Working Paper 98-12
Routines Leveraging Knowledge Across Borders For Global New
Product Development Capability: An Empirical ExaminationÓ
Mohan Subramaniam and N. Venkatraman
Mohan Subramaniam
University of Connecticut
School of Business
Box U41M, 368 Fairfield Road
Storrs, CT 06269-2041
Ph: (860) 486 4690
Fax: (860) 486 6415
Email: msub@bu.edu
N. Venkatraman
Boston University
School of Management
595 Commonwealth Avenue
Boston MA 02215
Ph: (617) 353 7117
Fax: (617) 353 5003
Email: venkat@bu.edu
Working Paper for The Carnegie Bosch Institute
ABSTRACT
With increasing globalization of markets the capability to develop
new global products - or, new products for multiple country
markets - is of growing significance for firms. In this paper we
explain the variance in global new product development capabilities
among firms as a function of the overseas knowledge they leverage
through their routines - or, the regular activities employed
for new product development. Our findings provide compelling evidence
that firms leveraging tacit as opposed to explicit
overseas knowledge are associated with greater global new product
development capabilities. In particular, we find firms that leverage
tacit differences in the requirements of countries -- either through
cross-national teams, teams with domestic members having prior overseas
experience, high degrees of headquarter-subsidiary collaboration,
or cross-national communication -- are associated with greater global
new product development capabilities. These findings are based on
a survey of ninety global new product introductions from forty-four
multinational companies across multiple industries.
INTRODUCTION
The capability to develop new products is a critical determinant
of a firm's competitiveness. New market positions are created through
new products and established market positions are rarely sustained
without ongoing product innovation. Not surprisingly, significant
research attention has been devoted to understanding how new products
are developed and introduced to the market.
Despite the burgeoning stream of literature on new product development
however (see Brown and Eisenhardt, 1995, for a review), few studies
have addressed the increasingly important case of global
products. Global products differ from domestic products as they
cater to multiple country markets. A significant aspect of their
development process involves factoring in knowledge about multiple
overseas markets - knowledge of which resides in overseas locations
(Bartlett and Ghoshal, 1989). While prior research on new product
development has strongly emphasized the importance of closely integrating
market knowledge into product characteristics for new product success
(e.g., Cooper, 1994; Clark and Fujimoto, 1990), very little is understood
about how firms leverage overseas knowledge for global product development.
Such gaps in our knowledge are indeed a cause for concern, given
the increasing pressure for companies to compete on a global basis
(Ghoshal, 1987; Porter, 1986; Yip, 1995).
This paper examines the capability of firms to develop new global
products as a function of the knowledge they leverage from multiple
overseas locations in the product development process. Contending
that knowledge is a critical resource within firms, we frame our
inquiry using the resource-based view of the firm (Barney, 1991;
Dierickx and Cool, 1989). Accordingly, we see a firm's capability
being derived from its routines, or, the regular activities through
which it uniquely leverages its knowledge resource (Amit and Schoemaker,
1993; Nelson and Winter, 1982). We define global new product development
capability as the ability to consistently generate successful
new products simultaneously in multiple country markets. Organizational
routines are the regular activities that a firm conducts to acquire
and leverage overseas knowledge for global new product development.
Our findings provide compelling evidence that the nature of the
routines firms employ to leverage overseas knowledge significantly
influences a firm's capability at global new product development.
In particular we find that those firm routines, that leverage tacit
as opposed to explicit overseas knowledge, are associated
with greater global new product development capabilities. Tacit
as opposed to explicit knowledge is difficult to codify,
and consequently poses significant challenges in transferring across
borders. These challenges make tacit overseas knowledge a unique
and difficult to imitate resource - as, not all firms are able to
transfer and leverage such knowledge. Consequently, those firms
that effectively leverage this resource are rewarded with greater
global new product development capabilities. Our findings reveal
specific patterns in the routines - or, the characteristics of the
regular activities - that enable firms to effectively leverage tacit
overseas knowledge for greater global new product development capabilities.
BACKGROUND
The significance of organizational routines for firm capabilities
Organizational routines have recently become the focal point of
strategy research on the premise that firm capabilities are embedded
within their routines, or, their regular ongoing activities (Barney,
1991; Conner, 1991; Nelson and Winter, 1982). This premise popularized
by the resource-based view of the firm, represents a significant
shift from the industrial organization perspective of competitive
advantage. Accordingly, rather than examine firm performance as
a function of how it is positioned within its industry (Porter,
1980), studies have begun to examine firm performance as a function
of how capable firms are at deploying their resources through their
ongoing routines (Amit and Schoemaker, 1993). Similarly, instead
of viewing the sustenance of firm performance primarily as a result
of entry or mobility barriers (Porter, 1980), firm performance is
believed to be sustained because of capabilities that are differential
and difficult to imitate (Barney, 1991). It is unclear however at
this stage whether the industrial organization and the resource-based
view are complementary, alternatives, or substitutes (see Teece,
Pisano and Shuen, 1997 for a discussion on these perspectives).
Nevertheless, we believe that routines are critical to firms as
they are the source of their differential and inimitable capabilities.
New product development: The significance of leveraging knowledge
through routines
The routines to develop product innovations have been the subject
of examination for several studies in the new product development
literature. Effectively leveraging knowledge is a critical aspect
of these routines - as innovation is inherently a knowledge exploiting
activity with new products embodying new knowledge (Nonaka and Takeuchi,
1995). Accordingly, this research stream has described various mechanisms
by which firms deploy knowledge for new product development. For
example, some researchers within this research stream have stressed
the importance of cross-functional teams to allow integration of
different functional sources of knowledge (e.g. Griffin and Hauser,
1992; Clark and Fujimoto, 1991). Others have focused on overlapping
project activities for effective deployment of knowledge (e.g. Takeuchi
and Nonaka, 1986; Clark and Fujimoto, 1991) and external and internal
communication to ensure consistency in understanding (knowledge)
and commonality of objectives (e.g. Allen, 1977; Dougherty, 1992).
However, being predominantly domestic in their scope, these studies
were not designed to address the special issues concerning knowledge
creation and deployment for new global products.
Distinctiveness of global products: The need to leverage multiple
overseas sources of knowledge
Global products are distinct from domestic products because they
cater to multiple country markets. In doing so, a vast majority
of them are neither totally standardized, nor unique for each country
(Boddewyn, Soehl and Picard, 1986; Cavusgil, Zou and Naidu, 1993).
Total standardization of global products, even if desirable for
economic reasons (Buzzel, 1968; Levitt, 1983) is difficult to achieve
due to a host of critical differences among country markets (see
Jain, 1989, for an exhaustive review on global product standardization).
Offering unique country-tailored products for each country market
is also undesirable, as such products face significant disadvantages
compared to those that exploit presence and strengths in multiple
markets. For instance, they may lack similar economies of scale
(Hout, Porter, and Rudden, 1982), or abilities to cross-subsidize
(Hamel and Prahalad, 1985), and may have lower operational flexibilities
in their manufacturing (Kogut, 1989).
Hence the design and development for most global products, unlike
domestic products, requires balancing adaptation of the product
to the unique requirements of multiple country markets with standardization
of the product across those markets (Bartlett and Ghoshal, 1989;
Prahalad and Doz, 1987). Since knowledge about unique country factors
largely originates and resides in overseas subsidiaries, balancing
adaptation and standardization in a global product's design necessitates
leveraging knowledge from multiple overseas sources in a MNC (Takeuchi
and Porter, 1986; Ohmae, 1990).
Transferring knowledge across borders: enabling factors in MNCs
The mechanisms enabling MNCs to transfer knowledge across borders
have been examined by several studies at the organization level,
with a primary focus on broad strategic decision-making premises
and the structuring of headquarter-subsidiary relationships. MNCs
possessing "ideal" attributes in this regard have been given various
names: "geocentric" (Perlmutter, 1969), "heterarchies" (Hedlund,
1986), "multi-focal" (Prahalad and Doz, 1987), "transnationals"
(Bartlett and Ghoshal, 1989), or "integrated players" (Gupta and
Govindrajan, 1993). The cumulative insights of these studies on
the diffusion of knowledge and innovation in MNCs at the organization
level have however not been applied at the project level
where product development activities occur. Consequently, we do
not know how such knowledge diffusion attributes of MNCs specifically
influence its global new product development capabilities. This
paper aims to address these gaps in our understanding. More specifically,
we seek to examine the following research question -- what patterns
among firm routines most effectively leverage overseas knowledge
for greater global new product development capabilities?
CONCEPTUAL FRAMEWORK AND HYPOTHESES
Figure 1 schematically describes our research framework. This framework
is conceptually anchored in the arguments of the resource-based
view of the firm. Accordingly, overseas knowledge is considered
a key resource for global new product development. And, the variance
in global new product development capabilities among firms is seen
as a function of the unique and difficult to imitate overseas knowledge
that firms leverage through their routines for developing global
products. We further contend that firms leverage unique and difficult
to imitate overseas knowledge by employing routines that leverage
tacit as opposed to explicit overseas knowledge.
Figure 1: Research Framework
The significance of leveraging tacit overseas knowledge for
global new product development capability
One of the fundamental issues facing firms developing products
for multiple country markets is addressing the differences among
them (Jain, 1989; Takeuchi and Porter, 1986). The knowledge about
the differences among countries could be tacit or explicit
(Subramaniam, Rosenthal and Hatten, forthcoming). Tacit knowledge
is difficult to communicate in formal, systematic or codified form
(Nonaka, 1994; von Hippel, 1994). It is said to "indwell" in the
minds of people as perspectives or images of reality, and accumulated
through experience or "learning by doing" (Hedlund, 1994; Nonaka,
1994; Polanyi, 1966). Explicit knowledge on the other hand is easy
to codify and communicate (Nonaka, 1994).
Many country requirements and the differences among them entail
explicit knowledge as they are based on universally accepted and
objective criteria. For instance, transmission systems for televisions
differ between countries based on universally accepted engineering
specifications such as PAL, SECAM, or NTSC. Similarly, cordless
telephones need to respond to explicit regulatory laws for distinct
frequency ranges in different countries. These differences are not
subject to individual interpretations or perspectives, and can be
easily codified.
On the other hand, many differences among country markets involve
tacit knowledge -- such as, differences in cultures, tastes, habits
and customs (Jain, 1989). Takeuchi and Porter (1986) describe how
cultural differences made Campbell soup unpopular in Brazil. Housewives
apparently felt they did not fulfill their "proper" role if they
served soup they could not call their own, and hence preferred using
dehydrated soup starters (of competitors) to which they could add
their own ingredients. The understanding of such differences among
country requirements is tacit, as it is based upon personal perspectives
and interpretations of individuals.
As tacit knowledge lacks objective criteria for consistent description,
it could have several alternate interpretations -- each interpretation
having different implications for the design tradeoffs of the new
global product being developed. For instance, preferences of shapes
of television cabinets vary with cultures and could involve several
possible interpretations, making the comprehensive codification
of the knowledge-base driving them very difficult (von Hippel, 1994).
Moreover, unlike explicit differences such as PAL/ SECAM/ NTSC,
the insights to arrive at these interpretations evolve with experience
and largely reside in the minds of subsidiary managers located in
those countries.
Tacit aspects of overseas market knowledge and plants are hence
more difficult to interpret and transfer from overseas subsidiaries
to design headquarters, or, where global new product development
projects are conducted (Kogut and Zander, 1993; Nonaka, 1994). Consequently,
such knowledge is less likely to be equally possessed by all competitors.
As product innovations primarily occur by exploiting consumer preferences
or needs in ways not perceived by or known to others, the opportunities
for such differential interpretation are greater when exploiting
tacit aspects of overseas knowledge. Explicit aspects of overseas
knowledge on the other hand, are more likely to be equally possessed
by all competitors because of the relative ease in transferring
such knowledge across borders. They thus provide lesser opportunities
for differential interpretation and hence lesser likelihood for
innovation.
Furthermore, for ongoing innovation, the ability to continually
spot new opportunities from a tacit knowledge-base of overseas markets
is less likely to be imitated as tacit knowledge is not easily diffused
(Zander and Kogut, 1995). Such knowledge is also cumulative, building
upon prior knowledge and becoming more in-depth over time (Cohen
and Levinthal, 1990; Nonaka, 1994), making it difficult to replicate
unless comparable time and experience is devoted (Dierickx and Cool,
1989). Addressing more tacit as opposed to explicit overseas knowledge
for designing a global product is hence more likely to not only
provide a lead in continually generating product innovations, but
to deter others from quick imitation and thus increase the probabilities
of market success (Banbury and Mitchell, 1995). Hence, we assert
that leveraging greater tacit as opposed to explicit overseas knowledge
enhances a firm's global new product development capability.
Leveraging tacit overseas knowledge: patterns of routines
The effectiveness by which firms leverage tacit overseas knowledge
is a function of the routines, or the regular activities they employ
for developing global products. We contend that successful patterns
among these routines will reflect a combination of two sets of such
activities. The first concerns addressing greater tacitness in the
information about differences among countries. This is a necessary
condition to leverage tacit overseas knowledge, as without doing
so a tacit overseas knowledge base cannot be created in the first
place.
However, merely addressing tacit differences among countries is
not sufficient to effectively leverage tacit overseas knowledge.
This is because effectively acquiring and processing such tacit
information - and consequently leveraging it for global new product
development -- requires appropriately rich information processing
mechanisms (Egelhoff, 1988; Galbraith, 1977; Daft and Lengel, 1986).
Employing rich information processing mechanisms - which is the
second activity required to leverage tacit overseas knowledge --
is essential because information on tacit differences is more difficult
to acquire and process (Van de Ven and Delbecq, 1974).
For instance, Sanyo (a Japanese manufacturer) reportedly positions
its cordless telephone based on "soft appearance" (Subramaniam,
et.al. forthcoming). Knowledge about what constitutes "soft appearance"
in multiple countries is tacit as this knowledge is difficult to
codify and transfer from overseas locations. This is because there
are numerous possible interpretations of what "soft appearance"
means in different country contexts. A comprehensive understanding
of all the possible nuances of "soft appearance" resides only in
the minds of the concerned overseas managers. In such a context,
firms employing richer information processing mechanisms - such
as, face to face contact with overseas managers - are better off
integrating this information into their product development process
than firms employing lean information processing mechanisms - such
as, written memos or reports (Daft and Lengel, 1986). Hence, firms
that address tacit differences among countries and also employ rich
information processing mechanisms are more likely to effectively
integrate tacit information into the new products developed and
consequently more effectively leverage tacit overseas knowledge.
Hypotheses: Patterns of routines leveraging tacit overseas knowledge
and global new product development capability
We propose four information processing mechanisms that firms could
employ in varying degrees of richness. The combinations of the choices
firms make as to the nature of differences among countries they
address, and the richness of information processing mechanisms they
employ represent the patterns of routines that influence global
new product development capability.
First, cross-national teams represent richer information processing
mechanisms as compared to domestic teams. This is because cross-national
teams enable co-location, socialization and inter-personal contact
of individuals possessing relevant tacit knowledge. Cross-national
teams are thus more effective at processing tacit information as
compared to domestic teams (Nonaka, 1994). Consequently, a combination
of addressing high tacitness in overseas information and employing
cross-national teams will result in higher global new product development
capability. Hence:
H1: The interaction between A) the degree of tacitness addressed
in overseas information and B) the composition of teams (domestic
or cross-national) will positively influence global new product
development capability.
Second, teams with members having prior overseas experience represent
richer information processing mechanisms as compared to domestic teams.
For example, Nonaka and Takeuchi (1995) describe how Nissan successfully
leveraged tacit knowledge about the driving conditions in overseas
markets in the development of their global car by composing teams
with engineers who were earlier posted in those markets. Prior experience
in overseas markets and plants, and consequent prior tacit knowledge
about them also enhances the team's ability to absorb new related
knowledge (Cohen and Levinthal, 1990). Hence:
H2: The interaction between A) the degree of tacitness addressed
in overseas information and B) the composition of teams (members
having prior overseas experience or not) will positively influence
global new product development capability.
Third, collaboration among headquarters and subsidiaries for issues
related to product development enhances the richness of information
processing mechanisms. A high degree of collaboration increases the
motivation and willingness to share information and such motivation
is believed to enhance the effectiveness in leveraging tacit knowledge
(Nonaka, 1994). Hence:
H3: The interaction between A) the degree of tacitness
addressed in overseas information and
B) the degree of collaboration between headquarters and overseas
subsidiaries will positively influence global new product development
capability.
Finally, the degree of communication between headquarter project members
and overseas subsidiary managers influences the richness of information
processing. Greater frequencies of communication are known to lead
to higher information processing (Allen, 1977; Egelhoff, 1988). Consequently,
the greater the frequency of communication between product development
team members and overseas managers, the more effectively is tacit
overseas knowledge leveraged for global new product development capability.
Hence:
H4: The interaction between A) the degree of tacitness addressed
in overseas information and B) degree of communication between product
development team members and overseas managers will positively influence
global new product development capability.
Global new product development capabilities and business performance
The importance of new product development to business performance
has been underscored by numerous studies. It is considered a primary
source of organizational renewal (Dougherty, 1992) and a critical
factor for preempting competition (Clark and Fujimoto, 1991). Moreover,
for firms competing in international markets the value of developing
global products is reckoned to be particularly important for global
competitiveness (Chen and Stucker, 1997; Yip, 1995). Hence the greater
a firm's capabilities at developing new global products the greater
we can expected its business performance to be. Hence:
H5: Global new product development capability will positively
influence a firm's business performance.
Ruling out alternate hypotheses: Control Variables
We use six variables to control for the other possible factors
that may have an influence on global new product development capability.
The first two variables -- brand image in overseas markets,
and overseas market share -- were chosen as they co-vary
with global new product development capability. They co-vary because
several "other" factors that influence a firm's overseas brand image
and overseas market share also influence its global new product
development capability. Hence using these control variables enables
controlling for several of these "other" factors that are not possible
to comprehensively enumerate and incorporate in the framework. The
other four control variables were chosen because their influence
on global new product development capability can be inferred from
prior studies. The higher a firm's global marketing infrastructure
the better the firm is structured to compete globally (Porter, 1986)
and hence is more likely to have greater global new product development
capabilities. Similarly, the greater the number of countries
targeted for global new product development, the greater the
firm's chances for simultaneous introductions in multiple markets
-- and hence the greater its likelihood for higher global new product
development capability. Next, the higher the market concentration
the lower the likely market rivalry and hence the higher the odds
of the new global product being successful in the market place (Porter,
1980). Finally, the greater the permeability of managers across
borders, or, the greater the frequency of managers visiting
other country locations the higher the likelihood of innovation
in MNCs (Bartlett and Ghoshal, 1989; Gupta and Govindrajan, 1993;
Perlmutter, 1969).
METHODOLOGY
Our research design consisted of a cross-sectional survey using
key informants. The survey was administered to key members of global
new product development teams - or, members who had an important
role to play in the global new product development process. A single
informant gave information about each global new product development
process. The survey was administered across multiple industries.
Its scope was restricted to manufactured products. The new
products selected for this survey were those which were introduced
in the market in the last five years, and had been in the market
for at least a year.
Sampling
The sampling of companies and their global new product development
processes relied on the access that we could get into companies.
Access was critical in order to identify the relevant managers within
each company who had experience in developing global products. Not
all product development projects within multinational companies
developed global products. Consequently, we needed information from
a source within each company to help identify those managers who
could serve as key informants for this study.
Based on the access that we could get into companies, we received
a total of 102 responses from fifty-one multinational companies.
We discarded 12 of these responses. Three pertained to non-manufactured
products (software and franchise expansion). Five responses were
about new products not yet launched and four more were not complete
responses. This left a total of 90 usable responses on forty-three
different product categories from forty-four multinational companies.
Forty three of these were from the consumer packaged goods sector,
twenty three from the consumer durables sector and twenty four from
the industrial products sector (see Table 2, pages 27-28, for details
of the companies and the product categories surveyed).
Although the sampling process was non-random, the acquired sample
represents a broad cross-section of product categories and firms.
Several of the firms represented are leading multinational companies
who account for a significant portion of the global economy. Twenty-two
of these companies were ranked in the 1997 Fortune 1000 list in
terms of revenue. Four of these companies were ranked in the top
hundred list. Four more were ranked in the top fifty list. Many
of these companies have been cited in prior studies as exemplary
global competitors. A majority of the companies in the sample were
U.S.-based. Three companies in the sample were based in Europe,
one in Japan and one in South Korea. The predominance of U.S.-based
companies in the sample is because of the difficulty in getting
access into non-U.S.-based companies for data collection.
Key Informants
We used key informants to provide data on global new product development
processes. Selecting appropriate informants is critical - as, the
reliability of information about activities related to a group or
an organization depends on whether the selected persons have the
requisite knowledge - or, are from a vantage point to do so. A majority
of the informants (62%) for this study were at upper middle or senior
levels in their organizations. (Titles of Directors, Vice Presidents
and Presidents). This is indicative of the vantage point they had
in providing information on the complex and multi-level activities
concerning global new product development. Also, 92% of the informants
represented the functions of R&D/Engineering, Marketing and
General Management. These functions are critical functions for new
product development.
Survey Instrumentation
We developed the survey instrument in several phases. The first
phase consisted of several hours of interviews with managers involved
in the practice of global new product development. These interviews
gave us a first-hand appreciation of how the practice of global
new product development was actually conducted in multinational
companies. With this understanding serving as a background, we then
systematically searched the literature on new product development,
international business, strategic management and organization theory
for relevant scales. This search resulted only in a few scales that
were applicable to the conceptual framework and hypotheses of this
study. For a majority of the constructs, however, we developed new
scales. Table 3 (pages 28-30) provides details of all the constructs
and their measures. Two of the key constructs developed in this
study are additionally discussed below.
The measure for the dependent variable - global new product development
capability, was developed based on integrating some key attributes
forwarded by prior related studies. These attributes include frequency
of new product introductions (Noboeka and Cusumano, 1997), order
of market entry (Banbury and Mitchell, 1995), simultaneous
entry in multiple markets (Porter, 1986) and the ability
of the product to be both responsive to market requirements and
competitive in terms of price (Bartlett and Ghoshal, 1989).
The measure for the degree of tacitness was adapted from the dimensions
of tacitness discussed by Zander and Kogut (1995). Three dimensions
from their study relevant to this context were complexity,
codifiability and observability of the information
on the differences among countries. That is, when the information
on the differences among countries considered for developing the
global product was more complex, less codifiable and more difficult
to observe, that information was considered more tacit relative
to explicit (see Table 3 for the specific measures).
We pilot tested the face validity of these scales with 16 managers
involved with global new product development. We spent around 2
hours with each of these managers, discussing each question and
indicator with them so as to ascertain that their interpretation
of the question was consistent with the meaning of the construct.
Based on their feedback, we reworded some of the questions for better
clarity and ease of understanding.
All the constructs using multiple indicators were tested for their
reliability. Cronbach alphas for all the constructs were well above
the recommended value of 0.7 (see Table 3). Furthermore, the constructs
were tested for their convergent and discriminant validity. Each
construct was paired with another construct - and, all the pair
combinations were factor analyzed using varimax rotation. The indicators
of each construct loaded only on its own construct for all the pairs
of constructs. Hence, convergent and discriminant validity requirements
were satisfied for these constructs (detailed results available
on request).
RESULTS
Table 4 (page 31) summarizes the means, standard deviations and
the zero-order correlations among the constructs. We used multiple
regression analysis to test our hypotheses. Tables 5-8 present the
results of the regression analysis. Model 1 in these exhibits presents
the cumulative effects of the control variables. Together they contribute
to an adjusted R2 of .515 and the F statistic is highly
significant (p< .001). This confirms our a priori expectations
of the influence of the control variables on global new product
development capability.
Table 5: Regression Analysis Results: Hypothesis 1
Dependent Variable: Global New Product Development Capability
| |
Model 1
(Control) |
Model 2
(Main effects) |
Model 3
(Interaction
effect:H1) |
| Control Variables: (Unstandardized) Beta
Values |
|
|
|
| Market Concentration |
.132** |
9.9E-02 |
5.4E-02 |
| Brand Image in overseas markets |
.380**** |
.35**** |
.33**** |
| Overseas market share |
.233** |
.26*** |
.3**** |
| Scope |
3.6E-02* |
3.8E-02* |
4.4E-02** |
| Global marketing infrastructure |
.168 |
.15 |
.13 |
| Permeability of managers across borders |
.234*** |
.206*** |
.23*** |
| |
|
|
|
| Main Effects Model (Model 2) |
|
|
|
| Degree of Tacitness |
|
4.8E-02 |
|
| Cross-national teams |
|
.387 |
|
| |
|
|
|
| Interaction Effect Model (Model 3) |
|
|
|
| Degree of Tacitness (DTACIT) |
|
|
3.7E-02 |
| Cross-National Teams (CNT) |
|
|
.417* |
| Interaction term: DTACIT X CNT |
|
|
.57**** |
| |
|
|
|
| Model Statistics |
|
|
|
| N |
90 |
90 |
90 |
| R2 |
.548 |
.56 |
.62 |
| Adjusted R2 |
.515 |
.518 |
.58 |
| Model F |
16.8**** |
12.9**** |
15.3**** |
* p < 0.1; **p< .05, *** p < .01, **** p <
.001
Model 2 in Table 5 shows the influence of the degree of tacitness
and cross-national teams on global new product development
capability. Taken individually, both these variables are non-significant.
However, Model 3 confirms that their interaction effect is significant.
Thus hypothesis 1 is supported.
Table 6: Regression Analysis Results:
Hypotheses 2
Dependent Variable: Global New Product Development Capability
| |
Model 1
(Control) |
Model 4
(Main effects) |
Model 5
(Interaction
effect: H2) |
| Control Variables: (Unstandardized) Beta
Values |
|
|
|
| Market Concentration |
.132** |
.126** |
.12** |
| Brand Image in overseas markets |
.380**** |
.42**** |
.42**** |
| Overseas market share |
.233** |
.25*** |
.24**** |
| Scope |
3.6E-02* |
3.4E-02 |
3.5E-02 |
| Global marketing infrastructure |
.168 |
8.5E-02 |
.11 |
| Permeability of managers across borders |
.234*** |
.23*** |
.28**** |
| |
|
|
|
| Main Effects Model (Model 2) |
|
|
|
| Degree of Tacitness |
|
5.1E-02 |
|
| Prior overseas experience of domestic team members |
|
.313 |
|
| |
|
|
|
| Interaction Effect Model (Model
3) |
|
|
|
| Degree of Tacitness (DTACIT) |
|
|
4.4E-02 |
| Prior overseas experience (POVSEXP) |
|
|
.24 |
| Interaction term: DTACIT X POVSEXP |
|
|
.36* |
| |
|
|
|
| Model Statistics |
|
|
|
| N |
90 |
89 |
89 |
| R2 |
.548 |
.57 |
.59 |
| Adjusted R2 |
.515 |
.528 |
.54 |
| Model F |
16.8**** |
13.3**** |
12.5**** |
* p < 0.1; **p< .05, *** p < .01, **** p <
.001
Similarly, Table 6 shows (in Model 4) that the individual effects
on global new product development capability of the degree of tacitness
and of teams with domestic members having prior overseas experience
is not significant. However, Model 5 shows that their interaction
effect is significant. Hence, Hypothesis 2 is supported.
Table 7: Regression Analysis Results: Hypothesis 3
Dependent Variable: Global New Product Development Capability
| |
Model 1
(Control) |
Model 6
(Main effects) |
Model 7
(Interaction
effect: H3) |
| Control Variables: (Unstandardized) Beta
Values |
|
|
|
| Market Concentration |
.132** |
.12** |
9.8E-02 |
| Brand Image in overseas markets |
.380**** |
.38**** |
.38**** |
| Overseas market share |
.233** |
.24** |
.23** |
| Scope |
3.6E-02* |
3.8E-02* |
3.5E-02 |
| Global marketing infrastructure |
.168 |
.157 |
.14 |
| Permeability of managers across borders |
.234*** |
.22*** |
.19** |
| |
|
|
|
| Main Effects Model (Model 2) |
|
|
|
| Degree of Tacitness |
|
5.9E-02 |
|
| Degree of collaboration |
|
.7.4 |
|
| |
|
|
|
| Interaction Effect Model (Model 3) |
|
|
|
| Degree of Tacitness(DTACIT) |
|
|
5.8E-02 |
| Degree of collaboration (DCOLLAB) |
|
|
.11 |
| Interaction term: DTACIT X DCOLLAB |
|
|
8E-02* |
| |
|
|
|
| Model Statistics |
|
|
|
| N |
90 |
90 |
90 |
| R2 |
.548 |
.56 |
.57 |
| Adjusted R2 |
.515 |
.51 |
.52 |
| Model F |
16.8**** |
12.6**** |
12.1**** |
* p < 0.1; **p< .05, *** p <
.01, **** p < .001
The same patterns of results appear in Tables 7 and 8. While the
main effects themselves are not significant, the interaction effects
are. Hence, as seen from Models 7 and 9, hypotheses 3 and hypotheses
4 are also supported.
Table 8: Regression Analysis Results: Hypothesis 4
Dependent Variable: Global New Product Development Capability
| |
Model 1
(Control) |
Model 8
(Main
effect) |
Model 9
(Interaction
effect: H4) |
| Control Variables: (Unstandardized) Beta
Values |
|
|
|
| Market Concentration |
.132** |
.13** |
.121** |
| Brand Image in overseas markets |
.380**** |
.39**** |
.39**** |
| Overseas market share |
.233** |
.23** |
.21** |
| Scope |
3.6E-02* |
3.7E-02* |
3.7E-02* |
| Global marketing infrastructure |
.168 |
.167 |
.18 |
| Permeability of managers across borders |
.234*** |
.23*** |
.23** |
| |
|
|
|
| Main Effects Model (Model 2) |
|
|
|
| Degree of Tacitness |
|
4.2E-02 |
|
| Degree of communication |
|
-6.1E-02 |
|
| |
|
|
|
| Interaction Effect Model (Model 3) |
|
|
|
| Degree of Tacitness (DTACIT) |
|
|
5.5E-02 |
| Degree of communication (DCOMMU) |
|
|
-5.1E-03 |
| Interaction term: DTACIT X DOMMU |
|
|
7.7E-02* |
| |
|
|
|
| Model Statistics |
|
|
|
| N |
90 |
90 |
90 |
| R2 |
.548 |
.55 |
.57 |
| Adjusted R2 |
.515 |
.505 |
.52 |
| Model F |
16.8**** |
12.4**** |
12.1**** |
* p < 0.1; **p< .05, *** p < .01, **** p <
.001
Finally, Table 4 shows a significant correlation between global
new product development capability and business performance. This
correlation supports Hypothesis 5 and confirms the prediction that
global new product development capability leads to higher business
performance.
Table 9 shows the summary of the results. All the hypotheses were
supported by the data.
Table 9: Summary of the results
| Hypotheses |
Relationship tested |
Result |
| H1 |
Influence of the interaction
between the degree of tacitness and cross-national teams on
global new product development capability |
Supported
(p<.001) |
| H2 |
Influence of the interaction
between the degree of tacitness and teams with domestic members
having prior overseas experience on global new product development
capability |
Supported
(p<.1) |
| H3 |
Influence of the interaction
between the degree of tacitness and degree of collaboration
on global new product development capability |
Supported
(p<.1) |
| H4 |
Influence of the interaction
between the degree of tacitness and degree of communication
on global new product development capability |
Supported
(p<.1) |
| H5 |
Influence of global new
product development capability on business performance |
Supported
(p<.01) |
DISCUSSION
The findings provide compelling evidence that the nature of routines
a firm employs to leverage overseas knowledge significantly influences
its global new product development capability.
Successful patterns among these routines involve a combination
of addressing more tacit as opposed to explicit differences among
countries, and employing rich information processing mechanisms
so as to effectively leverage tacit knowledge in the product development
process.
Differences among countries have long been understood to make the
process of developing global products difficult (e.g., Boddewyn
et. al., 1986; Buzzel, 1968). Moreover, cultural differences among
countries have also been singled out for creating this difficulty
(Jain, 1989). However, the competitive implications of the choices
firms make in terms of the nature of differences among countries
they choose to address have neither been examined nor noticed by
prior studies. Our results confirm that those firms that effectively
leverage knowledge regarding tacit differences among countries -
or, knowledge that is difficult for others to acquire and leverage
- are more likely to possess greater global new product development
capabilities. On the other hand, those firms who choose to leverage
only knowledge regarding explicit differences - or, knowledge that
is easy for most competitors to acquire and leverage - are less
likely to have greater global new product development capabilities.
These results support some of the core tenets of the resource-based
view of the firm - that is, firm capabilities are a function of
resources that are unique and difficult to replicate. Tacit overseas
knowledge clearly appears to be one such resource for global new
product development capability.
Our results also reveal that interactions among the independent
variables rather than their main effects are associated with
greater global new product development capabilities. Put differently,
the results confirm that merely addressing tacit differences among
countries is not sufficient to generate high global new product
development capabilities. Rich information processing mechanisms
are also essential -- considering the difficulty in acquiring information
on tacit differences among countries. Similarly, the results also
show that rich information processing mechanisms by themselves are
not associated with high global new product development capabilities.
This is probably because many MNCs have attained parity in terms
of these mechanisms. Consequently, these information processing
mechanisms have limited value in the current competitive context
of these firms, unless they are employed to leverage information
and knowledge that is unique and difficult for other firms to acquire.
These results open up some other interesting avenues for future
research. One intriguing question for future research to examine
is: what determines the choices firms make in terms of the nature
of overseas information (tacit or explicit) they address? Our results
do not reveal any pattern of correlation between the degree of tacitness
of overseas information firms choose to address and their organizational
characteristics. For example, one would have expected to see that
firms well established in overseas markets (that is, having higher
global marketing infrastructures) to have greater proclivity to
address more tacit rather than explicit differences. One may have
also expected to see firms employing rich information processing
mechanisms to address greater tacit differences among countries.
Neither of these conjectures is however supported by our evidence
(see Table 4). Future research could explore whether this critical
choice of addressing tacit differences among countries is purely
accidental or is systematically related to some factors.
Another avenue for future research is to test if the influence
of tacit overseas knowledge on global new product development capability
differs across industry contexts. Although our sample consisted
of product categories representing multiple industries, we did not
have a sizable set of responses in each of the different industry
sectors to test for such contingencies through sub-group analysis.
An independent t-test however revealed no significant differences
(at p=.1) in the mean values of the degree of tacitness across consumer
packaged goods, consumer durables, and industrial products in our
sample.
CONTRIBUTIONS AND CONCLUSIONS
This study makes several important contributions to theory, methodology
and business practice. From a theoretical standpoint it contributes
to the literature streams of global strategy and international business
by providing new insights on a critical aspect of competing globally
that has not been addressed by prior studies. Moreover, by considering
knowledge as a key resource within organizations, this study also
integrates the resource-based view of the firm with the emerging
knowledge-based view of the firm. The knowledge-based view of the
firm believes that the competitive advantage of a firm lies in its
ability to create, store and apply knowledge (Grant and Baden-Fuller,
1995; Zander and Kogut, 1995). Of particular interest to this research
stream has been the significance of tacit knowledge within organizations.
Tacit knowledge is now widely believed to be an important and untapped
source of competitive advantage. This study is one of the first
few to provide empirical evidence on the critical role of tacit
knowledge in influencing firm capabilities. From a methodological
perspective this study develops new measures for key constructs
such as tacit knowledge and capabilities. From a managerial perspective
this study provides guidelines to managers in making some critical
choices in the process of global new product development.
The use of a single informant to collect data is one limitation
of this study. However, considering that all the hypotheses (and
the results) were based upon interaction effects rather than main
effects, it is unlikely that the common method bias would have influenced
our results. In other words, it is unlikely that managers would
have an "interaction-based theory" in their minds that could be
biasing their responses and these results.
To conclude, our study sheds light on some important but unaddressed
aspects of innovation processes of firms competing in the global
market. We examined the patterns of routines by which firms successfully
leverage overseas knowledge for global new product development.
Our evidence confirms that leveraging tacit as opposed to explicit
overseas knowledge is associated with greater global new product
development capabilities. Our results also reveal that firms leveraging
tacit differences among countries through cross-national teams,
teams with domestic members having prior overseas experience, a
high degree of collaboration between headquarters and subsidiaries,
and a high degree of cross-national communication, are associated
with greater global new product development capabilities. At a more
fundamental level this study confirms a core tenet of the resource-based
view of the firm - that, firm capabilities are a function of unique
and difficult to imitate resources leveraged through the firm's
ongoing routines.
Table 2: Companies and Product Categories represented in the
Sample
| Sr.No. |
Company |
Product Category |
| 1. |
3M |
Sponges, Cosmetics |
| 2. |
Abbot Laboratories |
Baby food |
| 3. |
Alberto Culver |
Shampoo |
| 4. |
Bausch & Lomb |
Contact Lenses |
| 5. |
Becton Dickinson |
Digital thermometers,
Insulin injectors |
| 6. |
Black & Decker |
Cordless Drills |
| 7. |
British-American Tobacco
Company |
Cigarettes |
| 8. |
Brown Group |
Children's footwear |
| 9. |
Caterpillar Company |
Hydraulic Excavators |
| 10. |
Cummins |
Diesel Engines |
| 11. |
Daewoo |
Dishwashers, Hydraulic
Excavators, Forklift Trucks, Machine Tools |
| 12. |
Duracell |
Batteries |
| 13. |
Eastman Kodak |
Films, Digital Cameras |
| 14. |
Fuji Xerox |
Copiers |
| 15. |
GE Appliances |
Refrigerators |
| 16. |
Gillette |
Writing instruments,
Razors |
| 17. |
Hallmark Cards |
Greeting cards |
| 18. |
Helene Curtis |
Cosmetics |
| 19. |
Hershey Foods |
Chocolate Confectioneries |
| 20. |
Hewlett Packard |
Medical Imaging Devices,
Printers, Digital Cameras |
| 21. |
Honeywell |
Temperature control systems |
| 22. |
Jafra Cosmetics |
Cosmetics |
| 23. |
Johnson & Johnson |
Toothbrushes |
| 24. |
Liptons |
Food products |
| 25. |
L'Oreal |
Cosmetics |
| 26. |
Lucent Technologies |
PBX Systems |
| 26. |
Maytag |
Dishwashers, Refrigerators |
| 27. |
Mead Johnson |
Baby foods |
| 28. |
Motorola |
Cellular telephones |
| 29. |
Nortel |
PBX Systems |
| 30. |
Ocean Spray Cranberries |
Food products |
| 31. |
Oral-B |
Toothbrushes |
| 32. |
Osram Sylvania |
Fluorescent lamps |
| 33. |
Parker Pen Company |
Writing Instruments |
| 34. |
Philips |
Digital Cameras |
| 35. |
Polaroid |
Digital Cameras, Films |
Table 2 (contd.): Companies and Product Categories represented
in the sample
| Sr.No. |
Company |
Product Category |
| 36. |
Reckitt & Colman |
Air freshners |
| 37. |
Reebok |
Athletic Shoes |
| 38. |
Siemens |
Induction Motors, Generators |
| 39. |
Smith Kline Beecham |
Toothpaste |
| 40. |
Tambrands |
Tampons |
| 41. |
Tennant |
Machine Tools |
| 42. |
Trane Company |
Room air conditioners |
| 43. |
Whirlpool |
Refrigerators, Washing
Machines |
| 44. |
Wyeth-Ayerst International |
Baby food |
Table 3: Constructs and their Measures
| 1. Global New Product Development Capability (Cronbach
Alpha: .84) |
| With respect to your key competitors, please rate
how your product category currently fares, on the following
dimensions:
-Frequency of new global product introductions
-Being first in the market with new product introductions
-Ability to introduce new versions simultaneously in several
markets
-Ability to respond to unique requirements of different countries
Measured on a 1 to 7 scale: Much worse than
competition - About the same --- Much better than
Competition
|
| 2. Composition of teams (Domestic or Cross-national) |
| How many of the team members were overseas members
(based at overseas offices/subsidiaries)?
Dummy variable -- measured as 1 if there were
overseas members in the team, 0 otherwise.
|
| 3. Composition of teams (members with prior overseas
experience or not) |
| How many of the domestic team members had prior
overseas experience? (posted in overseas offices for at least
a year)?
Dummy variable -- measured as 1 if there were
members with overseas experience in the team, 0 otherwise.
|
| 4. Degree of collaboration (Cronbach Alpha: .84) |
| To what extent did you collaborate with overseas
subsidiaries on the following aspects of managing the global
product category (at the time of the project)?
-Product pricing
-Planning new products, programs
-Competitive analysis and product positioning
-Launching new products
Measured on a 1-7 scale: Minimal collaboration
- Moderate collaboration - Extensive collaboration
|
| 5. Degree of communication (Cronbach Alpha: .86) |
| How frequently did the following activities with
regard to your project occur?
-Telephone conversations with overseas managers
-Faxes to and from overseas managers
-Email to and from overseas managers
Measured on a 1 to 7 scale: Very rarely (once
a year) - Moderately (monthly) - Very frequently (daily)
|
| 6. Degree of tacitness in overseas information
(Cronbach Alpha: .81) |
Please indicate the characteristics of the information
acquired from overseas locations (about differences among
overseas markets, manufacturability in overseas plants etc.)
The information your project acquired:
Was simple
Was easy to comprehensively document in
manuals or reports
Was easy to comprehensively understand from
written documents
Was easy to precisely communicate through
written documents
Was obvious to all competitiors
Was easy to identify without personal
experience in oveseas locations
|
Was complex
Was dfficult to comprehensively document
in manuals or reports
Was dfficult to comprehensively understand
from written documents
Was dfficult to precisely communicate through
written documents
Had subtle nuances known only to a few competitiors
Was dfficult to identify without personal
experience in oveseas locations
|
< ------- >
Measured on a 1-7 scale |
Note: This question was preceded by two other questions that provided
the survey respondents the background for this construct. These
questions were:
1.How significant for your project was the following information
to develop the new global product? (on a 1-7 scale: Was of no significance
---- Was of great significance)
2. How new or novel was the following information used by
your project for developing the new global product? (on a 1-7 scale:
Not at all new ---- Substantially new)
For each of these questions, the inndicators were:
-Information on overseas market preferences
-Information on feasibility of manufacturing various design alternativesin
overseas plants
-Information on differences among overseas markets
| 7. Business Performance (Cronbach Alpha:
.91) |
How satisfied are you with your Division's current
performance in the following areas:
- Growth in sales relative to competition
- Growth in market share relative to competition
- Return in investment
- Return on sales
Measured on a 1-7 scale: Not at all satisfied
- Moderately satisfied - Extremely satisfied |
| 8 & 9. Brand image in overseas markets and
Overseas market share (Control Variables) |
With respect to your key competitors, please rate
how your product category currently fares, on the following
dimensions:
- Brand image in key overseas markets
- Market share in key overseas markets
Measured on a 1 to 7 scale: Much worse than competition
- About the same --- Much better than competition |
| 10. Global Marketing Infrastructure (Control Variable) |
- Marketing/Sales offices that supported your product category
Measured with respect to "presence in important
country markets" of this indicator, on a 1 to 5 scale: In none
0% - In very few < 10% - In some (10-50%) - In most (50-90%)
- In almost all (90-100%) |
| 11. Market Concentration (Control Variable) |
The market served by the global product:
Measured ona 1-7 scale. |
| 12. Number of countries targeted (Control Variable) |
| Requirements of how many countries were important
considerations for the new global product's design? |
| 13. Permeability of managers across borders (Control
Variable) (Cronbach Alpha: .88) |
How prevalent were the following practices in your
Division (at the time of the project)?
- Regular visits to HQ by overseas managers (middle management)
- Regular visits to overseas subsidiaries by HQ managers
(middle management)
- Informal interactions between HQ and overseas subsidiary
middle managers
Measured on a 1-7 scale: Very rare --- Moderately
prevalent - Extremely prevalent. |
Click
here to see complete Table 4
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