from the limits of a specific context. This is because each country has of course its own idiosyncrasies such as foreign trade and macroeconomic policies and the institutional and regulatory bases that may have a more or less direct and important influence on the internationalization behaviours of firms. These shortcomings of course open perspectives for future research. First, for a more detailed understanding of the internationalization dispersion-performance link, we are convinced that it would be interesting and fruitful to integrate the firm’s foreign investment policy (Atamer et al., 2000) into the analysis of the evolution of the benefit-cost structure of the dispersion process of international investment. By adding this dimension, we can, on the one hand, verify whether the impact of each entry mode on performance produces a curvilinear and three-stage model. On the other hand, we can compare both the short-and long-term effectiveness between diverse entry modes. Thus, we would gain depth in our analysis of the internationalization dispersion-performance relationship. Moreover, placing this research in a multi-national context is expected to improve the scope of its results. A multi-national sample which is composed in a balanced way of firms of different nationalities and different economic levels would form an ideal base for empirical RIP analysis. REFERENCES Albaum, G.; J. Strandskov; E. Duerr et L. Dowd (1989), International marketing and export management, Addison-Wesley, New York. Allen, L. et C. Pantzalis (1996), Valuation of the operating flexibility of multinational corporations, Journal of International Business Studies, 27, 633-653. Amit, R. et P. J. H. Schoemaker (1993), Strategic Assets and Organizational Rent, Strategic Management Journal, 14 : 1, 33-46. Annavarjula, M. et S. Beldona (2000), Multinationality-Performance Relationship: a Review and Reconceptualization, The International Journal of Organizational Analysis, 8: 1, 48-67. Argyris C. et D. A. Schön (1978), Organizational learning; a theory of action perspective, Reading, Mass: Addison Wesley. Atamer, T.; R. Calori et P. Nunes (2000), International Strategies, in R. Calori, T. Atamer & P. Nunes (dir.), The Dynamics of International Competition from practice to theory, London: Sage, 162206.. Autio, E.; H. J. Sapienza et J. G. Almeida (2000), Effects of Age at Entry, Knowledge Intensity, and Imitability on International Growth, The Academy of Management Journal, 43: 5, 909924. Baltagi, B. (1995), In: Econometric Analysis of Panel Data, Wiley, Chichester. 25 Barney, J. B. (1991), Firm resources and sustained competitive advantage, Journal of Management, 17: 1, 99-120. Bartlett, C. A. et S. Ghoshal (1989), Management across Borders: The Transnational Solution, Boston, Harvard Business School Press. Brock, D. M. et T. Yaffe (2008), International diversification and performance: the mediating role of implementation, International Business Review, 17, 600-615. Bouquet. C.; A. Morrison et J. Birkinshaw (2009), International attention and multinational enterprise performance, Journal of International Business Studies, 40, 108-131. Bowman, E. H. (1980), A risk/return paradox for strategic management, Sloan Management Review, spring, 17-31. Buckley, P. J. (1988), The limits of explanation: testing the internalisation theory of the multinational enterprise, Journal of International Business Studies, 19: 2, 181-193. Buckley, P. J. et M. C. Casson (1976), The future of the multinational enterprise, London, Macmillan. Capar, N. et M. Kotabe (2003), The relationship between international diversification and performance in service firms, Journal of International Business Studies, 34, 345-355. Caves, R. E. (1996), Multinational enterprise and economic analysis (2ème edition), XCambridge, MA: Harvard University Press. Chiang, Y. et T. Yu (2005), The Relationship between Multinationality and the Performance of Taiwan Firms, The Journal of American Academy of Business, Cambridge. Collins, J. M. (1990), A market performance comparison of U.S. firms active in domestic, developed and developing countries, Journal of International Business Studies, 21: 2, 271-287. Contractor, F. J. (2007), Is international business good for companies? the evolutionary or multi-stage theory of internationalization vs. the transaction cost perspective, Management International Review, 47: 3, 453-475. Contractor, F. J.; V. Kumar et S. K. Kundu (2007), Nature of the relationship between international expansion and performance: the case of emerging market firms, Journal of World Business, 42, 401-417. Contractor, F.J.; S. K. Kundu et C. Hsu (2003), A three-stage theory of international expansion: the link between multinationality and performance in the service sector, Journal of International Business Studies, 34: 1, 5-18. Daamen, B.; J-F. Hennart; D-J. Kim et Y-R. Park (2007), Sources of and Responses to the Liability of Foreignness: The Case of Korean Companies in the Netherlands, Global Economic Review, 36 : 1, 17 – 35. Daniels, J. D. et J. Bracker (1989), Profit performance: do foreign operations make a difference, Management International Review, 29: 1, 46-56. Davidson, W. H. (1983), Market similarity and market selection: implications for international marketing strategy, Journal of Business Research, 11: 4, 439-456. Davidson, W. H. (1980), The location of foreign investment activity, Journal of International Business Studies, Fall, 9-23. Delios, A. et P. Beamish (1999), Geographic scope, product diversification, and the corporate performance of Japanese firms, Strategic Management Journal, 20: 8, 711-727. Dunning, J. H. (1988), The eclectic paradigm of international production: a restatement and some possible extensions, Journal of International Business Studies, 19: 1, 1-32. 26 Dunning, J. H. (1985), The United Kingdom, in J. H. Dunning (dir.), Multinational enterprises, economic structure and international competitiveness, Chichester: John Wiley. Dunning, J. H. (1980), Toward an eclectic theory of international production: some empirical tests, Journal of International Business Studies, 11, 9-19. Eisenhardt, K. M. et J. A. Martin (2000), Dynamic capabilities: what are they?, Strategic Management Journal, 21, 1105-1121. Eramilli, K. M. (1991), The experience factor in foreign market entry behaviour of service firms, Journal of International Business Studies, 22, 479-501. Gaur, A. S. et V. Kumar (2007), International diversification, business group affiliation and firm performance: empirical evidence from India, British Journal of Management, 558, 1-14. Geringer, J. M.; S. Tallman et D. M. Olsen (2000), Product and international diversification among Japanese multinational firms, Strategic Management Journal, 21: 1, 51-80. Geringer, J. M.; P. W. Beamish et R. C. DaCosta (1989), Diversification Strategy and Internationalization: Implications for MNE Performance, Strategic Management Journal, 10: 2, 109119. Glaum, M. et M.-J. Oesterle (2007), 40 years of research on internationalization and firm performance: more questions than answers?, Management International Review, 47: 3, 307-317. Goerzen, A. et P. W. Beamish (2003), Geographic scope and multinational enterprise performance, Strategic Management Journal, 24: 13, 1289- 1306. Gomes, L. et K. Ramaswamy (1999), An empirical examination of the form of the relationship between multinationality and performance, Journal of International Business Studies, 30: 1, 173-187. Grant, R. M. (1987), Multinationality and performance among British manufacturing companies, Journal of International Business Studies, 18: 3, 79-89. Grant, R. M.; A. P. Jammine et H. Thomas (1988), Diversity, diversification, and profitability among British manufacturing companies, 1972-84, Academy of Management Journal, 31 : 4, 771-801. Hamel, G. et C. K. Prahalad (1985), Do you really have a global strategy? Harvard Business Review, 63, 139-148. Hennart, J. F. (2007), The theoretical rationale for a multinationality-performance relationship, Management International Review, 47: 3, 423-452. Hennart, J. F. (1982), A theory of the multinational enterprise, Ann Arbor, University of Michigan Press. Hitt, M. A.; L. Bierman; K. Uhlenbruck et K. Shimizu (2006), The importance of resources in the internationalization of professional service firms: the good, the bad, and the ugly, Academy of Management Journal, 49: 6, 1137-1157. Hitt, M. A.; R. E. Hoskisson et H. Kim (1997), International diversification: effects on innovation and firm performance in product-diversified firms, Academy of Management Journal, 40: 4, 767-798. Hitt, M. A.; R. E. Hoskisson et R. D. Ireland (1994), A Mid-Range Theory of the Interactive Effects of International and Product Diversification on Innovation and Performance, Journal of Management, 20: 2, 297-326. Hofstede G. (1991), Culture and Organizations: software of the mind, Mc Graw-Hill International, UK. Hofstede, G. (1980), Culture and organizations, International Studies of Management and 0rganization, 10: 4,15-41. 27 Horst, T. (1972), Firm and industry determinants of the decision to invest abroad: an empirical study, Review of Economics and Statistics, 54, 258-266. Hsu, C. (2006), Internationalization and performance the S curve hypothesis and product diversity effect, Multinational Business Review, 14: 2, 29-46. Hymer, S. H. (1976), A study of direct foreign investment, Cambridge, MA, MIT Press. Hymer, S. H. (1970), The efficiency (contradictions) of multinational corporations, American Economic Review, 60, 441-448. Jensen, M. C. (1986), Agency costs of free cash flow, corporate finance, and takeovers, American Economic Review, 76, 323-329. Johanson, J. et J.-E. Vahlne (2003), Business relationship learning and commitment in the internationalization process, Journal of International Entrepreneurship, 1: 1, 83-101. Johanson, J. et J.-E. Vahlne (1990), The Mechanism of internationalization, International Marketing Review, 7: 4, 11-24. Johanson, J. et J.-E. Vahlne (1977), The internationalization process of the firm - a model of knowledge development and increasing foreign market commitments, Journal of International Business Studies, Summer-Spring, 23-32. Jones G. R. et C. W. L. Hill (1988), Transaction cost analysis of strategy-structure choice, Strategic Management Journal, 9: 2, 159-172. Karnani, A. et B. Wernerfelt (1985), Multiple Point Competition, Strategic Management Journal, 6 : 87-96. Kim, W. C.; P. Hwang et W. P. Burgers (1993), Multinationals’ diversification and the riskreturn trade-off, Strategic Management Journal, 14, 275-286. Kim, W. C.; P. Hwang et W. P. Burgers (1989), Global diversification strategy and corporate profit performance, Strategic Management Journal, 10: 1, 45-57. Kirca, A. H.; G. T. M. Hult; K. Roth; S.T. Cavusgil; M. Z. Perryy; M. B. Akdeniz; S.Z. Deligonul; J.A. Mena; W.A. Pollitte; J. J. Hoppner; J.C. Miller et R. C. White (2011), Firm-Specific Assets, Multinationality, and Financial Performance: A Meta-Analytic Review and Theoretical Integration, Academy of Management Journal, 54: 1, 47-72. Kogut, B. (1985), Designing global strategies: profiting from operational flexibility, Sloan Management Review, 26, 27-38. Kotabe, M.; S. S. Srinivasan et P. S. Aulakh (2002), Multinationality and firm performance: the moderating role of R&D and marketing capabilities, Journal of International Business Studies, 33: 1, 79-97. Kumar, M. S. (1984), Growth, acquisition and investment, Cambridge University Press, Cambridge, U. K. Kumar, V. et N. Singh (2008), Internationalization and performance of Indian pharmaceutical firms, Thunderbird International Business Review, 50: 5, 321-330. Lane, C. (1995), Industry and society in Europe: stability and change in Britain, Germany and France, Edward Elgar: Aldershot, U. K. Li, L. (2005), Is regional strategy more effective than global strategy in the US service industries?, Management International Review, 45, 37-57. Li, L. et G. Qian (2005), Dimensions of international diversification: their joint effects on firm performance, Journal of Global Marketing, 18, 7-35. Lu, J. W. et P. W. Beamish (2006), SME internationalization and performance: growth vs. profitability, Journal of International Entrepreneurship, 4, 27-48. 28 Lu, J. W. et P. W. Beamish (2004), International diversification and the firm performance: the S-curve hypothesis, Academy of Management Journal, 47: 4, 598-609. Lu, J. W. et P. W. Beamish (2001), The internationalization and performance of SMEs, Strategic Management Journal, 22, 565-586. Majocchi A. et A. Zucchella (2003), Internationalization and performance: findings from a set of Italian SMEs, International Small Business Journal, 21: 3, 249 - 268. McDougall, P. P. et B. M. Oviatt (2000), International entrepreneurship: the intersection of two research paths, Academy of Management Journal, 43: 5, 902-906. Michel, A. et I. Shaked (1986), Multinational corporations vs. domestic corporations: financial performance and characteristics, Journal of International Business Studies, 17: 3, 89-100. Miller, J. C. et B. Pras (1980), The effects of multinational and export diversification on the profit stability of U. S. corporations, Southern Economic Journal, 46: 3, 792-805. Mitchell, W.; T. Roehl et R. J. Slattery (1995), Influences on R&D growth among Japanese pharmaceutical firms, 1975-1990, The Journal of High Technology, 6: 1, 17-31. Moatti, V. et P. Dussauge (2005), L’influence du mode de développement sur les avantages liés à la taille : une étude empirique dans le secteur de la grande distribution au niveau mondial, Revue Finance Contrôle Stratégie, 8: 3, 145-176. Montgomery, C. A. (1985), Product market diversification, market power, Academy of Management Journal, 28: 4, 789-798. Olusoga, S. A. (1993), Market concentration versus market diversification and internationalization: implications for MNE performance, International Marketing Review, 10: 2, 40-59. Palepu, K. (1985), Diversification strategy, profit performance, and the entropy measure of diversification, Strategic Management Journal, 6, 239-255. Pangarkar, N. (2007), Internationalization and performance of small-and mediumsized enterprises, Journal of World Business, doi:10.1016/j.jwb.2007.11.009. Peteraf, M. A. (1993), The cornerstones of competitive advantage: a resource-based view, Strategic Management Journal, 14, 179-191. Porter, M. E. (1990), The competitive advantage of nations, Free Press: New York. Porter, M. E. (1986), Changing patterns of international competition, California Management Review, 28, 9-40. Porter, M. E. (1985), Competitive advantage: creating and sustaining superior performance, The Free Press, New York. Porter, M. E. (1980), Competitive strategy: techniques for analyzing industries, Competitors, Free Press: New York. Prahalad, C. K. et G. Hamel (1990), The core competence of the corporation, Harvard Business Review, 68: 3, 79-91. Piercy, N. (1982), Export strategy: Markets and competition, Book (ISBN 0043820379), XV, 265. Qian, G.; L. Li; J. Li et Z. Qian (2008), Regional diversification and firm performance, Journal of International Business Studies, 39, 197-214. Ramaswamy, K. (1992), Multinationality and performance: a synthesis and redirection, International Comparative Management, 7, 241-267. Ramirez-Aleson, M. et M. A. Espitia-Escuer (2001), The effect of international diversification strategy on the performance of Spanish-based firms during the period 1991-1995, Management International Review, 41: 3, 291-315. 29 Riahi-Belkaoui, A. (1996), Internationalization, diversification strategy and ownership structure: implications for French MNE performance, International Business Review, 5: 4, 367-376. Rugman, A. M. (1981), Inside the multinationals; the economics of international markets, London, Croom Helm. Rugman, A. M. (1980), Internationalization as a general theory of foreign direct investment: A re-apparaisal of the literature, review of world economics, 116: 2, 365-379. Rugman, A. M.; G. Yip et S. Jayaratne (2008), A note on return on foreign assets and foreign presence for UK multinationals, British Journal of Management, 19, 162-170. Rugman, A. M. (2005), The regional multinationals: MNEs and “global” strategic management, Cambridge: Cambridge University Press. Rugman, A. M. et C. Brain (2003), Multinationals are Regional, not Global, Multinational Business Review, 11:1, 3-12. Rugman, A. M. et S. Girod (2003), Retail multinationals and globalization: the evidence is regional, European Management Review, 21: 1, 24–37. Ruigrok, W.; W. Amann et H. Wagner (2007), The internationalization-performance relationship at Swiss firms: a test of S-shape and extreme degrees of internationalization, Management International Review, 47: 3, 349-368. Ruigrok, W. et H. Wagner (2003), Internationalization and performance: an organizational learning perspective, Management International Review, 43: 1, 63-83. Sanders, W. M. G. et M. A. Carpenter, (1998), Internationalization and Firm Governance: The Roles of CEO Compensation, Top Team Composition, and Board Structure, The Academy of Management Journal, 41: 2, 158-178. Sambharya, R. B. (1995), The combined effect of international diversification and product diversification strategies on the performance of US-based multinational corporations, Management International Review, 35: 3, 197-219. Saville, D. et G. R. Wood (1991), Statistical Methods: The Geometric Approach. New York : Springer-Verlag. Sevestre, P. (2002), Econométrie des données de panel, Dunod. Scherer F. M. (1970), Industrial Market Structure and Economic Performance, Rand McNally College Publishing Company. Siddharthan, N. S. et S. Lall (1982), Recent growth of the largest U.S. multinationals, Oxford Bulletin of Economics and Statistics, 44, 1-13. Stinchcombe, A. L. (1965), Social Structure and Organizations, In J. March (Ed.), Handbook of Organizations, Chicago, Rand-McNally, 142-193. Sullivan D. (1994), The threshold of internationalization: replication, extension, and reinterpretation, Management International Review, 34: 2, 165-186. Tallman, S.; J. M. Geringer et D. M. Olsen (2004), Contextual moderating effects and the relationship of firm-specific resources, strategy, structure and performance among Japanese multinational enterprises, Management International Review, 44: 1, 109-130. Tallman, S. et J. Li (1996), Effects of international diversity and product diversity on the performance of multinational firms, The Academy of Multinational Journal, 39: 1, 179-196. Teece, D. J. (1986), Profiting from technological innovation: Implications for integration, collaboration, licensing and public policy, Research policy, 15: 6, 285-305. Thomas, D. E. (2001), Who goes abroad? International Diversification by emerging market firms into developed markets, Thèse pour le Doctorat, Université de Texas A&M. 30 Thomas, D. E. et L. Eden (2004), What is the shape of the multinationality-performance relationship?, The Multinational Business Review, 12: 1, 89-110. Toyne, B. et P. C. P. Walters (1989), Global marketing management: a strategic perspective, Allyn & Bacon, Boston, MA. Tushman, M. L. et E. Romanelli (1985), Organization evolution: a metamorphosis model of convergence and reorientation, in B. Staw et L. L. Cummings (eds.), Research in Organizational Behavior, 7, 171-222. Vachani, S. (1991), Distinguishing between related and related International Geographic Diversification: A Comprehensive Measure of Global diversification, Journal of International Business Studies, 22: 2, 307-322. Venkatraman, N. et V. Ramanujam (1986), Measurement of business performance in strategy research: a comparison of approaches, Academy of Management Review, 11: 4, 801-814. Vermeulen, F. et H. Barkema (2002), Pace, rhythm, and scope: process dependence in building a profitable multinational corporation, Strategic Management Journal, 23, 637-653. Vernon, R. (1971), Sovereignty at bay: the multinational spread of US enterprises, Basic Books: New York. Vernon, R. (1966), International investment and international trade in the product cycle, The Quarterly Journal of Economic, 80: 2, 190-207. Wagner, H. (2004), Internationalization speed and cost efficiency: evidence from Germany, International Business Review, 13: 4, 447-463. Welch, L. S. et R. Luostarinen (1988), Internationalization: evolution of a concept, Journal of General Management, 14: 2, 34-55. Werner, S. (2002), Recent developments in international management research: A review of 20 top management journals, Journal of Management, 28: 3, 277-305. Wernerfelt, B. (1984), A resource-based view of the firm, Strategic Management Journal, 5: 2, 171-180. Williamson, O. E. (1985), The economic institutions of capitalism: firms, markets, relational contracting, New York: The Free Press. Williamson, O. E. (1975), Markets and hierarchies: analysis and antitrust implications, New York: The Free Press. Zaheer, S. (1995), Overcoming the liability of foreignness, Academy of Management Journal, 38: 2, 341-383. 31