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Emerging Structural Patterns within Multinational Corporations: Toward Process-Based Structures Author(s): Thomas W. Malnight Source: The Academy of Management Journal, Vol. 44, No. 6 (Dec., 2001), pp. 1187-1210 Published by: Academy of Management Stable URL: http://www.jstor.org/stable/3069396 Accessed: 17/07/2010 12:27 Your use of the JSTOR archive indicates your acceptance of JSTOR's Terms and Conditions of Use, available at http://www.jstor.org/page/info/about/policies/terms.jsp. JSTOR's Terms and Conditions of Use provides, in part, that unless you have obtained prior permission, you may not download an entire issue of a journal or multiple copies of articles, and you may use content in the JSTOR archive only for your personal, non-commercial use. Please contact the publisher regarding any further use of this work. Publisher contact information may be obtained at http://www.jstor.org/action/showPublisher?publisherCode=aom. Each copy of any part of a JSTOR transmission must contain the same copyright notice that appears on the screen or printed page of such transmission. JSTOR is a not-for-profit service that helps scholars, researchers, and students discover, use, and build upon a wide range of content in a trusted digital archive. We use information technology and tools to increase productivity and facilitate new forms of scholarship. For more information about JSTOR, please contact [email protected]. Academy of Management is collaborating with JSTOR to digitize, preserve and extend access to The Academy of Management Journal. http://www.jstor.org

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Page 1: Emerging Structural Patterns within Multinational ... · Emerging Structural Patterns within Multinational Corporations: Toward Process-Based Structures Author(s): Thomas W. Malnight

Emerging Structural Patterns within Multinational Corporations: Toward Process-BasedStructuresAuthor(s): Thomas W. MalnightSource: The Academy of Management Journal, Vol. 44, No. 6 (Dec., 2001), pp. 1187-1210Published by: Academy of ManagementStable URL: http://www.jstor.org/stable/3069396Accessed: 17/07/2010 12:27

Your use of the JSTOR archive indicates your acceptance of JSTOR's Terms and Conditions of Use, available athttp://www.jstor.org/page/info/about/policies/terms.jsp. JSTOR's Terms and Conditions of Use provides, in part, that unlessyou have obtained prior permission, you may not download an entire issue of a journal or multiple copies of articles, and youmay use content in the JSTOR archive only for your personal, non-commercial use.

Please contact the publisher regarding any further use of this work. Publisher contact information may be obtained athttp://www.jstor.org/action/showPublisher?publisherCode=aom.

Each copy of any part of a JSTOR transmission must contain the same copyright notice that appears on the screen or printedpage of such transmission.

JSTOR is a not-for-profit service that helps scholars, researchers, and students discover, use, and build upon a wide range ofcontent in a trusted digital archive. We use information technology and tools to increase productivity and facilitate new formsof scholarship. For more information about JSTOR, please contact [email protected].

Academy of Management is collaborating with JSTOR to digitize, preserve and extend access to The Academyof Management Journal.

http://www.jstor.org

Page 2: Emerging Structural Patterns within Multinational ... · Emerging Structural Patterns within Multinational Corporations: Toward Process-Based Structures Author(s): Thomas W. Malnight

0 Academy of Management Journal 2001, Vol. 44, No. 6, 1187-1210.

EMERGING STRUCTURAL PATTERNS WITHIN MULTINATIONAL CORPORATIONS:

TOWARD PROCESS-BASED STRUCTURES

THOMAS W. MALNIGHT International Institute for Management Development (IMD)

This study investigated the nature and extent of organizational change in the context of globalization through a longitudinal matched-pair analysis of two leading pharma- ceutical companies. The structures of common processes in each firm were empirically characterized over time. Findings suggest that MNCs respond to complex global com- petitive environments by increasing internal structural complexity, a systematically differentiated structural response to relevant process subenvironments. Though sup- porting the existence of characteristics associated with projected MNC models, the study showed systematic variations in these characteristics across internal structures.

Research on the organization of multinational corporations (MNCs) has projected the emergence of complex internally differentiated structures (Bartlett & Ghoshal, 1989, 1990; Ghoshal & Bartlett, 1993; Hedlund, 1986, 1993, 1994; Nohria & Ghoshal, 1997; Prahalad & Doz, 1987, 1993). Char- acteristics of these structures include a global dis- persion of operations, interdependence and tight coupling of subunits, and an emphasis on cross- unit learning and structural flexibility (see Westney and Ghoshal [1993] for a review and discussion). The need for such internal structural differentia- tion results from MNCs' operations' typically span- ning multiple subenvironments (including geo- graphic markets, product lines, and functions), each exerting competitive pressures and empha- sizing different strategic objectives (Bartlett & Ghoshal, 1989; Doz & Prahalad, 1993).

The emergence of internally differentiated MNC structures is also associated with a shift in the strategic focus of operations to outside a company's home market. Early research on MNCs emphasized the process of building and controlling interna- tional operations to exploit existing firm-specific advantages (products, know-how) outside a compa- ny's home market (e.g., Hymer, 1960; Vernon, 1966). Beginning in the 1980s, research has empha-

sized the emergent strategic opportunities associ- ated with managing an established network of dis- persed worldwide operations (Dunning, 1981; Ghoshal, 1987; Kogut, 1984, 1989).

Despite the recognized need for increasing inter- nal differentiation, there has been limited compre- hensive empirical research investigating structural patterns within an MNC's diverse operations. In- stead, most empirical research has focused on a single dimension of such operations, such as struc- tural variations across geographic units (Birkin- shaw & Morrison, 1995; Gupta & Govindarajan, 1991; Kim & Mauborgne, 1991, 1993; Nohria & Ghoshal, 1989, 1997; Rosenzweig & Singh, 1991; Vernon, 1979); functions (e.g., Kogut, 1984; Porter, 1985); or products. These studies have confirmed the basic characteristics of projected MNC organi- zational models and have provided important in- sights into emerging structures. However, they are limited in that structural variations have been pro- jected to vary simultaneously across the multiple dimensions of an MNC's operations (Bartlett, 1986; Ghoshal & Bartlett, 1993; Prahalad, 1976). A com- prehensive investigation of emerging patterns of internal differentiation across diverse MNC opera- tions can advance this research stream.

Investigating emerging MNC structural patterns is important for several reasons. First, the growth of internal organizational complexity has been at the heart of international management research with the goal of understanding how MNCs function glo- bally. However, the extent to which MNCs are ac- tually moving toward "ideal-type" projected mod- els has been a topic of debate (e.g., Ghoshal & Westney, 1993). Comprehensive and longitudinal empirical analysis of the changes actually occur- ring within firms can help address this debate. Sec-

The research was partially funded by Andersen Con- sulting's Institute for Strategic Change, the Jon M. Hunts- man Center for Global Competition and Innovation, and the Reginald H. Jones Center for Management Policy, Strategy, and Organization at the Wharton School of The University of Pennsylvania. The author is grateful to Bruce Kogut, Costas Markides, Harbir Singh, Gabriel Szu- lanski, Roberto Cordon, and the anonymous reviewers for their insightful comments and suggestions.

1187

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1188 Academy of Management Journal December

ond, projected structural characteristics represent an important basis for developing a theory of the MNC (e.g., Ghoshal & Westney, 1993; Nohria & Ghoshal, 1997). Understanding emerging structural patterns, including how they are manifested in these characteristics, can provide a further basis for expanding efforts to develop a theory of the MNC. Finally, research on MNCs can offer insights into the more general analysis of diversified organiza- tions. Scott (1987) emphasized the need to investi- gate the complexities of an organization's systems, as opposed to characterizing its structure on the basis of averaging characteristics across its work activities and subunits. Westney (1993) has pointed out that MNCs operating in several organizational fields can provide further insights into the chang- ing boundaries of organizational fields and firms. Further empirical research on emerging patterns of internal structural differentiation within MNCs can provide a basis for these advancements.

One particular area of inquiry within research on diversified organizations that could be advanced by investigation of emerging MNC structures is the study of the coevolution of organizations and envi- ronments. As characterized by Lewin and Volberda (1999), this research suggests that strategic and or- ganizational change is not an outcome of manage- rial adaptation or environmental selection but rather, is the joint outcome of managerial intent and environmental and institutional influences. To advance this research, empirical longitudinal re- search on the coevolution of strategies and organi- zations is needed (e.g., Miller & Friesen, 1984).

This research involved a longitudinal matched- pair analysis of structural changes within two lead- ing pharmaceutical firms, Eli Lilly (Lilly) and Hoff- mann LaRoche (Roche), between 1980 and 1994. During that period, the pharmaceutical industry underwent dramatic change, increasing pressure on both firms to alter the structure and manage- ment of their worldwide operations. Beyond noting the pressures for change, in this study I analyzed the nature and extent of changes actually occurring within the firms across their diverse operations over time. To enable investigation of internal pat- terns, I examined the structuring of key processes within each firm, where processes refer to impor- tant common operations or tasks conducted over the industry value chain. Processes, as defined in this study, involved multiple functions, employed dispersed geographic operations, and affected mul- tiple products. To enable comprehensive analysis, I developed empirical and qualitative process-level structural characterizations drawing on multiple organizational variables that have been emphasized in prior research on MNCs.

THEORETICAL BACKGROUND

The primary theoretical background for this study is research on MNC structures, defined here as organizational mechanisms used to control and coordinate worldwide operations. Though early in- ternational management research focused primar- ily on formal reporting structures, there has been increasing attention to other variables, including the formalization and standardization of proce- dures and systems and the growing use of informal coordination mechanisms (see Martinez and Jarillo [1989] for a review). This research has assumed a broad perspective on an MNC's organizational structure to enable investigation of changes in the mix of potential mechanisms available to MNC management. This broad perspective is directly in line with that emphasized by researchers develop- ing projected MNC organizational models (Bartlett & Ghoshal, 1989, 1990; Hedlund, 1986, 1993; Pra- halad & Doz, 1987, 1993). In this article, traditional MNC structures represent those generally identi- fied and observed in international management re- search prior to 1980.

Views of Firm-Specific Advantage

Building international operations: Leveraging firm-specific advantage. Prior to the 1980s, most research on MNCs was based on economic and competitive models developed by Hymer (1960), Vernon (1966), and others, suggesting that firms operated across national markets to exploit firm- specific advantages for which there were imperfect markets (Buckley & Casson, 1976; Dunning, 1977; Caves, 1982). There was an emphasis on research on the foreign direct investment process as firms built international operations. A parallel research stream focused on the process of building and con- trolling national subsidiaries as MNCs expanded their worldwide operations (Prahalad & Doz, 1987; Stopford & Wells, 1972). This early research con- ceptualized structures in terms of area, product, or functional divisions or "matrix structures."

An important implication of this research was that the selection of structures occurred at the firm level, and most international management research used the firm as the unit of analysis and investi- gated aggregate differences across firms. By focus- ing on a parent company's control of worldwide operations, researchers found a number of factors influencing the firm's selection of a structure, in- cluding the extent and nature of its worldwide operations (Kindleberger, 1969; Stopford & Wells, 1972; Vernon, 1979), its national origin (Franko, 1976; Hedlund, 1981; Negandhi & Baliga, 1981;

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2001 Malnight 1189

Yoshino, 1976), its information-processing capabil- ity (Egelhoff, 1982), and the mind-set of its senior managers (Perlmutter, 1969).

Managing global networks: Creating firm- specific advantages. As MNCs expanded globally, subsequent international management research rec- ognized a growing array of potential, emergent ad- vantages associated with the management of mul- tinational networks of operations (Dunning, 1981; Kogut, 1984, 1993). The "combinative capacity" (Kogut & Zander, 1992) of such networks enhances an MNC's ability to generate additional strategic advantages by combining distributed knowledge, resources, and capabilities. Emergent potential ad- vantages include expanding efficiency and scale, accessing specialized and location-embedded re- sources, enhancing innovation through operations across markets, and creating operational flexibility with which to respond to factors outside a firm's control (such as changes in exchange rates and differences in growth rates).

In line with this emergent strategic perspective, MNC organizational research has emphasized the need to differentiate the structures of subunits within firms. Numerous studies have depicted MNCs as having internally differentiated opera- tions that operate in an integrated fashion to pro- mote and leverage interdependencies among sub- units (Bartlett & Ghoshal, 1989; Ghoshal & Westney, 1993; Nohria & Ghoshal, 1997; Prahalad & Doz, 1987). Overall, this perspective suggests that the benefits of a multinational network result from not only the strength of dispersed units, but also the nature and management of linkages among them.

The emergence of internal structural variations within MNCs has been widely accepted, becoming an important foundation for international manage- ment research. Assorted studies have identified patterns of internal structural variations along sev- eral dimensions of MNC operations, including geography, functions, and products, among others. Structural variations across geographic units reflect different cultural and economic environments (Hofstede, 1980; Rosenzweig & Singh, 1991; Ver- non, 1979), resulting in differences in strategic roles and organizational structures (Bartlett & Ghoshal, 1989; Doz, 1976; Gupta & Govindarajan, 1991; Hedlund, 1986; Poynter & Rugman, 1982). Functional structural variations reflect differences in strategic objectives, with common patterns in- volving centralized upstream operations (such as research and development and manufacturing), to take advantage of economies of scale and scope, and decentralized downstream operations (like marketing and sales), to respond to differences in

national market requirements (Kogut, 1984; Porter, 1986).

Bartlett (1986), among others, emphasized that pressures for structural differentiation simulta- neously occur across businesses, products, func- tions, tasks, and geographic markets, demonstrat- ing the influence of the multiple subenvironments within which MNCs operate. However, one out- standing limitation of this previous research is a lack of comprehensive investigation of emerging structural patterns within firms across their diverse operations. Instead, most research has defined and characterized new MNC organizational models, including the transnational model (Bartlett & Ghoshal, 1989) and heterarchy (Hedlund, 1984; see also Perlmutter [1969] and Prahalad and Doz [1987]). Westney and Ghoshal (1993) summarized the set of organizational characteristics common to these models as including a global dispersion of operations, interdependence and tight coupling of subunits, and an emphasis on cross-unit learning and structural flexibility. However, research on how these characteristics evolve within MNCs across the multiple dimensions of their operations has been limited.

Research Issues

In further advancing research on multinational organizations, this study investigated the extent and nature of structural change actually occurring within the diverse operations of two leading phar- maceutical firms. Regarding the extent of structural change, I addressed the debate within international management research as to whether MNCs are ac- tually moving toward projected MNC models. Ac- cording to Ghoshal and Westney, "The extent to which MNCs are in fact moving toward this 'ideal type' is currently being debated in the field of in- ternational management" (1993: 5). An important aspect of this study was to investigate the extent of structural change actually occurring within firms and to contrast observed structures and emerging characteristics with those found in projected MNC organizational models.

Regarding the nature of structural change, re- search has projected a growing differentiation in the internal structures of MNCs, representing a move away from making structuring decisions at the firm level. Although many studies have identi- fied patterns of internal structural differentiation, most projected MNC organizational models are characterized in terms of average firm-level charac- teristics. To advance this research, it is important to move beyond projections of average firm-level characteristics and patterns of variation along sin-

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1190 Academy of Management Journal December

gle structural dimensions to a more comprehensive understanding of the emerging patterns of struc- tural variations within firms. To the extent that MNCs are becoming internally diverse, one impor- tant issue for researchers is to systematically ex- plore emerging structural patterns within and across these organizations. This issue involves ex- ploring how observed structural patterns reveal dif- ferences in characteristics usually associated with projected ideal MNC models. Overall, this study represents an initial comprehensive empirical in- vestigation of the extent and nature of structural changes actually occurring within MNCs.

RESEARCH DESIGN AND METHODS

Research Sites

This study exploring changing structures of Eli Lilly (Lilly) and Hoffmann LaRoche (Roche) during a 15-year period (1980-94) emanated from a prior case study of the globalization process at Lilly (Malnight, 1995). That study's results suggested im- portant variations in the timing, sequencing, and objectives of organizational adjustments within and across individual functions over time. This study extends the prior research in a number of important regards. First, it focuses on the extent and nature of structural change over the range of the firms' operations, as opposed to investigating the characteristics of the change processes. Second, it develops empirical characteristics of observed structures to enable comprehensive analysis of their variation within and between the two firms. Third, while maintaining its comprehensive depth, the study extends my 1995 analysis to include an additional firm originating from a vastly different traditional structure, but one subject to similar en- vironmental pressures and opportunities during the period of analysis. The inclusion of the addi- tional firm enabled both within-firm and across- firm comparisons of observed emerging structures.

The selection of Lilly and Roche offered several advantages. First, both firms were industry leaders with long histories of significant international operations, though both had operated globally through vastly different structures. Lilly, founded in 1876 in the United States, had units "outside the United States" ("OUS," in the company's terminol- ogy); these operations focused on local sales, with conservative and centralized management of affili- ates. Roche, founded in 1896 in Switzerland, had long been organized around a corporate headquar- ters and local operating companies, with the head of each operating company reporting directly to the company chairman and exercising extensive au-

thority over local operations. Overall, Lilly was a classic model of an ethnocentric organization, and Roche was a classic polycentric organization (Perl- mutter, 1969).

During the period covered by this research, the pharmaceutical industfy underwent dramatic change. The cost (unadjusted) of developing a new drug increased to an estimated $359 million in 1993, from about $76 million in the mid 1970s. The time required to obtain regulatory approval for a new product increased to 10-12 years in the late 1980s, from about 60 days in the 1960s (Pharmaceutical Manufacturers Association [PMA], 1993). Spiraling health care costs led to an increasing emphasis on cost containment, as demonstrated by the growing use of price controls, restrictive reimbursement schemes, and managed health care programs. Fi- nally, competition from generic drugs and similar follow-on products intensified. These trends cre- ated pressures on pharmaceutical firms to innovate in developing a continual flow of new products, to speed the development and launch of new prod- ucts, to improve the cost efficiency of all opera- tions, and to be aggressive in selling products to major world markets. These challenges and oppor- tunities directly affected how pharmaceutical firms operated globally. Operating within this environ- ment, between 1980 and 1994 both Lilly and Roche fundamentally altered their organizations, intro- ducing a complex mix of structures throughout their operations.

Process-Based Analysis

One challenge in researching emerging MNC structures involves selecting the unit of analysis (e.g., Westney, 1993). This research focused on the structuring of discrete processes within firms, building on an approach used in organizational theory (e.g., Lawrence & Lorsch, 1967) and in management accounting (e.g., Atkinson, Banker, Kaplan, & Young, 1995; Hansen & Mowen, 1995). Applying this concept to the study of MNCs in- volves distinguishing common operations or tasks in the overall industry value chain that are mean- ingful in terms of the mix of goals or objectives and the nature of the work performed. The processes of interest thus were either individual functions or combinations of functions and were performed by both vertically integrated and specialized firms. For example, drug discovery (creating new com- pounds) is undertaken not only by integrated phar- maceutical firms, but also by specialized firms (such as biotechnology firms) and by research in- stitutes and universities. Processes also involve geographically dispersed operations and affect

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2001 Malnight 1191

FIGURE 1 Pharmaceutical Industry Process Definitionsa

Develo Obtain Bulk Sales: Discove Produ s Regulat Bulk Manu- Formulation Product Major Markets Compound ApproRat facturing Marketing

Develo Approval

DevelopXFill and Sales: Extension MarketiFni Minor Markets

a Three processes were distinguished within overall drug discovery: the initial discovery of a compound, its development into an initial product, and the subsequent development of product extensions. Two processes were distinguished for regulatory approval: obtaining initial regulatory approval and supporting local marketing (clinically). Three processes were distinguished for production: bulk chemical production, bulk formulation production, and fill-and-finish processes. Finally, three processes were distinguished for marketing and sales: developing product- or customer-oriented marketing programs and product sales in major national markets and minor markets.

multiple products. Hence, analysis of structural patterns across processes reveals how multiple di- mensions of a firm's organization are structured. It also represents a managerial approach to investigat- ing potential structural variations both within and across firms.

Focusing on the structuring of processes pro- vides a potentially important lens for investigating patterns of emerging internal structural complex- ity. For example, in the pharmaceutical industry, the overall environmental pressures mandated in- novation, speed, flexibility, efficiency, and global reach. However, the mix of these pressures varied across the internal operations of pharmaceutical companies. Important organizational challenges facing vertically integrated pharmaceutical compa- nies involved how to draw on shared and globally disbursed operations to respond to the varying pressures on their internal operations. Focusing on process-level organizations thus enabled identifica- tion of patterns of structural variations in how firms employ common functional, geographic, and product resources to respond to conflicting strate- gic pressures.

The processes studied here were identified through discussions with executives at the two firms, with selection based on the criteria described above. Figure 1 outlines the 11 processes examined in this study.

Organizational Data

Organizational data were collected through in- tensive field studies employing both multiple semi- structured interviews and extensive use of archival documents, which were important, given that I sought retrospective data on each firm's structures in 1980 and 1985. Interviews lasting about 90 min- utes were conducted with more than 125 people at Lilly and more than 75 at Roche. Detailed notes

were taken, but interviews were not recorded. In- terviews at Lilly were conducted in 1989 and 1990, with subsequent interviews in 1993 and 1994, and interviews at Roche were conducted in 1993 and 1994. The president of each company and multiple executives from each function were interviewed, as were staff from multiple geographic affiliates. The sequential nature of the overall study prevented simultaneous data collection at the two firms.

Data included both the qualitative, to identify overall organizational changes, and the quantita- tive, to empirically depict the structures of process- level units within each firm. I selected organiza- tional variables for the study to enable developing a comprehensive picture of each structure. Thus, the variables employed included those found in prior research on MNCs' structures to reveal important structural variations (see Martinez and Jarillo [1989] for a discussion and review). These variables included resource configuration (that is, location of facilities), the orientation of reporting relationships (by product or by function, for instance), the allo- cation of decision-making authority, operating standards and procedures, planning and informa- tion systems, culture, and integration mechanisms based on coalitions (such as task forces or commit- tees). The Appendix contains a more complete def- inition of variables. Subsequently made distinc- tions within dimensions revealed differences in issues addressed and time frame.' Overall, these data provided a detailed characterization of indi-

1 For example, distinctions within the resource config- uration dimension were based on the locations of strate- gic and nonstrategic resources, in line with Bartlett and Ghoshal (1989). Further, distinctions within decision au- thority and standards and procedures were based on strategic, operational, and tactical levels, in line with Lorange et al. (1986).

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1192 Academy of Management Journal December

vidual process structures at each point in time ex- amined.

Given this study's focus on movement toward globally oriented structures, variable coding built on the evolutionary perspective emphasized in in- ternational management research on the movement toward such structures (e.g., Kindleberger, 1969; Perlmutter, 1969; Vernon, 1979). According to this perspective, MNCs evolve from being domestically oriented (to increase export sales) to being nation- ally oriented (to protect established export markets) to being regionally or globally oriented (to leverage dispersed operations globally). In line with this perspective, coding of individual variables was based on ordinal scales. Low values indicated char- acteristics typically associated with an MNC whose primary operations were located within its domes- tic market, and higher values indicated an increas- ingly national (that is, host market) orientation and subsequent movement toward a regional and then a global orientation. This coding directly reflects ob- served MNC evolutionary models developed by Perlmutter (1969), Vernon (1979), and Bartlett and Ghoshal (1989).2

The interview notes and archival documents were coded to generate organizational data. Two exercises verified coding accuracy. For data on Lilly, where extensive case write-ups were pre- pared, two additional coders were given the vari- able definitions, coding schemes, and case write- ups; they generated secondary codes for 45 percent of the 1980 and 1994 observations. (Although, with a research team, I authored the cases, company officials extensively reviewed and modified them to ensure accuracy.) The secondary coded values exactly matched the researcher's for 67 percent of observations (being plus or minus one in 89 percent of observations). At Roche, where case write-ups were not prepared, data for 1980 (which demon- strated the structure long in place at the company) and 1994 were coded by two company executives, both of whom had at least 15 years' experience with Roche. The executives were given the process and variable definitions and coding schemes; they gen- erated secondary sources for 50 percent of the 1980 and the 1994 observations. Their coded values ex- actly matched the researcher's for 77 percent of common observations (coding was within plus or minus one in 97 percent of common observations).

Data Analysis

Overall empirical data were collected on 88 pro- cess-level observations, representing 11 processes at two firms at four time periods. I analyzed structural changes following the suggestions of Miller and Friesen (1984), first measuring the similarity or dis- similarity of each observed process structure to all other observations, then identifying clusters of simi- lar structures, and finally identifying and interpreting patterns of structural variation over firms, processes, and time. Structural similarity and dissimilarity were measured by Euclidean distances, defined as: dij =

[Ik(Xik - xik)211/2, where dij is the distance between observations i and j and xik is the value for the kth organizational variable for the ith case. Multidimen- sional scaling (MDS; Kruskal & Wish, 1978) was used to analyze the resulting 88 by 88 distance matrix. MDS enabled the replacement of the 19 ordinal vari- ables with a smaller set of dimensions that main- tained interval metric properties, thus reducing the dimensionality of observed variations while retaining ordinal properties of similarities or dissimilarities across organizational variables. MDS analysis was performed with the STATISTICA (StatSoft, 1995) computer program. Selection of the number of di- mensions for MDS analysis followed the Kruskal and Wish (1978) approach of plotting stress values (that is, eigenvectors in factor analysis) against different numbers of dimensions. The number of dimensions is found by identifying where there is a smooth de- crease in stress values. By that standard, this analysis is based on two dimensions.3 Subsequent clustering of observations within the MDS scatter diagrams was done by K-means cluster analysis. Determination of the number of clusters of observed structures in- volved an interactive process, in which I referred back to detailed field and coded organizational data to evaluate the significance of each additional clus- ter in identifying distinct structures.

EMPIRICAL CHARACTERIZATIONS OF STRUCTURAL CHANGES

Observed Structural Changes

In this analysis, I investigated structural changes occurring within Lilly and Roche by identifying patterns of similarity and dissimilarity occurring in observed process-level structures over time. Figure 2 presents the MDS scatter diagram plotting the 88

2 The exception to this coding pattern was in reporting relationships, where coding characterized reporting rela- tionships along various dimensions of operations.

3 Stress values were 11.5 at one dimension, 2.5 at two dimensions, 1.1 at three dimensions, and 1.0 at four dimensions.

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1194 Academy of Management Journal December

process-level observations (two firms, 11 processes, and four time periods) based on the similarity and dissimilarity of observed process structures. The figure also indicates the results of cluster analysis of these observations, distinguishing groupings of similar structures. Eight structural clusters were distinguished, Table 1 provides data on the statis- tical significance of the clustering. (Detailed char- acteristics of each observed cluster will be ad- dressed later in this article.)

One observation on structural changes was that variation in the internal structures of the two firms grew. Table 2 reports the number of processes at each firm observed in each cluster between 1980 and 1994. The findings suggest a high degree of initial structural similarity within both firms. In 1980, all processes at Lilly were observed to be in a single cluster (cluster 1), whereas at Roche, pro- cesses fell into two clusters (clusters 2 and 5). There was no overlap in observed structures across the firms. This high degree of initial structural con- sistency within firms is in line with research sug- gesting that traditional structural decisions were made at the firm level. Because the research sites were selected because they had different traditional structures, the difference in their initial structures was expected.

The findings also suggest that substantial change occurred during the study period, with variations occurring in the nature and extent of change across processes and firms. There were gradually increas- ing variations in structures within the firms. At both firms, early changes were limited in their im- pact on their organizations. At Lilly, processes were observed in two clusters in 1985 and in three in 1990, before the firm introduced a mix of struc- tures that fell into four new clusters in 1994. At Roche, there was little change in clusters in 1985 or 1990. However, between 1990 and 1994, Roche in- troduced a fundamental new structure, and the ob- served processes falling into five clusters.

From Firm- toward Process-Based Structures

Given this growing internal variation, analysis was then focused on identifying emerging struc-

TABLE 1 K-Means Cluster Analysis Resultsa

Between Within Sum of Sum of

Variable Squares df Squares df F p

Globalism 67.29 7 3.24 78 231.40 0.00 Orientation 8.11 7 1.93 78 46.83 0.00

a Test statistics were obtained by analysis of variance.

TABLE 2 Cluster Membership

Lilly Roche

Cluster 1980 1985 1990 1994 1980 1985 1990 1994

1 11 9 3 2 2 7 3 6 6 6 3 4 1 5 2 5 5 4 3 6 3 1 2 7 1 1 8 5 2

tural patterns. Findings suggested a growing con- vergence or similarity in the structure of common processes in both firms. Table 3 outlines informa- tion on observed structures across common pro- cesses in 1980 and 1994. In 1980, no common pro- cesses were observed in the same structure. In 1994, 5 of the 11 processes were observed in the same structure. A further indication of the growing similarity or convergence of common process struc- tures is based on contrasting changes in the ob- served distances in the MDS plots between com- mon process structures in 1980 and 1994. Table 4 provides data on observed distances in common processes in 1980 and 1994. In 10 of the 11 pro- cesses, there was a decrease in observed distances, further supporting the observed growing similarity within common processes. There was, however, substantial variation in the extent of convergence, with reductions in observed distances ranging from 17 to 76 percent of observed 1980 distances. In this regard, the data suggest significant variations in the

TABLE 3 Observed Process Structuresa

1980 1994

Process Lilly Roche Lilly Roche

Discover compounds 1 5 8- --8 Develop products 1 5 8 5 Develop product extensions 1 5 8 5 Obtain initial regulatory approval 1 5 8 - > 8 Clinically support local marketing 1 3 6- >6 Produce bulk chemicals 1 5 7-- > 7 Produce bulk formulation 1 3 5. > 5 Produce final products 1 3 5 3 Develop marketing programs 1 3 8 6 Sell products, major markets 1 3 6 3 Sell products, minor markets 1 3 6 3

aNumber indicates cluster. Arrow indicates processes ob- served in same cluster.

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2001 Malnight 1195

TABLE 4 Euclidean Distances between Common Process Structures in Both Firms

1980 1994 Distance Change, Percent Change Process Distance Distance 1980-94 from 1980 Distance

Discover compounds 7.21 2.83 4.38 61% Develop products 7.07 3.16 3.91 55 Develop product extensions 7.00 5.10 1.90 27 Obtain initial regulatory approval 6.56 2.00 4.56 70 Clinically support local marketing 4.47 2.83 1.64 37 Produce bulk chemicals 5.92 1.41 4.52 76 Produce formulation 3.61 1.73 1.87 52 Produce final products 2.65 3.74 -1.10 -42 Develop marketing programs 4.36 3.61 0.75 17 Sell products, major markets 3.61 2.24 1.37 38 Sell products, minor markets 4.24 2.65 1.59 38

extent of convergence across processes. An impor- tant issue for later consideration is the cause of these observed variations.

OBSERVED PROCESS STRUCTURES

Empirical analysis of structural changes suggests both growing divergence, or variation, in the firms' internal structures and convergence, or similarity, in their structures of common processes. Proceed- ing from this analysis, this section presents a de- scription of sample processes observed in each cluster to enable contrasting observed structural patterns and characteristics to those found in pro- jected MNC models.

Figure 3 presents the data from the original MDS scatter diagram indicating dimensions of variation across observed structural clusters, and Table 5 summarizes the structures in each cluster. An ob- servation's position along the horizontal axis was correlated directly with the average (unweighted) coded value across all organizational variables.4 Because this coding was based on ordinal scales on which higher values indicated a higher degree of globalism, an observation's position along this axis reveals variations in geographic orientation. Figure 3 also identifies bands of observations grouped by variations in operating orientation (for instance, functional or product structures). In this regard, observed structural variations simultaneously oc- curred in geographic and operating orientations.

Most of the clusters observed here correspond to structures identified in prior international manage- ment research. For example, the domestic func-

tional structure is similar to Perlmutter's ethnocen- tric (1969) and Bartlett and Ghoshal's international models (1989), and the global product- or process- oriented structure is similar to Perlmutter's geocen- tric (1969) and Bartlett and Ghoshal's transnational models (1989). In addition to the previously iden- tified structures, two of the observed transitional structures were associated with gradual increase in the resources and responsibilities existing outside a firm's domestic market. These structures were in line with evolutionary patterns suggested by Bar- tlett and Ghoshal (1986), Malnight (1995, 1996), Perlmutter (1969), Vernon (1979), and others.

The following subsections provide descriptive examples of process structures in each cluster in 1994, developed from both the empirical and the qualitative data collected in this study.

Global Product/Process Structures

Prior to 1994, no process at either firm was ob- served in this structure. However, in 1994, seven processes (32 percent of 1994 observations) at the two firms were organized around globally oriented product/process structures. They included both firms' compound discovery and initial regulatory ap- proval processes, as well as Lilly's product develop- ment and extensions and marketing processes. Exam- ples providing insights into the characteristics of these structures include the compound discovery and initial regulatory approval processes.

Lilly and Roche had traditionally organized com- pound discovery around scientific disciplines like chemistry, biology, and pharmacology, with indi- viduals (Roche) or disease-focused committees (Lilly) acting as coordinators for individual re- search initiatives. Both structures emphasized technical excellence and autonomy, giving scien- tists extensive freedom in conducting research. At

'A simple regression of the horizontal coordinate from the MDS scatter diagram against the average un- weighted value of all 19 organizational variables resulted in a multiple squared correlation coefficient (R2) of .99.

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0 Lo

co ~ ~ o O

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-4 -

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2001 Malnight 1197

TABLE 5 Organizational Characteristics of Clusters

Cluster Structure Characteristics

1 Domestic functional Resources are concentrated primarily within the home country or aligned with domestic needs. Strategic decision-making authority and standards and procedures are tightly centralized, with some decentralization of tactical and operating authority and standards. Planning and information systems are tightly centralized, as is the firm culture and senior management.

2 Transitional A Resources are increasingly dispersed but remain oriented to home market requirements. Strategic decision authority and standards and procedures are highly centralized and oriented toward the home market, with increasing decentralization of tactical and operating authority. The configuration is associated with growing informal cross-border communications, including the use of informal or supplemental planning units, task forces, operating committees, and senior management committees.

3 National functional Resources, decision authority (strategic, tactical, and operating), and standards and procedures (strategic, tactical, and operating) are localized and oriented to national market requirements, as are planning and information systems.

4 Transitional B Resources and tactical and operating authority and standards are localized, but there is increasing global centralization of strategic decisions and standards, as well as of planning and information systems. There is also extensive and formal use of task forces and committees to communicate across national operations.

5 Regional functional Strategic resources are increasingly centralized within regions, although nonstrategic (supporting) resources remain decentralized and nationally focused. Strategic and tactical decision authority and standards and procedures are increasingly centralized regionally, although operating authority and standards remain decentralized within national affiliates. Planning and information systems are centralized regionally. There is limited use of task forces, operating committees, and other informal integrating mechanisms.

6 Regional product Resources (both strategic and nonstrategic) are decentralized within national operations. Strategic decision-making authority and standards and procedures are centralized regionally, whereas both tactical and operating authority and standards are decentralized within national operations. Planning and information systems are increasingly centralized regionally. There is extensive and formal use of task forces and operating committees to coordinate national affiliates, but firm culture and senior executives remain largely locally decentralized.

7 Global functional Resources are centralized (but dispersed) globally, as are strategic, tactical, and operating decision authority and standards and procedures. Planning and information systems are also globally centralized, as is the firm culture and senior executives. There is extensive use of formalized task forces, junior committees, and senior management committees to supplement communication and coordination of worldwide operations.

8 Global product/ Strategic resources are decentralized, whereas supporting resources are centralized regionally. process There are strong product/process-oriented units (primary) as well as functional units

(secondary). Strategic decision-making authority and standards and procedures are centralized globally; tactical authority and standards are centralized regionally; and operating authority and standards are decentralized locally. Planning and information systems are centralized and oriented globally. There is extensive and formal use of task forces and operating committees to supplement communication and coordination of worldwide operations. Both firm culture and the selection of senior executives reflect a global orientation.

Lilly, research processes were concentrated at a single location, whereas at Roche, laboratories were duplicated in various independent and often com- peting research centers. Beginning in the early 1990s, both firms introduced new structures around therapeutic areas, with representatives from across scientific disciplines focusing on the discovery of new compounds within areas. Lilly continued to concentrate its discovery operations primarily in the United States, but Roche allocated global responsibility for therapeutic areas across its four research centers.

Despite the differences between Lilly and Roche in the location of laboratories, both managed their

compound discovery operations with a global fo- cus. Both firms focused on discovering products with global market potential, as opposed to prod- ucts targeting individual markets. Both also drew on global resources, hiring scientists of various backgrounds to work at laboratories and forming research associations with outside institutions such as biotechnology firms and universities.

At each firm, executives responsible for global therapeutic areas managed discovery operations, reporting to a cross-functional senior management committee, called the Global Plans Approval Com- mittee (GPAC) at Lilly and the Research and Devel- opment Board (RDB) at Roche. These senior com-

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1198 Academy of Management Journal December

mittees focused on allocating resources, prioritizing and monitoring the progress of each unit, and re- solving conflicts. For example, a Lilly executive described the role of the GPAC as "evaluating and consolidating research plans from across all thera- peutic areas, managing discovery resources, and ensuring alignment with overall corporate priori- ties." Similarly, a Roche executive described the RDB's role as deciding which compounds would proceed for further development, as well as review- ing overall research progress within each area. At each firm, responsibility for therapeutic areas was centralized, but every unit was expected to access and exploit knowledge and resources dispersed within the firm's organization and at other external organizations and research institutions. A Roche executive described how the focus of the organiza- tion was to "use knowledge resources and technol- ogy from around the world" to enhance the discov- ery process. Characteristics of these structures thus involved a centralization of reporting around prod- uct units, a dispersion of resources (both within and outside the firms), and the establishment of centralized systems and procedures for resource allocation, monitoring project progress, and con- flict resolution.

For initial regulatory approval, both firms had traditionally been structured around functions, with clinical units designing and managing the clinical trials necessary for regulatory approval and scientific testing undertaken by independent sci- ence-based functions such as toxicology and phar- macokinetics. By 1994, both had introduced struc- tures built around cross-functional teams dedicated to development, regulatory approval, and launches of individual compounds. An important compo- nent of these structures involved the establishment of formal drug development and planning systems within which all compound-focused teams oper- ated. At Roche, the formalized system, referred to as the International Drug Development System (IDDS), charged the compound-focused teams with devising a single global development plan that would meet worldwide regulatory requirements, thus enabling the rapid and global launch of new products. At both firms, common global develop- ment plans were implemented through clinical tri- als conducted by dispersed national affiliates and regional preclinical development operations. Both firms established common worldwide technical standards and protocols for all clinical trials and created systems allowing centralized management to reimburse expenses, thereby enabling the teams to allocate work and in turn reimburse associated expenses through in-house contracts.

Characteristics of these structures thus involved

a centralization of decision-making authority within compound-focused (product-focused) teams, accom- panied by a centralization of planning and control systems (like Roche's IDDS) to enable the teams to access resources dispersed within the company over functional and geographic units. These structures represented efforts to allow the compound-focused teams to allocate development tasks globally on the basis of local expertise and resources and to simulta- neously centralize controls over the actual develop- ment process. The formal systems included detailed project reviews of team development plans and mon- itoring of progress on these plans by senior manage- ment at key decision points throughout the develop- ment and regulatory approval process. As a result, clinical operation tasks were distributed globally, but coordinated and aligned globally for the approval of individual compounds. Interdependence and ex- changes across dispersed tasks was managed by cen- tralized global development planning systems and common standards and procedures.

Global Functional Structures

Prior to 1994, no processes were observed in this structure. However, in 1994, both firms' bulk man- ufacturing processes (representing 9 percent of 1994 observations) were managed within global functional structures. Executives described how bulk manufacturing had traditionally focused on maximizing tax advantages and ensuring product availability and quality, but by the late 1980s bulk manufacturing strategies were affected by a con- flicting set of pressures, which varied across a product's life cycle.

Prior to a firm's receiving regulatory approval for a new product, material supply requirements were highly uncertain, thus limiting the firm's ability to make fixed commitments for production facilities. However, immediately after approval, product availability became key, and less attention was paid to production costs. As a result, both firms responded with initial material supply strategies based on centralized "flexible launch facilities," or facilities able to produce a wide variety of prod- ucts. Following product launch, and as supply re- quirements became defined, facility investment and production costs became important strategic pressures for moving bulk production to dedicated facilities. Given rising facility and technology costs, both firms were moving toward centralized global supply facilities for bulk materials. As prod- ucts moved farther along their product life cycles, both firms actively considered outsourcing produc- tion of selected products to further curtail produc- tion costs and minimize investments.

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2001 Malnight 1199

In line with these challenges, both firms had moved toward centralized functional structures reporting to senior management committees-the Manufacturing Strategy Committee (MSC) at Lilly and the Pharmaceutical Technology Board (PTB) at Roche. The role of Lilly's MSC was described as taking leadership in establishing global manufac- turing policies, including setting the overall direc- tion for worldwide manufacturing (for instance, making decisions regarding plant capacities and locations, and make-or-buy decisions). At Roche, the PTB was charged with coordinating manufac- turing operations in areas such as sourcing strate- gies, technical standards, and capacity planning, as well as with resolving geographically based dis- putes. Both firms increasingly operated global bulk production facilities designed to meet worldwide requirements, and operating standards gradually became based on the most stringent global require- ments. Overall, characteristics of this structure in- cluded centralized facilities operating within com- mon standards and procedures to meet worldwide requirements, supervised and managed by central- ized functional management. Centralization of fa- cilities based on both product technologies and product life cycle stage was enhanced by the com- mon global functional units.

Regional or National Product or Functional Structures

Other processes at Lilly and Roche were struc- tured with a regional or national orientation, being organized around either products or functions. In 1994, five regional product structures (23 percent of 1994 observations), five regional functional structures (23 percent of 1994 observations), and three national functional structures (14 percent of 1994 observations) were observed in the two firms. Two types of regional or national structures were observed, one supporting multiple global product or process units in meeting local requirements and a second focusing on the delivery of final products to markets. An example of a support process is Roche's product development process; examples of delivery processes included both firms' final man- ufacturing processes.

Roche's initial product development process, involving preclinical development, continued throughout the study period to be managed within a regional functional structure, with facilities per- forming similar functions duplicated in major re- gional markets. Roche executives explained that the structure supported a large number of other processes. For example, one Roche preclinical ex- ecutive outlined links with other processes includ-

ing compound discovery (for defining physical characteristics of compounds), production (for en- suring clinical equivalency and manufacturability), regulatory approval (for supplying dosages for test- ing), and product marketing (for evaluating product image alternatives, such as tablet size and color). For these other processes, the preclinical functions were expected to provide high-quality, time-based support, often by means of adapting other scientific approaches to similar problems used in worldwide operations. Given these dispersed operations' focus on regional requirements, there were few ex- changes among or coordination across them.

Facilities for both firms' final manufacturing pro- cesses were in dispersed national markets and were focused on meeting national or regional material supply requirements and reporting to national management. Although remaining generally auton- omous, these national facilities increasingly oper- ated within common global standards and proce- dures, and their national staffs joined worldwide manufacturing meetings. One manufacturing exec- utive characterized the structure as follows: "Over the last three years, we have delegated more auton- omy to local sites, but within the framework of a coordinated business map. From headquarters, we provide long-term goals and the tools necessary to achieve them. We then provide our local facilities the challenge of running their processes and meet- ing our objectives." At Lilly, common global poli- cies and procedures were outlined in a worldwide manufacturing policy book, whereas at Roche, units such as quality control and assurance, which set operating standards and managed technical compliance, provided common policies and proce- dures.

EMERGING MNC STRUCTURAL PATTERNS

Structural Patterns within MNCs

Major variations in the internal process-level structures of both Lilly and Roche were observed in 1994. Figure 4 portrays the structural patterns ob- served within the firms, distinguishing among core, support, and delivery processes. Whereas core pro- cesses represent the primary stages along the indus- try value chain for discovering, developing, and manufacturing products, support processes consist of tasks or activities undertaken on behalf of mul- tiple core processes to meet regional or national requirements, and delivery processes focus on the supply of final products to diverse national mar- kets. A further distinction of the core processes was that significant independent competitors focusing primarily on each process existed. Core processes

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1200 Academy of Management Journal December

FIGURE 4 Internal Structural Patterns, 1994

Lilly Structural Variations

Research --Development - w' Manufacturing - 0- Marketing/Sales

Core Processes

GlobalPrdc structure | Discover Obtain BulkManu- Product stru

CompoundsRegulatory Bl au I ACompoula facturing Marketing

I Develop I Products, Sales:

Develop ~~~~~~Bulk Sls fo * | EDetveloP 1 [ Support 7; BlFormulation Major Support N.Market

Regioiial Extensions Marketing Sales:

structure Fi an Mior

Support Processes Finish Markets

Delivery Activities I National structure

Roche Structural Variations

Research - - Development .- - Manufacturing - -o Maiketing/Sales

Core Processes

Global Discover JUdi Bulk Manu- structure Compounds egulatry facturing

Approval

s.....................................................Products Develop Product Products Marketing

Regional Develop Bulk I

Sales: SuportBukSls structure Extensions F 1rmulation Major Marketing Fomltinao

SpotProcesses Sls SupportProcesses

T Fill and Minor

Finish Markets

National Delivery Activities structure

Product- or process-oriented structure Function-oriented structure|

included compound discovery, initial regulatory approval, bulk chemical manufacturing, and prod- uct marketing. Support processes included product

development and marketing support provided by clinical development. Delivery processes included later-stage manufacturing and sales.

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By 1994 Lilly and Roche had introduced com- mon structures for three of the core processes, com- pound discovery, initial regulatory approval, and bulk chemical production, while maintaining some differences in the fourth (product marketing). A look back at the data in Table 4 shows a generally high degree of structural convergence across the firms for these core processes, yielding an average 56 percent reduction in Euclidean distances across firms between 1980 and 1994, compared with 40 percent for supporting processes and 21 percent for delivery processes. These core processes also moved toward globally oriented structures (for seven of the eight processes observed in 1994). However, important structural variations remained in these core process structures beyond geographic orientation. Although compound discovery, initial regulatory approval, and bulk chemical production were all organized globally, they were structured around different operating orientations: discovery processes around global product units, initial reg- ulatory approval around global process-oriented structures, bulk manufacturing around global func- tional structures, and bulk formulation around re- gional functional structures. For product market- ing, Lilly had a global product structure, and Roche had a regional one.

For support and delivery processes, Lilly and Roche maintained a broad mix of observed struc- tures in 1994, in terms of both geographic and operating orientation. Where structural change was observed in the support and delivery processes, there was convergence. For example, both firms introduced regional product structures for market- ing support (support) and regional functional struc- tures for bulk formulation production (delivery). For other support and delivery processes, however, Roche did not alter its overall structure during the period of the study, but Lilly made substantial changes in all of these processes.

Overall, these patterns of internal structural vari- ation suggest the emergence of common, core, globally oriented processes, supported by global (Lilly) or regional (Roche) support processes, fi- nally delivering products through either regionally (Lilly) or nationally oriented (Roche) processes. Within processes, variations were also observed in the operation of those with similar geographic foci. These findings suggest important and systematic patterns of structural variation within the two firms. Rather than moving to a single organizational model, structural evolution at Lilly and Roche re- vealed growing variation across processes within firms, with growing similarity in structures across firms within processes.

Variations in the Extent of Structural Convergence

In addressing the sources of internal structural differentiation, management at the two firms de- scribed similar patterns of pressures and opportu- nities facing pharmaceutical companies. These pressures and opportunities varied in their impacts on processes and thus influenced the types of global networks desired for the processes. Given the similarities in the process structures observed in the two firms, a further issue for preliminary discussion involves potential causes of observed differences in the extent of convergence in process structures. As described earlier, in 1980 no pro- cesses were observed to be in the same structure in both firms, in line with research suggesting that firm-level factors, such as national origin, influence structuring decisions. However, 5 of the 11 pro- cesses were similarly structured by 1994, and the extent of process-level structural convergence var- ied dramatically.

Study findings suggest two potential explana- tions for the variations in observed process-level structural convergence. First, there was a higher degree of structural convergence in core processes than in support or delivery processes. Management at both firms emphasized that these processes were subject to the strongest competitive pressures and that pressures on the supporting and delivery pro- cesses were weaker. A second potential explana- tion involves observations on the timing of adjust- ments within the firms. In general, the processes with the highest levels of convergence were those that had also undergone structural change over the longest periods of time. This observation suggests that the longer the periods of structural change, the higher the potential for structural convergence. This perspective would suggest a gradual decrease in the influence of administrative heritage (Bartlett & Ghoshal, 1989) through the process of structural change. As institutional influence on structures de- creased, structural convergence suggested the po- tential for growing isomorphism over time, an in- crease potentially associated with companies' mimicking structural solutions in the process of searching for new organizational responses to growing environmental pressures. There were nu- merous examples of similar organizational units being introduced under different names. As noted above, a senior management committee overseeing manufacturing was called the Manufacturing Strat- egy Committee at Lilly and the Pharmaceutical Technology Board at Roche. For discovering new compounds, Lilly established a Global Plans Ap- proval Committee; a similar committee at Roche

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was the Research and Development Board. Mem- bers of management at each company associated structural changes with responding to environmen- tal pressures, but they were also highly familiar with changes underway at other industry leaders.

Patterns in MNC Structural Characteristics

Earlier it was described how organizational re- search on MNCs has emphasized the emergence of network structures, with strategic advantage asso- ciated with their "combinative capacity" reflecting both the strength of individual operating units and the links among them. Although supporting the emergence of networks within the firms in the study, my findings also suggest important differ- ences in how commonly projected network charac- teristics are reflected across process-level network structures. Table 6 portrays three types of global networks observed in the two firms that varied in the projected firm-level structural characteristics of global dispersion of operations, cross-unit interde- pendence, and structural flexibility.

The global product structure observed in the pro- cess of discovering compounds reflected a knowl-

edge-sharing network focused on accessing and le- veraging dispersed expertise to enhance innovation, while simultaneously leveraging scale in growing technology investments and supporting services to effectively exploit this expertise. As portrayed in Table 6, the characteristics of these networks varied dramatically from those observed in the initial reg- ulatory approval process, which reflected a data- sharing network. Focused on generating and shar- ing data, this network's characteristics enhanced speed and flexibility by aligning and integrating globally dispersed and duplicated operations. The structural characteristics of both of these networks differed from those of facility-sharing networks like the one observed for bulk chemical production, where the focus was on leveraging scale in special- ized global facilities to meet common worldwide requirements.

Variations in process-level structural characteris- tics highlight the limitations of average firm-level characteristics as a lens for investigating emerging MNC structures. Although all the characteristics associated within ideal MNC models were ob- served here, there were systematic differences within each characteristic and in their mix across

TABLE 6 Structural Characteristics by Network Type

Projected MNC Knowledge-Sharing Structural Characteristic Networks Data-Sharing Networks Facility-Sharing Networks

Sample observed process Compound discovery (global Initial regulatory approval Bulk chemical production product structure) (global process structure) (global functional

structure) Global dispersion of Dispersed global product Dispersed global product- Single unit with global

operations area (for instance, specific responsibility for process responsibility for application) responsibility process output all operations for process output Dispersed and duplicated Dispersed and specialized

Dispersed and specialized operations for undertaking facilities with global operational facilities common activities within product type (for

markets instance, technology) responsibility

Cross-unit Exchanges of know-how and Exchanges of data and Primary flows of interdependence expertise know-how for individual intermediate products to

Global sharing of technology products global markets "tools" across units Operations aligned through Operational planning

Operations coordinated common operating integrated through within overall corporate standards and procedures technical and operating research strategy to ensure global process standards focused on

consistency worldwide requirements Structural flexibility Primary operational and Primary operational and Primary flexibility within

budget flexibility within budget flexibility within global functional unit global product-area units product-specific teams Sharing of "best practices"

Focus on identifying and Focus on identifying and for common tasks across sharing innovations arising sharing of information and facilities globally and across centers expertise for individual Internal contracting

Internal "contracting" system compounds through transfer price for cost transfers Internal "contracting" systems

system for cost transfers

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process-level structures. The complexity of firm- level structural challenges called for internally developing and integrating multiple types of net- works, drawing on common resources and opera- tions across functional, geographic, and product dimensions of its operations, rather than for imple- menting a single network structure. These findings support the need, identified by Scott (1987) and others, to investigate the complexities of organiza- tional subsystems as opposed to averaging charac- teristics over a firm's subunits. Referring to the classic strategy-structure paradigm (e.g., Chandler, 1962), these findings suggest that emerging patterns of structural differentiation across processes were influenced by both variations in the mix of envi- ronmental pressures and the growing complexity in the nature of these pressures.

The complexity of observed internal MNC struc- tures highlights the need for international manage- ment research to move the organizational debate beyond the traditional opposition of global integra- tion (centralization) and local responsiveness (de- centralization). In the context of developing and integrating complex internal network structures, structuring decisions involved employing various combinations of centralization and decentraliza- tion in structural characteristics within process structures to pursue multiple and often conflicting strategic objectives. Discussions with executives at the firms in this study provide some insights into the importance of this change. Although they fo- cused on exploiting existing firm capabilities by operating across markets (in the early periods of this study), there was a specific emphasis on hav- ing a "global" strategy in line with the classic global integration-local responsiveness debate. However, as the firms evolved toward managing established global networks, executives emphasized how oper- ating globally could enhance their firm's overall ability to pursue strategic objectives at the process and firm levels through the introduction and man- agement of internally differentiated structures.

DISCUSSION

Focusing on the extent and nature of structural change at two leading multinational corporations, in this study I observed both increasing divergence in internal firm structures and convergence in com- mon process structures across firms, even firms with significant differences in their traditional structures. I identified significant variations in the extent of convergence across processes, with higher degrees of convergence in core processes, as op- posed to support or delivery processes, as well as over time. Although supporting the findings of

prior research on emerging MNC structures, includ- ing the existence of projected network structural characteristics, the study showed the emergence of multiple types of networks within the firms. Some internal networks focused on global knowledge sharing, but others focused on global data sharing, and others on global facility sharing. Each type of network pursued a different mix of strategic objec- tives and was associated with different mixes of structural characteristics, yet the networks also drew on common resources and operations dis- persed within a firm. Rather than emphasizing firm-level structures or organizational models, the study suggests that there may be particular struc- tures appropriate to specific processes across firms within a given industry.

Given the observed systematic structural varia- tions, the findings provide mixed support for the movement toward ideal proposed MNC models. Rather, the findings suggest important potential re- finements to research on MNC structures. Rather than selecting a single structure, MNCs respond to increasingly complex pressures and opportunities from operating globally through increasing internal structural complexity, systematically differentiat- ing their structures to respond to the relevant sub- environments for individual processes. The organi- zational challenge facing managers at MNCs is not the introduction of a set of firm-level characteris- tics but, rather, the development and integration of multiple types of internal networks sharing com- mon and globally dispersed resources. This inter- nal differentiation is evidenced by variation in both the geographic and operating orientations of indi- vidual process structures within the firms. Reflect- ing back to the nature of pressures and opportuni- ties associated with operating globally, these systematically differentiated structures enabled the two firms in the study to simultaneously pursue conflicting strategic objectives and respond to com- plex variations in pressures and opportunities.

Implications for Research on Diversified Organizations

Going beyond international management re- search, these findings have broader theoretical im- plications for general research on organizational change, particularly for the longstanding debate on the relationship of environmental or contextual change with firm structural change. Much research has highlighted the importance of alignment, or fit, between a firm's structure and its environment, (e.g., Burns & Stalker, 1961; Lawrence & Lorsch, 1967; Woodward, 1965). A general proposition of this research is that organizations that achieve fit

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FIGURE 5 Contextual and Institutional Influences on Internal Firm Structures

Context

Industry Idsr environment Industry Industry

environment

influence Process Lid LiiiZZCZ environments

Process

Institution ~~~~~~~~~~~~~~~~~environment Institution ifune influences

Firm Fr

Core Organization processes B C (institutional)

: influences

Support! delivery D E processes

o ~~~~~~~xa

Cross-process influences and resource sharing

with their environment are more effective (Chan- dler, 1962; Lawrence & Lorsch, 1967). However, other research has emphasized the importance of internal alignment and continuity, highlighting the importance of exploiting prior success to increase organizational efficiency and reduce uncertainty (March & Simon, 1958; Nelson & Winter, 1982).5 As a result, organizations have been characterized as facing a dual challenge, the need to both explore new possibilities and exploit old certainties (e.g., March, 1991; Schumpeter, 1934). The issue of man- aging these competing risks is particularly impor- tant in dynamic environments calling for rapid and fundamental structural change involving the move- ment toward previously unknown organizational models.

The findings of this study- provide one prelimi- nary view of this process of firm-level exploration and exploitation. The study did not show complete structural convergence across firms, as would be expected if environmental or contextual factors drove structuring decisions. Neither did it demon- strate that internal or institutional factors drove structuring decisions within the firms. Rather, I observed both growing convergence across firms, with variations in the extent of such convergence, as well as divergence in structures within firms, although there remained some institutional influ- ences as well. Figure 5 is an overall portrayal of the multiple and competing influences of internal structuring decisions suggested by this research.

In terms of growing divergence in the internal structures of firms and convergence in structures across firms, these findings highlight the impor- tance of variations in industry- and process-level subenvironments. The need for internal structural divergence is directly associated with firms simul- taneously pursuing multiple and, potentially con- flicting strategic objectives. Growing variations in strategic opportunities associated with industry subenvironments and the impact of these opportu- nities on firm-level performance drive the need for

5 The simultaneous pressures for effectiveness and ef- ficiency reflect two competing risks (e.g., Hannan & Free- man, 1989). If a firm does not maintain strategies that are effective in an environment, it risks competitive failure. However, altering firm structures and practices poses a risk of change process failure and an associated loss of efficiency from organizational disruption (Hannan & Freeman, 1984; Singh, House, & Tucker, 1986; Winter, 1994).

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internal differentiation. However, the findings also suggest at least three factors mitigating the extent of internal structural divergence. A first factor is vari- ation in the importance of process environments for firm-level performance within an industry. I observed higher convergence in core processes than in support or delivery processes. Where pro- cess-level strategic pressures are not high, or where these pressures have a significant impact on firm- level performance, institutional influences on structuring decisions impact the extent of struc- tural change. The second factor, time, reflects the overall degree of institutional or firm-level influ- ence on internal structuring. In general, this study suggests higher structural convergence across firms over time as they break down traditional embedded structures and routines. Whether it was associated with change process learning and path dependence (Levinthal, 1991) or with focusing change on man- aging the simultaneous need for exploration and efficiency, acceleration in the change process was seen at both firms. In the early stages of the process, institutional factors continued to have a larger im- pact on structuring decisions. Later in the process, the influence of environmental pressures grew. This observation could be directly associated with developing dynamic capabilities reflecting the need for firms to renew, augment, and adapt core competencies when operating in dynamic environ- ments (Grant, 1996; Leonard-Barton, 1992). The third factor is the extent of internal sharing of re- sources across multiple processes. For support pro- cesses, which typically shared resources, there was less observed structural convergence across firms; significant differences in the two companies' sup- port process structures at the end of this study. Overall, these findings suggest that the pressures for internal structural divergence are affected by the growing complexity of industry subenviron- ments and importance of associated strategic objec- tives, offset by the relative importance of such en- vironments for firm-level performance, the time needed to break down institutional influences, and the extent of internal resource sharing.

Limitations and Areas for Further Research

Although limited in generalizability, owing to its focus on two firms within a single industry, this study represents a comprehensive approach to re- search on structural change within MNCs. The findings identify systematic structural patterns within and across processes in these companies and go beyond the firm-level characteristics high- lighted in prior studies, reflecting differences in the nature and extent of structural change across pro-

cesses. There are a number of potential extensions to this study. One important extension would in- volve increasing the number of firms involved and including additional industries. A further exten- sion would be further investigating factors influ- encing structural variations within and across firms, an extension that would require including both vertically integrated (performing multiple pro- cesses) and specialized (performing single pro- cesses) firms. If projections of structural conver- gence across common processes are correct, similar convergence should be observed across vertically integrated and specialized firms.

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APPENDIX

Organizational Variables and Coding

Building on prior research on MNCs, I distinguished seven dimensions of MNC operations and 19 variables describing processes for coordinating and controlling worldwide operations. The first dimension was a firm's resource configuration, or the location of its resources and operations, highlighted by several prior studies (e.g., Bartlett & Ghoshal, 1989; Hedlund, 1986; Kogut, 1984; Porter, 1986). Following Bartlett and Ghoshal, I distin- guished between the structuring of primary strategic re- sources and that of supporting resources. The second dimension was organizational orientation, or the group- ing of activities (e.g., Simon, 1976) within distinctive units, a focus of a long stream of research on MNCs (e.g., Davidson & Haspeslagh, 1982; Stopford & Wells, 1972). Specifically, data concerned the existence and roles of organizational units representing functional, product,

and other elements (such as customers) of a firm's oper- ations. Prior research suggests that organizational units can have multiple roles and that MNCs are moving to- ward having multiple units simultaneously involved in single aspects of operations.

The third dimension was the locus of decision-making authority (e.g., Lawrence & Lorsch, 1967; Simon, 1976) as an important component of an MNC's formal control mechanisms (e.g., Brooke & Remmers, 1970). I character- ized the location and orientation of authority for primary or core strategic decision making (representing long-term strategic directions for each process), short-term or tacti- cal strategic decision making, and operating or imple- menting decision making. The fourth dimension, stan- dards and procedures, was in line with research emphasizing standardized routines, procedures, or rules as important organizational variables (e.g., Lawrence & Lorsch, 1967; Nelson & Winter, 1982; Thompson, 1967). In literature on MNCs, such an emphasis has been asso- ciated with discussions on the extent of formalization. Specific variables addressed primary or core strategic policies and standards (such as core product policies and investment policies), short-term or tactical strategic pol- icies and standards, and operating policies and stan- dards. The fifth organizational dimension was planning and information systems (Galbraith & Kazanjian, 1986; March & Simon, 1958; Thompson, 1967). Variables cap- tured formal, informal, and supplemental planning systems, which have been highlighted in literature on organizational change as important mechanisms in gen- erating strategic alternatives to an existing organizational focus.

The sixth and seventh dimensions described two less formal organizational mechanisms: lateral, or coalition- based, integration mechanisms and firm culture. Regard- ing coalition-based integrating mechanisms, much research on MNCs has emphasized the role of supple- mental communication mechanisms, including task forces, meetings, and committees crossing organizational lines, a topic also addressed by Lawrence and Lorsch (1967), Galbraith and Kazanjian (1986), and others. The research demonstrated the presence and status of three such mechanisms: temporary coalitions like task forces and meetings, regular and ongoing coalitions, and senior management cross-functional committees overseeing processes. Finally, several researchers have emphasized firm culture (Baliga & Jaeger, 1984; Johnson & Ouchi, 1974) as a control mechanism. Specific cultural control mechanisms include the use of expatriates, frequent vis- its, management transfer policies, and a strong socializa- tion process, as well as a company's style, ways of doing business, and values (e.g., Mintzberg, 1983; Selznick, 1957; Simon, 1976). The study incorporated two vari- ables on cultural controls, reflecting both the general mind-set of management and the national origin of the senior managers overseeing a process.

These organizational variables and coding procedures are outlined in Table A.

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TABLE A

Organizational

Variables

and

Coding

Procedures

Variable

Coding

Dimension

Variable

Definition

Value

Interpretation

Resource

configuration

Strategic

resources

Location of

strategic

resources

for

performing a

1

Resources

exclusively

concentrated

within a

firm's

process.

Strategic

resources

are

those

that

domestic

market

and

oriented

toward

domestic

market

primarily

influence

the

outcome of

the

process.

requirements.

2

Resources

primarily

concentrated

within a

firm's

domestic

market,

with

overseas

resources

oriented

toward

domestic

market

requirements.

Nonstrategic

resources

Location of

nonstrategic

resources

for

performing a

3

Resources

decentralized

within

local

markets

and

oriented

process.

Nonstrategic

resources

support a

process

toward

local

market

requirements.

but do

not

significantly

and

directly

influence its

4

Resources

dispersed,

centralized by

region,

and

oriented

outcome.

toward

regional

requirements.

5

Resources

dispersed,

centralized

globally,

and

oriented

toward

global

market

requirements.

Organizational

orientation

Function-oriented

units

Nature of

function-based

organizational

units

for

0

No

organizational

units

with

the

specified

orientation.

performing

process.

1

Specified

units

are

present

but

are

informal

and

supplemental to

primary

process

organization

(indicated

by,

for

instance,

weak

"dotted-line"

reporting

relations).

Product-oriented

units

Nature of

product-based

organizational

units

for

2

Specified

units

are

formal

but

supplemental to

primary

performing

process.

process

organization

(for

instance,

strong

dotted-line

reporting

relationships).

Other

units

Nature of

other

organizational

units

for

performing

3

Specified

unit

present

and

fully

integrated

into

primary

process

that

are

based on

another

element of an

process

management

(for

instance,

"solid-line"

reporting

organization's

operations.

relationships).

Decision-making

authority

Core

strategic

decision-making

Location

and

orientation of

decision

authority

for

1

Centralized at

domestically

focused

headquarters.

authority

core

process

strategies.

Core

strategies

reflect

Decisions

typically

reflect

domestic

market

factors.

primary

policies

and

typically

affect

what

2

Decentralized at

geographically

focused

affiliates.

processes

will be

performed

three to

five

years

Decisions

typically

reflect

local

market

factors.

forward.

Tactical

strategic

decision-making

Location

and

orientation of

decision

authority

for

3

Centralized at

regionally

focused

headquarters.

Decisions

authority

tactical

process

strategies.

Tactical

strategies

typically

reflect

regional

market

factors.

reflect

short-term

policies

and

typically

affect

4

Centralized at

globally

focused

headquarters.

Decisions

what

processes

will be

performed

one to

three

typically

reflect

global

market

factors.

years

forward.

Operating

decision-making

authority

Location

and

orientation of

decision

authority

for

implementing

strategies

within

defined

guidelines.

Tactical

strategies

reflect

how

processes

are

performed.

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Standards

and

procedures

Strategic

policies

and

Orientation of

standardized

routines,

procedures,

1

Centralized

and

primarily

reflecting

firm

domestic

market

standards

and

rules

that

affect

core

strategic

decisions.

factors.

2

Decentralized

and

reflecting

local

market

factors.

Tactical

policies

and

Orientation of

standardized

routines,

procedures,

3

Centralized

and

reflecting

regional

market

factors.

standards

and

rules

that

affect

tactical

strategic

decisions.

4

Centralized

and

reflecting

global

market

factors.

Operating

policies

and

Orientation of

standardized

routines,

procedures,

standards

and

rules

that

affect

operating

decisions.

Planning

and

information

Formal

planning

systems

Orientation of

primary

systems

used to

plan,

guide,

1

Centralized

and

primarily

reflecting

firm

domestic

market

systems

and

measure

processes.

factors.

2

Decentralized

and

reflecting

local

market

factors.

Supplemental

planning

Presence

and

orientation of

supplemental

systems to

3

Centralized

and

reflecting

regional

market

factors.

systems

plan,

guide, or

measure

procedures.

4

Centralized

and

reflecting

global

market

factors.

Information

systems

Orientation of

primary

systems

used to

measure

and

evaluate

processes.

Coalition-based

integration

Temporary

coalitions

Presence

and

nature of

temporary

task

forces

and

0

Mechanisms

not

extensively

used

for

specified

process.

mechanisms

meetings

among

organization

members

from

1

Mechanisms

extensively

and

informally

used

for

specified

different

units.

process.

Regular

coalitions

Presence

and

nature of

regular

meetings

and

other

2

Mechanisms

extensively

and

formally

used

for

specified

forums

among

organization

members

from

process.

different

units.

Senior

executive

Presence of

senior

executive

committees to

oversee

committees

and

manage a

process.

Firm

culture

Mind-set

General

company

style,

ways of

doing

things,

1

Primarily

reflecting

firm

domestic

practices

and

style.

values,

and

common

practices.

2

Significant

variations in

style

and

practices

across

local

markets.

3

Significant

variations in

style

and

practices

across

regional

markets.

4

Centralized

and

reflecting

common

practices

and

styles

incorporating

worldwide

practices

and

styles.

Senior

executives

National

origin of

senior

executives

overseeing

1

Home-country

executives

hold all

senior

posts.

specified

process.

2

Locally

based

executives

hold

key

local

posts.

3

Regionally

based

executives

hold

local

posts.

4

Executives

based

worldwide

hold

key

senior

positions.

Thomas

W.

Malnight

[email protected])

earned

his

D.B.A.

from

the

Harvard

Business

School; he is a

professor of

strategy

and

international

management at

the

International

Institute

for

Management

Development

(IMD) in

Lausanne,

Switzerland.

His

current

research

interests

include

strategic

and

organizational

evolution

within

multinational

corporations, as

well

as

the

strategic

and

organizational

challenges of

internal

growth

and

renewal.