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1 Offshoring and the Global Sourcing of Talent: Understanding the New Frontier of Internationalization Niccolò Pisani IESE Business School Avda. Pearson, 21 Barcelona, Spain, 08034 Phone: 0034 932534200 Fax: 0034 932534343 Email: [email protected] Joan Enric Ricart IESE Business School Avda. Pearson, 21 Barcelona, Spain, 08034 Phone: 0034 932534200 Fax: 0034 932534343 Email: [email protected] ABSTRACT: Companies in high-cost developed economies are increasingly migrating white- collar activities at offshore low-wage locations. Recent researches confirm that firms are progressively sourcing abroad higher-skilled technical, engineering and scientific jobs. The purpose of this study is to investigate why and how companies currently offshore product development activities. We develop hypotheses on the motivations behind this higher-skilled offshoring and on the peculiar internationalization process followed. We test them on a fine- grained database containing 262 offshore implementations initiated by 71 Western European companies. The results obtained confirm that the actual process of product development offshoring presents remarkable theoretical novelties that differentiate it from previous waves of internationalization. KEYWORDS: Offshoring; Global Sourcing; Product Development; Internationalization Process

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Offshoring and the Global Sourcing of Talent: Understanding the

New Frontier of Internationalization

Niccolò Pisani IESE Business School

Avda. Pearson, 21 Barcelona, Spain, 08034 Phone: 0034 932534200 Fax: 0034 932534343

Email: [email protected]

Joan Enric Ricart IESE Business School

Avda. Pearson, 21 Barcelona, Spain, 08034 Phone: 0034 932534200 Fax: 0034 932534343 Email: [email protected]

ABSTRACT: Companies in high-cost developed economies are increasingly migrating white-

collar activities at offshore low-wage locations. Recent researches confirm that firms are

progressively sourcing abroad higher-skilled technical, engineering and scientific jobs. The

purpose of this study is to investigate why and how companies currently offshore product

development activities. We develop hypotheses on the motivations behind this higher-skilled

offshoring and on the peculiar internationalization process followed. We test them on a fine-

grained database containing 262 offshore implementations initiated by 71 Western European

companies. The results obtained confirm that the actual process of product development

offshoring presents remarkable theoretical novelties that differentiate it from previous waves of

internationalization.

KEYWORDS: Offshoring; Global Sourcing; Product Development; Internationalization Process

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INTRODUCTION

Companies in high-cost developed economies are increasingly migrating white-collar

activities at offshore locations. The recent progresses achieved in telecommunications

technology have sensibly reduced the costs of operating remotely (Zaheer and Manrakhan, 2001).

Low-cost emerging economies have thus rapidly turned into accessible and competitive

alternative destinations for relocating specific value activities (Farrell, 2004; Karmarkar, 2004).

This recent trend has soon attracted wide media coverage and political concern (Engardio,

Bernstein, and Kripalani, 2003; Hamm, 2007; Hubbard, 2006; Taylor, 2006). The more

pessimistic analysts have pointed at the migration abroad of white-collar jobs as the beginning of

an ill-fated service revolution that will socially and economically hamper developed economies

(Levy, 2005). The more optimistic ones have instead focused on the rising opportunities

available to Western companies to boost their profits, and to their Western workers to upgrade

their capabilities in order to remain competitive in a globalized labor market (Farrell, 2005).

What is currently generating particular interest and concern is the fact that companies are

increasingly sourcing abroad higher-skilled technical, engineering and scientific jobs (Lewin and

Peeters, 2006a, 2006b). While initially offshoring was basically restricted to the migration

abroad of contact centers, administrative and IT functions, now it is increasingly including the

shift abroad of product development activities such as R&D, product design and engineering

services. Considered by conventional wisdom as the critical value-generating activities of most

enterprises, their current relocation represents a major geography-related change in the

organization of corporations (Venkatraman, 2004). After an initial period of limited

consideration, international management (IM) scholars are now progressively directing their

research efforts to the emerging phenomenon of offshoring (Doh, 2005; Farrell, Laboissière, and

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Rosenfeld, 2006; Parkhe, 2007). Nonetheless, given its early stage and the difficulty of collecting

exhaustive information from offshoring companies, very few are the studies that thoroughly

address the recent practice of product development offshoring and its theoretical underpinnings.

In this paper we argue that the current process of internationalization followed by firms

offshoring innovation work presents important theoretical novelties. An extensive IM literature,

most of it based in the stages model of internationalization (Johanson and Vahlne, 1977),

examines the rationale behind the international expansion of firms and the key variables

influencing such process. In this study we seek to extend this literature to incorporate insights

into how the recent practice of product development offshoring currently takes place. We make

this extension because firms offshoring innovation work today are redistributing their value

activities worldwide in a way that is radically different from the relocation of international

activities that characterized previous waves of internationalization (Venkatraman, 2004).

The purpose of this study is therefore to investigate why and how firms currently offshore

product development activities. We deliberately focus on the actual relocation of knowledge-

intensive functions requiring technical talent because it represents the latest and most innovative

evolution of offshoring (Lewin and Peeters, 2006b). It is also the one change in the international

organization of corporations that is expected to have the most significant impact on the global

realignment of qualified jobs (Karmarkar, 2004). We develop hypotheses on this specific

international redistribution of activities and test them on a fine-grained database containing 262

offshore implementations initiated by 71 Western European companies.

This study contributes to the existing literature on two levels. First, we examine the

motivations behind the current offshoring of product development activities and show that

companies relocate higher-skilled knowledge-intensive functions with the only objective to

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access talent and thus expand their pool of capabilities (Chung and Alcacer, 2002). In this

decision labor cost arbitrage is not a relevant driver, contrary to the generalized perception

according to which the migration to offshore locations of ICT-enabled functions has the search

for efficiency and cost reduction as its only raison d'être (Aron and Singh, 2005). We speculate

on the current shortage of technical talent in Western Europe as a possible determinant of these

results.

The second contribution is relative to the process model currently followed by firms

sourcing abroad higher-skilled talent. The dominant stages model of internationalization

(Johanson and Vahlne, 1977) suggests that firms gradually increase their international

commitment. As a result of the large amount of uncertainty linked to their international

operations, firms tend to increasingly build on their international investment experience in two

main aspects: starting from culturally and geographically close countries for then moving to

more distant ones, and following a staged investment path that begins with exporting and ends

with a wholly-owned production facility (Davidson, 1980). We argue that the global competitive

landscape is changing and that firms are now following innovative dynamic models when

internationalizing their activities. The recent technological progresses have significantly

modified the evaluation of distances and the related costs of operating remotely. As a result, the

offshoring of product development activities is not any longer the product of a linear staged

model. Firms look at cultural and geographical distances differently from the past. International

experience and firm size are not any longer reliable predictors of high-value foreign investments.

Companies continuously search for agile and flexible innovation processes. The recent

technological progresses have given them the opportunity to disaggregate their value chain and

redistribute single activities leveraging diverse skills and capabilities across dispersed locations

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(Santos, Doz, and Williamson, 2004). This study wants to open the debate on these issues,

critically evaluating why and how firms internationalize their value-generating activities today.

We proceed as follows. The next section introduces the term offshoring and its most

recent developments. Then we develop hypotheses relative to the rationale behind product

development offshoring and the internationalization process used. Next are the methods and

results. Finally, we highlight the major findings obtained, discuss future research, and conclude.

DEFINING OFFSHORING

Offshoring can be defined as the practice undertaken by companies of migrating activities

at offshore locations outside their countries of origin (Venkatraman, 2004). Figure 1 offers a

schematic representation of the definition of the term.

--------------------------------

Insert Figure 1 about here

---------------------------------

Clearly, offshoring per se does not represent anything new in the international business scenario.

Western companies have in fact started migrating manufacturing work and blue-collar jobs long

ago. What is more recent is the shift abroad of a series of white-collar business processes that

only until few decades ago could be executed only at home (Dossani and Kenney, 2006). The

recent technological developments have in fact given companies new opportunities to create

value by globally relocating individual activities where they can be most efficiently executed

(Zaheer and Manrakhan, 2001; Zaheer and Zaheer, 2001). While functions like call-center

customer support or transaction processing have been traditionally performed at home, the recent

technological advances have made it possible for companies to relocate them offshore. Foreign

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locations, like India or China, have been selected on the basis of their capacity to offer well-

trained workers that can perform those tasks as well, if not even better, and at more competitive

wages than the corresponding white-collar workers at home. The term business process

offshoring has thus been increasingly used to refer to the practice of moving ICT-enabled back-

office business processes to offshore locations, usually low-cost (Dossani and Kenney, 2003).

Started as a relocation of fairly commoditized functions, companies have soon discovered

the potential of these unexploited pools of talents (Farrell, 2004). Thus, they have rapidly started

offshoring more complex and knowledge-intensive activities. Figure 2, summarizing insights

from recent researches (Dossani & Kenney, 2003, 2006; Lewin and Peeters, 2006a, 2006b),

documents the rapid inclusion of product development activities (e.g., R&D, product design and

engineering services) in the offshoring wave.

--------------------------------

Insert Figure 2 about here

---------------------------------

This finding is consistent with other researches by Dossani and Kenney (2007), Henley (2006)

and Levy (2005). These studies corroborate that North American and Western European

companies, which are responsible for most of the offshoring worldwide (Agrawal, Farrell, and

Remes, 2003; Marin, 2006), are increasingly moving abroad higher-skilled knowledge-intensive

activities. Parallel to these works, other streams of IM literature are increasingly focusing on the

management of geographically distributed virtual teams (Metiu, 2006; Hinds and Bailey, 2003;

Hinds and Mortensen, 2005) and on the consequential creation of 24-hour knowledge factories

(Gupta and Mukherji, 2007), where high-talent professionals work on the project around the

clock taking advantage of the different time zones of their respective offshoring locations.

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The increasing offshoring of higher-value activities is also confirmed by several anecdotal

evidences regularly published in the general press (Anderson, Cienski, and Condon, 2006;

Wighton, 2006). The purpose of this study is to focus precisely on these knowledge-intensive

product development activities and to investigate why and how firms currently offshore them.

For a matter of convenience, in the further development of the paper we will refer to the

offshoring of product development activities simply with PDO.

HYPOTHESES DEVELOPMENT

An extensive IM literature examines the rationale behind the international expansion of

firms and the key variables influencing such process. Over time scholars have been proposing,

testing and expanding models describing the internationalization process of firms. Out of this

vast amount of works two sub-streams can be identified. One focuses on the motivations that

drive the decision to invest abroad. The other is more process-oriented and thus concentrates on

the foreign investment path followed by firms and on the key variables that influence it. We will

keep these two streams separate when developing our hypotheses relative to what matters for

PDO.

The Motivations for Product Development Offshoring

IM scholars have identified five major motivations that can possibly drive firms to

initiate international investments: resource seeking, market seeking, efficiency seeking,

knowledge seeking and competitive pressure (Nachum and Zaheer, 2005). Resource and market

seeking can be contextualized as the more traditional motivations, mostly explaining the first

wave of internationalization that predominantly interested manufacturing activities

(Venkatraman, 2004). With the improvements of transportation infrastructures, companies began

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expanding abroad in search, on one side, for tangible resources that were either missing or too

expensive at home and, on the other side, for new markets where to produce and sell their

products (Dunning, 1993). The recognition of transnational intra-firm integration as a potential

source for competitive advantage (Fayerweather, 1969) led to the increasing inclusion of

efficiency seeking as an alternative motivation for foreign investments (Kobrin, 1991).

Concentrating on the strategic interdependences of firms, other researchers emphasized the role

of external competitive pressures as determinants for international expansion (Graham, 1998;

Knickerbocker, 1973; Yu and Ito, 1988). The recent recognition of knowledge as a key

determinant for the very existence of the multinational firm (Kogut and Zander, 1993; Santos et

al., 2004) has opened the way to an increasing number of studies showing that the search for new

capabilities can also significantly motivate international investments (Chung and Alcacer, 2002;

Kuemmerle, 1999).

Recent studies have already advanced hypotheses regarding the main drivers behind the

actual wave of offshoring (Lewin et al., 2007; Nachum and Zaheer, 2005; Pisani, 2007). Their

findings prove that resource and market seeking are clearly not significant motivations behind

the current offshoring of business process (Nachum and Zaheer, 2005; Pisani, 2007). Companies

relocating white-collar activities abroad are not in search of tangible resources, such as lands or

minerals, or new geographic areas where to produce and sell their products. Focusing on PDO

and the search of new markets, we can thus hypothesize that the search for local customers does

not represent a key driver behind the offshoring of innovation work. Hence, in line with previous

findings, we posit:

Hypothesis 1. Market seeking is not a significant motivation behind the decision to offshore product development activities.

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Labor cost differentials have always been recalled as the major motivation behind the

impressive rise of offshoring directed to low-cost economies (Agrawal et al., 2003; Aron and

Singh, 2005). Previous studies corroborate in fact that efficiency seeking is the determinant

driver behind the relocation abroad of white-collar activities (Nachum and Zaheer, 2005; Pisani,

2007). However, these studies do not differentiate between lower and higher-skilled offshored

activities. In other words, no distinction is made between the relocation of fairly commoditized

activities, like administrative functions, and more knowledge-intensive activities, like product

development tasks requiring specific technical talent. Building on such distinction, Lewin et al.

(2007) argue that, while for the migration of IT, administrative and other back-office functions

labor cost arbitrage remains a fundamental driver, it does not play a role when relocating abroad

innovation work. Accessing global talent pools and reducing costs are in fact defined as two

different offshoring strategies that companies pursue in distinct circumstances. Accessing talent

is connected to the achievement of growth objectives, especially for those companies heavily

relying on product development innovation as engine of their growth, while cost savings is

linked to companies replacing high-cost workers with lower-cost ones (Lewin et al., 2007).

Building on their argument (Lewin et al., 2007), we hypothesize that labor cost

differentials do not drive the decision to initiate PDO. The decision to offshore knowledge-

intensive innovation work has to do with the search of new resources that allow the upgrade of

the existing pool of capabilities (Kuemmerle, 1999). Cost cannot play a pivotal driver, as the

access of new knowledge often represents a key factor for the survival and growth of the entire

enterprise. As Santos et al. (2004) confirm, global innovation processes have cost reduction only

as secondary benefit. Their main advantage lays in fact in the capacity of leading to a greater

number of higher-value innovations. Furthermore, it is also worth stressing that cost arbitrages,

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especially for knowledge-intensive activities, are extremely difficult to preserve. As a matter of

fact, popular offshore destinations often experience escalating wages and remain subject to the

ordinary fluctuations of their local currencies (Farrell, 2006; Waters, 2007). Therefore, we

hypothesize:

Hypothesis 2. Efficiency seeking is not a significant motivation behind the decision to offshore product development activities.

The relocation of innovation work is generally linked to the search of new knowledge

(Cantwell, 1989). Firms investing abroad for a knowledge seeking motivation are searching for

new resources in order to upgrade their own existing pool of capabilities. These firms will

primarily value locations close to sources of relevant knowledge. The chosen locations generally

offer a competitive mix of high-skilled labor, greater R&D intensity and a consistent production

of new patents in the region (Almeida and Kogut, 1999; Chung and Alcacer, 2002; Kuemmerle,

1999). The local presence in these areas is required in order to access the specific knowledge

resources. As a proportion of knowledge remains tacit and difficult to codify, close and frequent

interactions are necessary in order to acquire it (Kogut and Zander, 1993; Martin and Salomon,

2003). Local proximity is thus interpreted as an important facilitator in the effort of acquiring the

desired capabilities.

PDO offshoring is clearly motivated by the search for new knowledge. The decision to

relocate abroad product development activities such as R&D, product design or engineering

services, implies the desire to access new capabilities that can help improving the innovation

processes of the company. Firms initiating PDO thus highly value the presence of a competitive

and diverse pool of technical talent in the offshoring region. The possibility to hire new technical

talent offshore can become particularly necessary in presence of a corresponding shortage at

home. Lewin et al. (2007) document that this is precisely the case for U.S.. The cut back in H1B

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visa of 2003 has created a shortage of talented higher-skilled employees in the country. A similar

investigation relative to some of the key members of the European Union (e.g., United Kingdom,

Netherlands and Spain), confirms that the supply of Master and PhD graduates in Mathematics,

Science and Technology has never consistently exceeded demand over the past years. Figure 3

illustrates the market for talent in these countries. The graph shows how the situation radically

changes when considering the recent enlargement of the European Union.

--------------------------------

Insert Figure 3 about here

---------------------------------

This finding highlights that in some Western European countries there has been a

shortage of technical talent. As shown by the graph, Eastern European countries have offered a

nearshore solution to address such shortage (Anderson et al., 2006; Marin, 2006). Other

developing economies have offered a more remote option to solve it. India, currently the leading

recipient of offshored service jobs, represents the most illustrative example. Thanks to its prior

development of software sector, its relatively favorable institutional environment and the

presence of a developed education system, it has consistently offered over years a vast pool of

English-speaking well-educated labor force (Dossani and Kenney, 2003, 2007; Lewin and

Peeters, 2006a, 2006b). We thus hypothesize the search of technical talent as one of the key

drivers behind the international relocation of product development activities.

Hypothesis 3. Knowledge seeking is a significant motivation behind the decision to offshore product development activities. Companies can decide to offshore product development functions also as a reaction to

competitors’ moves. The decision to imitate a competitor’s foreign investment strategy has the

main objective of not losing sight of rivals’ activities and thus not giving them unproblematic

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access to new markets and/or low-cost resources (Karnani and Wernerfelt, 1985; Knickerbocker,

1973; Nachum and Zaheer, 2005). Companies following their competitors can also take

advantage of the positive externalities generated by the industry pioneers in the offshore

destinations. These arguments seem particularly pertinent when analyzing the decision to

offshore product development activities. For instance, to negate competitors a trouble-free

exploitation of the vast pool of technical talent abroad can be one of the major reasons for

following competitors in the global sourcing of talent. In the past decade companies hunting for

talent offshore have in fact tended to invest in the same handful of regions in India, Eastern

Europe and Russia. Cities like Bangalore, Prague and Moscow have rapidly become hot spots for

foreign investments in knowledge-intensive activities (Farrell, 2006). Only recently, companies

have started diversifying geographically their offshore investments, opting for alternative

locations away from the current hot spots. This is happening mainly as a consequence of the

significant escalating wages and increasing turnovers that are nowadays characterizing the more

popular destinations (Waters, 2007). Thus, we can posit that industry considerations represent

relevant variables in determining the global sourcing of talent initiated by Western companies.

Hypothesis 4: Competitive pressure is a significant driver behind the decision to offshore product development activities.

The Process of Product Development Offshoring

An extensive literature based in the stages model of internationalization (Johanson and

Vahlne, 1977) examines the international expansion process of firms. The model, also named the

Uppsala stage model, has its theoretical base in the behavioral theory of the firm (Cyert and

March, 1963). Rooted in uncertainty reduction and experiential learning, it hypothesizes that

firms incrementally increase their commitment in their foreign operations. This staged process

interests the value chain of the company and its partial relocation in foreign countries (from

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export to sales offices to production facilities to full value-chain subsidiary), its mode of

operations (from arm’s length transaction through partnerships with locals to wholly-owned

operations), and its geographical distribution (from more familiar to less familiar countries)

(Westney and Zaheer, 2001). The model has been extensively tested. Several studies focused on

the incremental commitment hypothesized in the model and tested whether international

experience is a reliable predictor of the international commitment of firms. Johanson and

Wiedersheim-Paul (1975), Juul and Walters (1987), Chang (1995), and Chang and Rosenzweig

(2001) confirmed that inexperienced firms make limited resource commitments in early

expansion operations and that such firms tend to commit more in their successive international

investments. However, various other studies (Nordstrom, 1991; Sullivan and Bauerschmidt, 1990;

Turnbull, 1987; Welch and Loustarinen, 1988) found exceptions to the general rule of increased

commitment characterizing the successive stages of the model.

Other scholars concentrated on testing the geographical implications of the model, which

predicts that companies tend to invest first in proximate countries for then moving to less

familiar ones. Geographic, cultural, linguistic and institutional factors have been considered in

defining the relative proximity of regions. While Barkema, Bell and Pennings (1996), Davidson

(1980, 1983), and Denis and Depelteau (1985) found empirical support for this hypothesis, other

studies (Benito and Gripsrud, 1992; Engwall and Wallenstål, 1988; Sullivan and Bauerschmidt,

1990) could not confirm that firms start investing in countries culturally closer to the home

country.

Over time scholars have extended the model in order to incorporate relevant factors and

thus improve its empirical validity. Among other issues, the level of competition of the host

country (Vahlne and Nordström, 1993), the changes in government regulation (Sullivan, 1984),

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the cultural entry barriers (Kwon and Hu, 1995), the initial firm size (Oviatt and McDougall,

1994) and the political environment (Delios and Henisz, 2003) have been included in the stages

model of internationalization. Although the quantitative empirical evidence has not always been

supportive (Kalnins, 2007), the Uppsala stage model remains an intuitively appealing model

(Delios and Henisz, 2003) that qualitative work has proved to be very insightful when

understanding the decisions relative to firms’ international expansion (Sullivan and

Bauerschmidt, 1990). Its overall relevance and extensive usage are confirmed by the fact that it

has been cited 502 times in the Institute for Scientific Information’s (ISI) Web of Knowledge

database as of November 2007.

In this section we argue that the current process of internationalization followed by firms

offshoring innovation work presents important theoretical novelties when compared to the

Uppsala stage model of internationalization. Companies offshoring innovation work today are

redistributing their value activities worldwide in a way that is radically different from the

relocation of international activities that characterized previous waves of internationalization

(Venkatraman, 2004). We thus hypothesize that, while some of the insights of the Uppsala stage

model still hold, others need to be reassessed in order to model properly the current wave of

international expansion.

First of all, we argue that the current process of internationalization is not any longer as

linear as hypothesized by the stage model. The recent technological progresses have sensibly

reduced the costs of operating remotely (Zaheer and Manrakhan, 2001; Zaheer and Zaheer,

2001). Companies competing in turbulent environments have entered into processes of

accelerated internationalization that led them to a rapid relocation of strategic functions at

offshore locations (Gottfredson, Puryear, and Philips, 2005). The notion of born global firm has

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been increasingly used in the mainstream IM literature to define the “business organization that,

from inception, seeks to derive significant competitive advantage from the use of resources and

the sale of outputs in multiple countries” (Oviatt and McDougall, 1994: 31). The capacity to

succeed of these born global firms is based on their innovative and entrepreneurial usage of those

technological progresses that have dramatically increased the speed, quality and efficiency of

international communications and on their superior organizational capabilities to manage and

coordinate knowledge-based resources (Oviatt and McDougall, 1994; Knight and Cavusgil,

2004).

Previous international experience may not be any longer a reliable predictor for the

international commitment of firms. According to the stage model, the relocation of product

development activities should represent the final step in the process of foreign expansion. Only

after having gained significant experience in foreign countries, beginning with the more familiar

ones, a firm is confident enough to decide to shift abroad its key value-generating activities.

Contrary to this argument, we posit that nowadays previous international experience may not

play a significant role in the decision to source abroad knowledge-intensive assets. The

globalization of economic activities and the recent changes in the costs of distance have sensibly

altered the entire rationale for foreign investment. An increasing number of young and agile

firms characterized by high levels of flexibility and by a natural positive predisposition towards

innovativeness (Knight and Cavusgil, 2004; Lewin and Massini, 2003) are perfectly positioned

to exploit from their inception the rising opportunity to source, locate and organize human

capital on a global scale. Hence, we posit:

Hypothesis 5. In the process of offshoring product development activities international experience is not a significant factor as it was for previous foreign expansion strategies.

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The reduction of the costs of distance determined by the introduction of new information

technologies has also altered the perception of geographic distances. While in the past familiar

countries were chosen also on the basis of their physical proximity, the significant improvements

in the transportation sector on one side and in the communication technologies on the other have

radically altered the perception of distance. The introduction of broadband technologies has

enabled the creation of authentic information assembly lines where information can be easily and

efficiently standardized, stored, sent and elaborated in remote locations (Karmarkar, 2004). The

improvement of the transportation sector has greatly facilitated the relocation of resources and

employees around the world.

The improved accessibility to offshore locations has also altered the perception of

cultural distances. Multinational firms are increasingly managed by multicultural teams whose

members are used to act in highly heterogeneous cultural environments. Teams that span

multiple geographic and cultural boundaries have in fact become prevalent in many industries.

As a result, multinational multicultural distributed teams have become an integrative part of

numerous organizations (Connaughton and Shuffler, 2007). The increasing standardization of

technical knowledge and the predominance of the English language in a number of technical

fields have played important roles in facilitating efficient interactions among individuals with

different cultural backgrounds. It is worth stressing that cultural differences continue to matter,

especially in low-wage economies, where only a small percentage of university graduates are

suitable for jobs in Western multinationals (Farrell et al., 2006). However, we argue that in the

decision to offshore product development activities cultural issues are not as significant as they

were in the past for foreign expansion strategies. Given a sufficient supply of technical talent

prepared to work at international standards in the offshore environment, we hypothesize that

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cultural differences do not represent a major factor in determining the PDO process. The use of

distributed multinational teams is particularly appealing to innovation activities that can benefit

from the greater variety of perspectives inherent within a culturally diverse group (Milliken and

Martins, 1996). Several studies in the organization behavior literature confirm in fact that

cultural heterogeneity positively impacts the performance of teams, especially for identifying

problem perspectives and generating solution alternatives (Cox, Lobel, and McLeod, 1991; Elron,

1997; McLeod and Lobel, 1992; Watson and Kumar, 1992; Watson, Kumar, and Michaelsen,

1993). Hence, formally:

Hypothesis 6. In the process of offshoring product development activities geographic and cultural distances are not significant factors as they were for previous foreign expansion strategies.

What continues to matter in the definition of a firm’s international expansion strategy is

the public policy environment of the offshore country. The ability of a host government to

credibly commit to a set of policies is key for companies willing to enter the country (Kobrin,

Basek, Blank, and La Palombara, 1980). It has in fact been proven that in those countries where

policy credibility is low, firms tend to minimize commitments or even avoid investment there

(Henisz and Delios, 2001). As a matter of fact, a high uncertainty in the policy-making structure

of a country creates difficulties in collecting and organizing the information needed for a

successful venture and greatly reduces the level of regulative safeguards guaranteed to foreign

investors. In those environments, often defined as politically hazardous, policies are extremely

volatile in response to exogenous shocks, to changes in the identity of policy-makers and to the

direct lobbying of host country local competitors or incumbents. A recent study (Delios and

Henisz, 2003) confirms that political hazards matter in the stage model and should thus

meaningfully incorporated when studying the process of internationalization of firms.

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In line with such findings, we argue that the policy environment deeply influences the

PDO process of firms. The political stability of the offshore country is critical in securing a

healthy regulative environment where to safely relocate the most critical knowledge-intensive

activities. The host country’s legal regulations have in fact been considered among the strongest

environmental pressures faced by foreign companies in the offshore country (Rosenzweig and

Singh, 1991). We expect firms investing in PDO to be particularly sensitive to the potential lack

of an appropriate intellectual property protection in the offshore country. Policy uncertainty on

this particular issue could in fact deeply jeopardize the entire PDO investment. Hence, we

hypothesize:

Hypothesis 7. In the process of offshoring product development activities the policy uncertainty of the offshore country continues to be a significant factor as it was for previous foreign expansion strategies.

Finally, we argue that the stage model still holds when predicting that, as firms increase

their commitment in the foreign country, they will tend to increasingly internalize their

operations (Johanson and Vahlne, 1977; Westney and Zaheer, 2001). We posit that this is

especially the case for PDO, which focuses on the relocation of strategic knowledge-intensive

activities whose externalization present intrinsic hold-up problems (Trefler, 2005). An extensive

literature based on the transaction-cost based theory of the firm (Buckley and Casson, 1976;

Hennart, 1982; Williamson, 1975) has studied the different costs of organizing international

interdependencies through captive offshoring or offshore outsourcing. In particular, several

studies have addressed the potential risks of opportunistic behaviour in the case of offshore

outsourcing (Aron, Clemons, and Reddi, 2005; Brynjolfsson, Malon, Gurbaxani, and Kambil,

1994; Clemons, Reddi, and Row, 1993; Trefler, 2005). Those risks are of particular concern

especially when externalizing product development activities. Local external providers can in

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fact opportunistically exploit the know-how shared by the buyer as a legitimate part of the

contract, for example by reverse engineering critical proprietary processes (Aron et al., 2005).

Kogut and Zander (1993), although criticizing the transaction cost model, arrive at the

same conclusion when stating that multinationals arise out of their superior efficiency as

organizational vehicles by which to transfer knowledge across borders, especially when it is tacit,

hence less codifiable and teachable. The existence of multinationals is thus conceived as a result

of their specialization in the creation and internal transfer of knowledge. Captive offshoring is

thus confirmed to be the only reasonable way of relocating knowledge-intensive activities abroad.

Therefore, we posit:

Hypothesis 8. When offshoring product development activities firms organize their international interdependencies through captive offshoring and not through offshore outsourcing.

METHODS

Setting and Data Source

To test the hypotheses we use data collected through the Offshoring Research Network (ORN)

project, an international research program launched by Duke University in 2004. In 2004 and

2005 the project focused on surveying the offshoring practices of U.S. based companies. In 2006,

the survey was extended to involve six European Universities to broaden the research to Europe.1

The key unique features of the ORN project are the following. First, its contextual commonality

and the centralized online administration lead to a high degree of comparability across surveys

collected in the different countries involved. Second, the level of the analysis is the specific

offshore implementation and not the company’s broad experience with offshoring. This results in

1 Partner Universities include Copenhagen Business School, Otto Beisheim School of Management, RSM Erasmus University, IESE Business School, Manchester Business School, and Solvay Business School.

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an extremely fine-grained and unique database, which enables grasping key differences across

individual implementations, even when initiated from the same company. Furthermore, the

survey includes not only companies that are already offshoring, but also those that are

considering offshoring but have not started yet. For the purposes of this study, we use data from

the 2006 ORN surveys of three European countries, namely United Kingdom, Netherlands and

Spain. The selection of these three countries out of the six available is due to the accessibility

and comprehensiveness of their corresponding records at the moment of the analysis. After

eliminating single incomplete surveys, a total of 262 implementations executed by a total of 71

companies are left.

Measures

The dependent variable of this study is PDi, which is a dummy that scores 1 when

implementation i involves a product development activity (e.g., R&D, product design and

engineering services) and 0 otherwise. The operationalization of the independent variables is as

follows:

Market seeking. To operationalize the market seeking motivation we use the answers to

the survey question in which respondents were asked to rate, using a five point likert scale, how

the access to new markets for products and services mattered as strategic driver for their offshore

implementation.

Efficiency seeking. To operationalize the efficiency seeking motivation we use the

answers to the survey question in which respondents were asked to rate, using a five point likert

scale, how the labor cost savings mattered as strategic driver for their offshore implementation.

Knowledge seeking. To operationalize the knowledge seeking motivation we use the

answers to the survey question in which respondents were asked to rate, using a five point likert

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scale, how the access to qualified personnel mattered as strategic driver for their offshore

implementation.

Competitive pressure. To operationalize the competitive pressure motivation we use the

answers to the survey question in which respondents were asked to rate, using a five point likert

scale, how competitive pressure mattered as strategic driver for their offshore implementation.

International experience. To operationalize the level of international experience of a

firm pursuing implementation i we proxy it with the total number of implementations of the

company. The higher this number, the more the company is committed in foreign markets.

Cultural and geographic distances. To operationalize cultural distance we use the

answers to the survey question in which respondents were asked to rate, using a five point likert

scale, how cultural differences with employees in offshore location were considered a risk for

their implementation. The relevance of geographic distance is operationalized using four

dummies relative to four key offshoring destinations (India, China, Latin America and Eastern

Europe). Each dummy scores 1 when the implementation is relocated to the corresponding

region and 0 otherwise.

Policy uncertainty. To operationalize policy uncertainty we use the answers to two

survey questions. In the first, respondents were asked to rate, using a five point likert scale, how

the political instability of the host country was considered a risk for their offshore

implementation (POLICY1). In the second, respondents were asked to rate, using a five point

likert scale, how the lack of intellectual property protection in the host country was considered a

risk for their implementation (POLICY2).

Offshoring model. To take into account the offshoring model we use a dummy that

scores 1 when the implementation is done through a captive subsidiary and 0 otherwise.

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We also include a series of control variables for the size of the companies surveyed, their

country of origin (dummies included for United Kingdom, Netherlands and Spain) and their

main industry categorization (dummies included for telecommunications, IT and service

providers).

Model

To test our hypotheses we run the following logit model:

PDi = β0 + β1 * MARKETi + β2 * EFFICIENCYi + β 3 * KNOWLEDGEi + β4 * COMPETITIONi

+ β5 * INTEXPi + β6 * CULTUREi + β7 * POLICY1i + β8 * POLICY2i + β9 * MODELi

+ β10 * SIZEi + δ * DCOUDESTINATIONi + γ * DCOUORIGINi + η * DINDUSTRYi + ei

Table I reports the variables used, their descriptive statistics and correlation coefficients.

--------------------------------

Insert Table I about here

---------------------------------

Most correlation coefficients are low and none of them presents harm in assuming independency

among the independent variables. To deal with the very few missing values of the dataset, we

estimate them using available observations, by testing a model based on all observations for

which there were no missing values, and using it to estimate them (Nachum and Zaheer, 2005).

Since the dependent variable is dichotomous, we make use of the logit model. The

coefficients of the independent variables offer a very straightforward interpretation. Each unit

increase of the independent variable X multiplies the odds favoring PD = 1 by eβx if all the other

variables stay the same. Thus, the resulting coefficients are very useful in determining whether

the independent variable in question is relevant (e.g., statistically significant), what is the nature

(e.g., positive or negative) of the relationship under scrutiny and what is its intensity (e.g., the

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bigger the coefficient the bigger the influence of the variable on the probability that PD scores 1).

Furthermore, as most of the independent variables share the same scale, it is possible to compare

their magnitudes (Kennedy, 2003). Table II reports the estimation results. The levels of

significance of the individual coefficients, the result of the χ2 test, and the Pseudo R2 are also

reported.

--------------------------------

Insert Table II about here

---------------------------------

RESULTS AND DISCUSSION

Hypothesis 1, that market seeking is not a significant motivation behind the decision to

offshore product development activities, received strong support in the analysis. The coefficient

of the market seeking motivation is in fact small and not significant at 5% level. It is thus

confirmed that PDO is not driven by the search of new markets where to sell the company’s

products. This finding is perfectly in line with the results obtained in other studies (Nachum and

Zaheer, 2005; Pisani, 2007).

Hypothesis 2, that efficiency seeking is not a significant motivation behind the decision to

offshore product development activities, received strong support in the analysis. The coefficient

relative to the labor cost savings operationalization is very small and not significant at 5% level.

PDO is thus not driven by labor cost differentials. This is an important finding that contradicts

the generalized perception for which the current offshoring of business processes has the search

for efficiency and cost reduction as its only raison d’être (Aron and Singh, 2005). This finding

well complements the results of previous studies. With the introduction of the fine-grained

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difference between lower and higher-skilled offshored activities we are in fact able to prove that,

although cost reduction matters for most offshoring initiatives (Nachum and Zaheer, 2005; Pisani,

2007), it does not play a role when relocating abroad innovation work. It is worth noting that, in

the descriptive statistics, efficiency seeking reports the highest mean across all strategic drivers.

However, its coefficient in the model is insignificant. This finding also supports the results

obtained by Lewin et al. (2007), who focus on the U.S. sample of the ORN project and find that

firms do not take into account cost considerations when offshoring innovation work.

Hypothesis 3, that knowledge seeking is a significant motivation behind the decision to

offshore product development activities, received strong support in the analysis. The coefficient

of the knowledge seeking motivation is in fact positive and significant at 5% level. This result

confirms that, when implementing PDO, companies search for technical talent abroad. While for

the migration of non product development activities labor cost arbitrage remains a fundamental

driver, the findings obtained here prove that for PDO what matters is the desire to access new

talent and thus expand the company’s pool of capabilities. This study cannot demonstrate that

Western European companies are sourcing talent abroad as a direct response to the current

shortage of higher-skilled employees at home; however, the data provided earlier in the paper

suggest that the current shortage of talent in Western Europe certainly plays a role in this trend.

Hypothesis 4, that competitive pressure is a significant motivation behind the decision to

offshore product development activities, received no support in the analysis. The coefficient

relative to the competitive pressure operationalization is negative and not significant.

Although hypothesized as relevant, competitive pressure does not play a significant role in the

decision to offshore innovation work. Other studies have failed to bring any kind of empirical

support to this hypothesis (Nachum and Zaheer, 2005; Pisani, 2007). One possible explanation is

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that while competitive considerations are obviously dominant when offshoring lower-skilled

activities whose superior efficiency is based on arbitrage opportunities, they become less

relevant when relocating abroad innovation work. The decision to offshore the key value-

generating activities of the firm may not be primarily driven by comparative considerations

regarding competitors. As confirmed in this study, such decision is mostly based on the internal

recognition of the need to acquire new capabilities. As a result, we believe further investigation

is necessary to understand how competition matters in the decision to offshore product

development work.

Hypothesis 5, according to which in the process of offshoring product development

activities international experience is not a significant factor as it was for previous foreign

expansion strategies, received strong support in the analysis. The coefficient relative to the

international experience of firm is negative and significant. This implies that less experienced

firms have higher probability to be the ones that initiate PDO. This finding strongly corroborates

our hypothesis that the linear stage model of internationalization does not predict well the current

wave of global sourcing for talent. The results clearly show that an increasing number of firms

characterized by high levels of flexibility and a natural positive predisposition towards

innovativeness (Knight and Cavusgil, 2004) decide to accelerate their process of

internationalization and relocate innovation work before acquiring a significant international

exposure. The process of internationalization adopted by companies is changing and this finding

is the proof that the redistribution of value-generating activities pursued today is different from

the one that characterized previous waves of internationalization (Venkatraman, 2004).

Hypothesis 6, for which in the process of offshoring product development activities

geographic and cultural distances are not significant factors as they were for previous foreign

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expansion strategies, received strong support in the analysis. The coefficient relative to cultural

differences is negative and significant. This means that the higher the concern relative to

potential cultural differences with employees in the offshore location the lower the probability

that the implementation involves a product development activity. In other words, the smaller the

fear relative to cultural issues, the higher the commitment on offshoring, in this case through the

relocation abroad of critical knowledge-intensive activities. Those companies ready to bet on the

potential benefits that the greater variety of perspectives inherent within a culturally diverse

group (Milliken and Martins, 1996) can offer are the ones that more likely offshore innovation

works. The use of distributed multinational teams has become an integrative part of many

organizations (Connaughton and Shuffler, 2007). Companies open towards cultural

heterogeneity use these globally distributed teams to improve their innovation processes through

PDO. The perception of geographic distance has also changed. The companies surveyed are

based in Western Europe, precisely in United Kingdom, Netherlands or Spain; however, Eastern

Europe is not at all the most chosen offshore destination for the critical relocation of product

development activities. Companies primarily select India and China for their PDO. The

coefficients of the dummies relative to these two countries are in fact higher and more

statistically significant than the one corresponding to Eastern Europe. In other words, contrary to

the prediction of the stages model of internationalization, geographical proximity is not taken

into account when implementing PDO.

Hypothesis 7, according to which in the process of offshoring product development

activities the policy uncertainty of the offshore country continues to be a significant factor as it

was for previous foreign expansion strategies, received mixed support in the analysis. The

coefficient of the first operationalization of policy uncertainty, the one referring to the political

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stability of the offshore country, is negative and not significant at 5% level. The coefficient of

the second variable, the one relative to the risk of a potential lack of intellectual property

protection in the offshore environment, is instead positive and significant. Firms doing PDO are

thus very much worried with the regulative safeguards guaranteed to foreign investors. The

decision to relocate the key knowledge-intensive activities of the firm clearly requires a reliable

regulative host environment in which intellectual protection is fully guaranteed. The results

obtained in this study confirm that the risk of having local offshore companies or foreign

competitors trying to steal important proprietary processes because of a lack of intellectual

property protection in the host country represents a great deterrent against PDO.

Political stability should also represent an important variable that companies willing to

invest in PDO look at (Delios and Henisz, 2003). However, the findings obtained do not

corroborate the relevance of political stability in the PDO process. One potential explanation

derives from the high concentration of offshore activities in India and China. As most of the

relocation is directed to these two fairly stable countries, the political hazard of the host region is

often not perceived as a primary concern.

Hypothesis 8, which predicts that when offshoring product development activities firms

organize their international interdependencies through captive offshoring and not through

offshore outsourcing, received strong support in the analysis. The coefficient of the dummy

relative to the offshoring model used is in fact positive and significant. Therefore, the findings

obtained confirm that those firms organizing their international interdependencies through

captive subsidiaries are most likely the ones doing PDO. The creation and international transfer

of knowledge is best executed inside the boundaries of the firm (Kogut and Zander, 1993).

Offshore outsourcing is thus considered by companies a less reliable model when relocating

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knowledge-intensive activities. As already shown in other researches (Aron et al., 2005), the

risks of opportunistic behaviour is of particular concern when externalizing product development

tasks. The result obtained here confirms that companies look at captive offshoring as the most

efficient way of relocating innovation work at offshore locations.

The results relative to the control variables used also offer some interesting insights. The

variable accounting for the size of the companies involved has a significant coefficient of zero.

This means that bigger firms do not manifest any higher propensity to initiate PDO than smaller

ones. It is worth stressing this result because established models of internationalization have

often hypothesized that bigger firms were more likely to expand internationally (Chandler, 1986;

Dunning, 1981). The high positive correlation found between the size and the international

experience of firms (0.61) would seem to confirm this kind of argument. However, the results

obtained clearly show that these two variables do not have a significant role in the process of

relocating abroad innovation work. While in the past large experienced companies were

commonly considered the best candidates for managing complex international activities,

nowadays smaller, younger and more agile firms seem to be also at the forefront of the

internationalization process (Oviatt and McDougall, 1994). Regarding the other control variables,

the ones relative to the industry categorizations are not significant, while the ones relative to the

countries of origin of the companies surveyed are both positive and significant. For instance,

Spanish companies seem to have a higher propensity than the Dutch ones to initiate PDO.

This study is not exempt of limitations. First of all, both dependent and independent

variables come from the same survey. In order to limit the potential common method bias, we

used as dependent variable a fairly objective information provided by the respondents. As a

matter of fact, for each implementation it was asked to specify out of a list provided the kind of

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activities being relocated offshore. The dummy used as dependent variable assigns 1 to the R&D,

product design and engineering services categories and 0 otherwise. We reckon that the level of

subjectivity in answering this question is very limited. We cannot double check the entries

obtained using an alternative source of data as the implementation level is so specific that no

other publicly available database offers the same detailed information. However, we feel

confident that the query was very straightforward and there was very little room for ambiguity in

understanding the question and providing the information asked.

Another limitation has to deal with the lack of information regarding other important

Western European countries. While for Germany we had to exclude the data because of many

missing data, in the case of France and Italy the survey has not been launched yet. The

information collected in these countries will be extremely useful for testing the hypotheses

formulated in this study, offering a more complete analysis of the European context. The

commonality of the survey used presents a great advantage when it comes to compare results and

understand similarities across regions relative to the current offshore wave. As a matter of fact,

our focus on European companies present interesting considerations when compared to the

results of another study (Lewin et al., 2007) that is also investigating the offshoring of product

development activities in the U.S. by using data from the same ORN project. Although their

model presents differences from the one used in our study, some of their results interestingly

confirm key findings obtained here. The access to talent, that is our operationalization for the

knowledge seeking motivation, is also the key driver behind PDO in the U.S. sample; labour cost

savings is confirmed not to have a significant role behind the relocation of innovation work.

Furthermore, U.S. companies also vastly prefer captive solutions when offshoring product

development activities; finally, also for the U.S. sample international experience and size are not

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good predictors of PDO propensity when compared to other factors. Thus, Western companies

seem to be following a similar pattern when pursuing their offshore initiatives relative to

knowledge-intensive activities. The importance of these results is to show that the process model

currently followed by firms sourcing abroad higher-skilled talent presents important

commonalities across regions and it is significantly different from the relocation of international

activities that characterized previous waves of internationalization. Future research should

concentrate on the important theoretical novelties that underlie the actual offshoring wave,

incorporating insights and extending established models. Our research has hopefully opened the

way to a prolific stream of studies that will critically reassess the dominant models of

internationalization to understand up to which point they are useful in representing the current

international relocation of value activities undertaken by Western firms.

CONCLUSION

Companies in high-cost developed economies are increasingly migrating white-collar

activities at offshore locations. Recent studies consistently show that enterprises are

progressively sourcing abroad higher-skilled technical, engineering and scientific jobs. This

trend is taking place in U.S. as well as in Western Europe (Dossani and Kenney, 2007; Henley,

2006; Levy, 2005; Lewin and Peeters, 2006a, 2006b). The purpose of this paper is to investigate

why and how Western firms currently offshore product development activities. Our main

argument is that the process of offshoring innovation work today radically differs from previous

waves of internationalization. Thus, we develop hypotheses on the drivers and on the process

followed by companies currently relocating abroad higher-skilled knowledge-intensive activities

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and test them on a fine-grained database containing 262 offshore implementations initiated by 71

Western European companies.

This study contributes to the existing IM literature on two grounds. First, it shows that the

actual offshoring of knowledge-intensive activities has the search for talent as its only driver.

Contrary to the general perception for which offshoring is gaining in popularity as a mean to take

advantage of labor cost differentials, the results obtained clearly show that Western companies,

when doing PDO, are seeking for new talent to expand their pool of capabilities and not for a

way to cut labor costs. This finding corroborates the hypothesis that accessing global talent pools

and reducing costs are two different offshoring strategies that companies pursue in different

circumstances (Lewin et al., 2007). While for the vast migration of IT, administrative and other

back-office functions labor cost arbitrage remains a fundamental driver (Nachum and Zaheer,

2005; Pisani, 2007), it does not play a role when relocating higher-skilled innovation work.

The second contribution of this study is relative to the process model currently followed

by firms doing PDO. While the dominant model of internationalization (Johanson and Vahlne,

1977) predicted that firms gradually increased their international commitment basing on their

international investment experience and thus on their increasing magnitude of operations in less

familiar environments, we show that the current process of offshoring follows a significantly

different pattern. While some of the insights of the stages model still hold nowadays, others need

to be reassessed. For instance, international experience is not any longer a reliable predictor for

understanding the level of international commitment of a company. Younger, relatively

inexperienced firms that are characterized by high levels of flexibility and propensity to

innovation (Knight and Cavusgil, 2004) are leveraging on the current technological progresses to

source, locate and organize human capital on a global scale. Cultural differences are also not any

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longer source of major concern for those firms willing to create geographically distributed teams

of talented professionals. Moreover, our findings show that the size of the company does not

influence the complexity of the international activities as it did in the past (Chandler, 1986). On

the other side, according to an extended version of the stages model (Delios and Henisz, 2003),

the policy uncertainty of the offshore environment continues to play a major role in shaping the

offshoring of innovation work. Companies involved in the creation and transfer of knowledge

across borders also continue to choose captive models in order to best organize their complex

international interdependencies.

A final and important note on how we should interpret these findings in terms of policy

implications for the Western labor market. Developing regions, above all India and China, are

increasingly becoming competitive sources of talent for Western companies. High-cost

developed regions need to focus on the creation and retention of talent at home if they want to

remain competitive in the production of innovation work. The generalized perception that

higher-skilled knowledge-intensive jobs are being relocated offshore for an arbitrage opportunity

on labor cost differentials is dangerously misleading. This study proves that cost is not

considered by companies when relocating abroad product development activities. Those

companies that invest in a global source of talent do so with the aspiration to create new

knowledge and not to merely substitute workers at home. In other words, the offshoring of

higher-skilled talent initiated by Western companies should not be simplistically classified as

negative for the home economies. It should be rather considered an important opportunity to

update and improve the capability to innovate at home. Companies continuously search for agile

and flexible innovation processes. The recent technological progresses have created the strategic

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opportunity to access efficiently unexploited sources of knowledge abroad. Offshoring is nothing

else but “the inevitable next step in the process of globalization” (Farrell et al., 2006: p. 32).

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TABLE I

Descriptive Statistics and Correlation Coefficients of the Independent Variables a

Variable Mean s.d. 1 2 3 4 5 6 7 1. MARKET b 7.10 5.14 1.00 2. EFFICIENCY b 12.56 3.97 -0.28 1.00 3. KNOWLEDGE b 8.25 4.34 0.37 -0.15 1.00 4. COMPETITION b 8.89 4.16 0.22 0.25 0.36 1.00 5. INTEXP 11.87 11.02 0.22 0.31 -0.16 0.02 1.00 6. CULTURE b 7.61 3.71 -0.22 0.34 -0.18 0.03 0.13 1.00 7. POLICY1 b 4.98 3.53 0.01 0.16 0.12 0.21 -0.09 0.17 1.00 8. POLICY2 b 7.72 5.01 0.50 0.16 0.39 0.37 0.31 0.06 0.24 9. MODEL c 0.50 0.50 -0.17 -0.04 -0.28 -0.13 0.08 0.00 0.11 10. SIZE d 56728 106814 -0.29 0.28 -0.37 0.09 0.61 0.27 0.16 11. DEASTEUROPE 0.11 0.31 0.02 0.08 0.08 -0.01 -0.01 0.04 0.05 12. DLATAM 0.09 0.28 -0.14 0.04 -0.10 -0.11 -0.10 -0.04 0.01 13. DINDIA 0.24 0.43 -0.24 0.09 -0.01 0.01 -0.12 0.17 0.09 14. DCHINA 0.10 0.30 -0.04 0.09 -0.01 0.12 0.05 0.03 0.06

a N = 262. Correlations greater than .12 or less than –.12 are significant at p < .05 b Linear additive transformation of 1-5 score. E.g. A score of 3 out of 5 point Likert scale is transformed as 1 + 2 + 3 = 6 c Dummy = 1 for captive implementations, 0 otherwise d Number of company employees

TABLE I (continued)

Variable 8 9 10 11 12 13 14 1. MARKET b 2. EFFICIENCY b 3. KNOWLEDGE b 4. COMPETITION b 5. INTEXP 6. CULTURE b 7. POLICY1 b 8. POLICY2 b 1.00 9. MODEL c -0.38 1.00 10. SIZE d -0.12 0.37 1.00 11. DEASTEUROPE 0.09 -0.05 -0.07 1.00 12. DLATAM -0.22 0.09 0.04 -0.11 1.00 13. DINDIA -0.05 -0.13 0.00 -0.19 -0.17 1.00 14. DCHINA 0.06 -0.04 0.14 -0.12 -0.11 -0.19 1.00

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TABLE II

Estimation Results

Dependent Variable = PD

Variables Model Coefficients P-Value

Motivation Variables MARKET 0.07 0.25 EFFICIENCY 0.03 0.68 KNOWLEDGE 0.14* 0.02 COMPETITION -0.01 0.86 Process Variables INTEXP -0.18** 0.003 CULTURE -0.18** 0.008 POLICY1 -0.12 0.13 POLICY2 0.28*** 0.000 MODEL 1.43** 0.007 DEASTEUROPE 1.36+ 0.06 DLATAM -1.15 0.33 DINDIA 1.72** 0.003 DCHINA 1.62** 0.015 Control Variables SIZE 0.00** 0.011 Country of origin DSPAIN 2.54** 0.001 DNETHERLANDS 1.82** 0.009 Industry categorization DTELECOM 0.18 0.81 DIT -0.37 0.67 DSERVPROV 1.21 0.19 Constant -5.85*** 0.000

Prob.> χ2 0.00 Pseudo R2 0.3840 Number of observations 262

+ p < 0.1 * p < .05 ** p < .01 *** p < .001

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FIGURE 1

Offshoring Definition

OffshoreOutsourcing

DomesticOutsourcing

CaptiveOffshoringKeep-in-House

Domestic AbroadIn

sour

ceO

utso

urce

Location DecisionFi

rmB

ound

ary

Dec

isio

n

Offshoring

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FIGURE 2

Offshoring Activities2

Offs

hore

dA

ctiv

ities

Manufacturing ManufacturingManufacturing Manufacturing

Administrative

Manufacturing

Administrative Administrative

IT

Administrative

IT

ContactCenters

ContactCenters

ProductDevelopment

IT

Time

1990s1960s Now

Global Sourcing of Talent

2 Main sources: (Dossani & Kenney, 2003, 2006; Lewin & Peeters, 2006a, 2006b)

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FIGURE 3

Technical Talent in Europe3

0

100000

200000

300000

400000

500000

600000

700000

800000

900000

1000000

1998 1999 2000 2001 2002 2003 2004 2005 2006

Year

Supply EU 27 Supply EU 15 Supply UK-NL-ES Demand EU 27 Demand EU 15 Demand UK-NL-ES

Technical talent refers here to the yearly number of graduates (Master and PhD level) in Mathematics, Science and Technology. Data comes from EuroStat.

3 The demand of graduates is computed starting from the supply of 1998 and using the annual GDP growth rate as a proxy for its annual growth. The supply of graduates is simply the number of graduates adjusted for the corresponding annual GDP growth. Supply data were not available for 2005 and 2006 and were therefore estimated using the internal growth rate experienced in previous years.