An exploratory analysis of the relationship between organizational culture, regional culture, causal ambiguity and competitive advantage in an international setting.
Moran, Florencia ; Palmer, David W. ; Borstorff, Patricia C. 等
ABSTRACT
It is important for managers to understand the dynamics of
competitive advantage in the global environment. Today, companies find
more difficulties in distinguishing their core competencies and
achieving a competitive advantage. The current global environment is
changing and some competitive advantages may be losing their
sustainability as new firms entering an industry imitate distinctive
competencies of incumbent firms. This research is a preliminary
exploratory analysis of the relationship between the social complexity
of the firm, causal ambiguity and susceptibility to imitation as
affected by regional/national and organizational culture. The research
is important since it has been shown that causal ambiguity limits
imitation and increases the sustainability of competitive advantage. Our
results confirm the relationship between organizational culture,
national/regional culture, imitation and causal ambiguity through a
survey and factor analysis. Thus, firms should take advantage of the
unique complexity of their corporate culture to limit imitation and
increase competitive advantage.
INTRODUCTION
The evolution of economic organizations throughout the world is
influencing the nature of competition due to technological advances,
changes in the operating environment, and managerial developments. The
number of players in the world economy is increasing significantly and
competition beyond national borders is creating a complicated business
environment (Threlkel, 1999). Due to this ever growing pool of
competitors companies find more difficulties in distinguishing their
core competencies and achieving a competitive advantage. Market
boundaries are changing quickly and strategies to develop competitive
advantage are becoming less sustainable. But, for many firms constant
changes in the world economy are providing more opportunities.
For example, automobile manufacturers in the United States are
finding difficulties in differentiating their products from their
competitors. They have also had problems with improving quality,
reducing inventory costs and improving efficiency. One of the main
international competitors, Toyota, has become the largest car
manufacturer in the world in recent years. Toyota has been able to
accomplish this by being the low-cost leader in product and the
differentiator in quality, styling and customer service.
It is probable that firms, such as GM (General Motors), Ford and
Chrysler are continuously attempting to duplicate/copy the capabilities
and resources of the new industry leader, Toyota. Particular resources
and capabilities of Toyota such as the kanban inventory system, quality
teams and supplier management systems should be relatively easy for
these companies to imitate. Yet, these capabilities are the competencies
that allow Toyota to sustain its competitive advantage. In trying to
explain the seeming inability of U.S. auto makers to fully imitate and
utilize these capabilities there are several unexplainable factors that
create a barrier to imitation. So we know that Toyota's competitive
advantage clearly does not lie in just the visible resources and
capabilities listed above.
The objective of this research is a preliminary exploratory
analysis of the relationship between the social complexity of the firm,
causal ambiguity and susceptibility to imitation as affected by
national, regional and organizational culture. We feel that these are
the hidden factors that make imitation difficult and deserve further
research in order to explain their contribution to sustainable
competitive advantage in the global marketplace.
CONCEPTUAL DEVELOPMENT AND DEFINITIONS
Global competition, especially in established markets, is leading
companies to realize that traditional strategies have become inadequate.
Prahalad and Hamel (1990) observed that only a few companies are able to
adapt themselves to inventing new markets, quickly entering new markets,
and/or shifting patterns of customer choice. Only these few firms will
be able to sustain competitive advantage because they can differentiate
themselves from their competitors. This is, as Barney (1991) observed,
because homogeneous resources would lead all firms to implement the same
strategies. There are three basic types of resources that may provide a
firm with competitive advantage: physical capital resources, such as the
firm's plant, equipment and finances; organizational capital
resources, such as the firm's structure, planning, controlling and
coordination; and, human capital resources, such as the skills,
judgement and intelligence of the firm's employees (Barney &
Wright, 1998). The human resources, planning, controlling and
coordination are all contributors to the organizational culture of the
firm. When a resource like the culture of the firm is valuable, rare and
not easily imitable it can provide a temporary competitive advantage
that allows some firms to consistently outperform others by sustaining
performance differences and protecting these resources and capabilities
(Barney, 2001.)
Firm Level Sources of Sustained Competitive Advantage
Studies have shown that firms that build their strategies on path
dependent, causally ambiguous, socially complex, and intangible assets
outperform firms that build their strategies on tangible assets. It is
the fit and linkage between these interdependencies that is viewed as a
potential factor in creating sustained competitive advantage (Barney,
2001).
Porter (1996) stated that companies must be flexible in order to
respond rapidly to competitive and market changes because rivals can
quickly copy any changes in market position and/or strategies.
Therefore, companies' competitive advantage can be sustained only
temporarily. But, the purpose of a competitive strategy is to achieve a
sustainable competitive advantage (SCA) and long-term, enhanced a firm
performance. As stated earlier, Competitive Advantage can come from
valuable and rare organizational resources. However, these resources
only become a source of SCA when they cannot be obtained and/or imitated
by the firm's competitors (Barney, 1991; King & Zeithaml,
2001.) Resources may be protected from imitation in a variety of ways.
Research has shown that there is a positive relationship between causal
ambiguity and inimitability (King & Zeithaml, 2001); and, social
complexity and inimitability (Porter, 1980; Barney, 1986). Therefore,
regarding competencies, firms need to understand how social complexity,
causal ambiguity and imitation are related in order to build stronger
constraints against imitation.
Causal Ambiguity and Imperfectly Imitable Resources
Causal ambiguity is present in every process of the competition
between firms (Gonzalez-Alvarez & Nieto-Antolin, 2005). Causal
ambiguity is defined in the literature as a lack of clarity regarding
the link between firm resources and sustained competitive advantage
(King & Zeithaml, 2001) and occurs when competitors are unable to
detect how a firm uses its competencies as a foundation for its
competitive advantage. Barney (1991) stated that causal ambiguity occurs
when a competing firm does not understand the link between the resources
and capabilities of the incumbent firm and its sustained competitive
advantage. The less observable the resource and the more difficult it is
to understand, the greater the likelihood to be a source of SCA (Fahy,
2000). The firm's resources and capabilities characterized by
causal ambiguity are associated with high firm performance (King &
Zeithaml, 2001). The firm's resources, such as its unique history
contributing to the firm's organizational culture, cannot be easily
imitated and can provide a source of sustainable competitive advantage
(Barney, 1986; Barney & Wright, 1998).
Organizational Culture
Empirical evidence consistently supports the distinctiveness of
organizations' culture for those who are trying to ensure their
position in the business environment (King & Zeithaml, 2001; Oliver,
1997; Wooldridge & Minsky, 2002). Organizational culture can be
defined as the pattern of shared assumptions (at the deepest levels),
values and beliefs that help individuals understand organizational
functions thus providing them with the norms of behaviour in the
organization; therefore, both the firm's outcomes and the means to
achieve these outcomes are affected (Wooldridge & Minsky, 2002).
Building competencies that reside in the culture of the firm helps build
and sustain competitive advantage (King & Zeithaml, 2001). The
phenomena of social complexity and culture play an important role in
competitive advantage. A firm with a strong organizational culture must
be organized and able to exploit this resource (Rashid, Sambasivan,
& Johari, 2003). Trust and good relationships among organizational
members are firm specific assets that provide value, are quite rare, and
are extremely difficult for competitors to imitate (Barney, 1991). Only
organizations in which these organizational relationships are developed
benefit and can create advantage.
Oliver (1997) proposed a model stating that a firm's ability
to generate above-normal profits from resources and capabilities will
depend primarily on the firm's effectiveness in managing social
context of these resources and capabilities. The competitive global
business environment moves fast; therefore, firms face challenges
developing strategies that will allow them to survive and sustain their
competitive advantage.
National Culture
Because organizations are, in many ways, embedded in the larger
society in which they exist, research on cultural differences of
cross-national businesses lead to an examination of both national and
organizational cultures. A company's performance or success depends
on adaptability, flexibility and speed to manage the uncertainties of
the future (Winston, 1996). However, business operations throughout the
world have increased the interest in the relationship between
organizational and national/regional cultures. Since many competitors
may not understand and relate corporate culture to the national/regional
cultures this may lead to increased social complexity and causal
ambiguity.
Though there has been much research on organizational culture, none
has yet been able to definitively link organizational performance to
national/regional culture performance. In order to sustain its
competitive advantage, a company should be able to create, support and
apply an organizational culture responsive and suitable to the global
competitive environment (Augsdorfer & Harding, 1995; Barney &
Wright, 1998). In other words, how companies could meet the increasingly
complex world markets' challenges and respond quickly to new
opportunities would contribute to the sustainability of their
competitive advantage.
METHODOLOGY
The data collected to test the propositions was collected by means
of a self-administered questionnaire. For the purposes of a better
respondent understanding and error deduction, the survey instrument
began with the description of a current situation with two of the
world's largest automotive companies: Toyota and General Motors
(GM, representing all US manufacturers).
Automobile manufacturers in the United States are having
difficulties in differentiating their products from their competitors.
They have also had problems with improving quality, reducing inventory
costs and improving efficiency. And one of the main international
competitors, Toyota, continues its quest to become the largest car
manufacturer in the world. Toyota will accomplish this by being the
low-cost leader in production and the differentiator in quality, styling
and customer service. The relationship with its suppliers, the
commitment with customers, innovation on process and products, a
flexible production process, and the organizational commitment to
quality are the main characteristics of the Toyota system.
Competitors have copied many of Toyota's process innovations,
such as its kanban inventory system and team production. However, it is
difficult for competitors to duplicate and/or to take full advantage of
many of Toyota's competencies. These factors are not visible to
outsiders; they are embedded firmly in Toyota's socially complex
organizational culture and become difficult to imitate. It is probable
then that a challenger firm, such as GM may continuously attempt to
duplicate/copy the capabilities and resources of the new industry
leader, Toyota. Particular resources and capabilities allow Toyota to
sustain its competitive advantage. Competitors in the automotive
industry seem to be unable to understand and imitate Toyota's
distinctive competencies.
In trying to explain the seeming inability of GM to imitate and
utilize these capabilities, there are several unexplainable factors that
create a barrier to imitation. In this survey instrument, Toyota will be
referred as the "incumbent firm," while GM will be the
"challenger/copier firm." The definition of causal ambiguity
is also given for respondents' better understanding. Thus, it is
proposed that there is some causal ambiguity that limits imitation and
helps Toyota maintain a competitive advantage.
The instrument included two parts, looking from the perspective of
the "incumbent" firm, and from the perspective of the
"challenger/copier" firm. A Likert scale was utilized;
therefore, each respondent was asked to rate each item on a 1-to-5 scale
(1=strongly disagree; 5=strongly agree).
PROPOSITIONS
Figure 1 presents the tested and the hypothesized relationship
among organizational culture, national/regional culture and causal
ambiguity. The review of the literature leads to the following
propositions. As noted by Martin-de-Castro, Navas-Lopez, Lopez-Saez and
Alama-Salzar (2006), organizational culture can be highly valuable and
difficult to imitate. If a company is able to develop a strong culture,
competitors are disadvantaged in imitation since culture requires
specific conditions and time for its formation. A strong organizational
culture can be a source of sustained competitive advantage
(Martin-de-Castro, 2006; King & Zeithaml, 2001). Inimitability is
the difficulty that competitors find in copying the resources and
capabilities of the company through internal development (Barney, 1991,
2001). Martin-de-Castro, Navas-Lopez, Lopez-Saez and Alama-Salzar (2006)
stated that it is almost impossible for the potential imitator to copy
something that cannot be described clearly. Giving these findings, it is
reasonable to propose that a company's strong and homogeneous
culture will limit imitation by the firm's competitors. Thus,
[P.sub.1]: The stronger the organizational/corporate culture within
the firm, the more difficult imitation by competitors will be.
Building competencies that reside in organizational culture helps
build and sustain competitive advantage; however, changes in the
environment put the value of these competencies at risk (King &
Zeithaml, 2001). According to Martin-de-Castro, Navas-Lopez, Lopez-Saez
and Alama-Salzar (2006) culture and organizational learning allow firms
to adapt to market requirements.
The changes in the global marketplace require a flexible and
adaptable corporate culture (Elashmawi, 2000). To ensure that current
organizational resources add value in the face of environmental change,
companies may continually question the organizational culture (King
& Zeithaml, 2001). Corporate culture is a key element in ensuring
that as the business environment evolves (due to new technology, client
segmentation, regulation, competition, and other factors) organizations
respond effectively to the global market changes before their
competitors (Elashmawi, 2000). Successfully reacting to changes in the
global marketplace requires a flexible and adaptable corporate culture.
A new horizon of multicultural management is necessary in anticipation
of globalization; managers must become skilled in the multicultural
aspects of the company (Elashmawi, 2000). This results in the following
proposition:
[P.sub.2]: Social complexities of the firm will make imitation by
competitors more difficult in the global competitive environment.
In order to become a successful global business, companies must
become skilled in the multicultural aspects of the company (Elashmawi,
2000). As noted by Oliver (1997), a firm's ability to generate
revenues from resources and capabilities depend primarily on the
firm's effectiveness in managing the social context of these
resources and capabilities. The challenge for an organization is
identifying the specific culture that exists within the firm (Pool,
2000); therefore, a firm that operates in different cultural
environments should be able to recognize, support and combine these
differences with the organizational culture. Chow, Haddad, and Wu (2003)
discovered that the most valued corporate cultural aspects differed from
country to country. Some aspects of corporate culture may enhance
performance in one national setting; however, they may not be effective,
and may be even dysfunctional in another country (Chow, Haddad & Wu,
2003). The above discussion leads to the following proposition:
[P.sub.3]: Firms with a strong combination of corporate culture and
national/regional culture will be able to limit imitation and create
competitive advantage.
SAMPLE
As exploratory research, our sample consisted of 36 undergraduate,
six graduate students, and nine faculty and staff members at a
university located in the south eastern US. The undergraduate and
graduate students were enrolled in a business policy and strategy class;
therefore, the items on the scales were pertinent. The faculty and staff
members are part of the College of Commerce and Business Administration
(CCBA). Therefore, this study examined issues relevant to their
interest. Current subject matters, such as business strategy,
organizational/corporate culture, national/regional culture, causal
ambiguity, and limitations for imitation were analyzed.
The sample data was evaluated with an independent t-test comparing
the three different groups: undergraduate students, graduate students
and faculty/staff. The results showed that there is a significant
([alpha] = .05) difference in the responses between groups. These
differences may have been due to sample size, since our samples were
small. The difference in means was on the following groups and items:
Graduate compared to undergraduate
1-a7) Of the following, which provides the firm with a "clear
competitive advantage"? Organizational or firm culture
2-e) A company must continually improve its efforts to extend its
uniqueness
2-h) The stronger the organizational/corporate culture within the
firm, the more difficult imitation of the incumbent firm will be.
2-I) Efforts to imitate the incumbent firm's competency in
quality will blur uniqueness, reduce fit, and ultimately undermine the
core competencies of the challenger/copier firm
Graduate compared to faculty
Questions 2-e, 2-h and 2-i showed significant differences in the
means.
RESULTS
The survey instrument was divided into two parts. The first part
was from the "incumbent firm" perspective, while the second
part was from the "challenger/copier firm" perspective. The
data was measured by using the confirmatory factor analysis. Stevens
(1996) suggested the use of the Varimax rotation method; therefore, a
factor rotation using the Varimax method with Kaiser Normalization was
applied. This rotation approach was designed to reduce the number of
variables to simplify the factor analysis. To obtain more easily
interpretable results, the original data was summarized with four
factors, which explains 76.3 % of the cumulative variance. The fourth
factor did not show a strong relationship between the variables. The
analysis could also be carried out with only 3 factors, which explains
63.69% of the total variance (see Table 3).
Eight questions were chosen from the survey instrument to be
analyzed in the rotated component matrix. The questions that formed
factors could be classified as (see Table 4):
Factor 1--For the challenger firm, imitation will blur their
uniqueness
2e) Efforts to imitate the incumbent firm's competency in
quality will blur uniqueness, reduce fit, and ultimately undermine the
core competencies of the challenger/copier firm
2f) Efforts to imitate the incumbent firm's competency in
supply chain relationship will blur uniqueness, reduce fit, and
ultimately undermine the core competencies of the challenger/copier firm
2g) Efforts to imitate the incumbent firm's competency in
flexible manufacturing will blur uniqueness, reduce fit, and ultimately
undermine the core competencies of the challenger/copier firm
Factor 2--For the incumbent firm, causal ambiguity is based on
organizational and national culture
1b) There is a positive relationship between organizational culture
and causal ambiguity
1c) There is a positive relationship between national culture and
causal ambiguity
Factor 3--For the incumbent firm, clear competitive advantage roots
come from complexity
1a) Of the following, which provides the firm with a "clear
competitive advantage"?
1. Complex company resources
5. High social complexity within the firm
Factor 4--For the copier firm, national culture affects the
industry
2a) National culture has a positive effect on the culture of the
industry (ex. auto industry)
Proposition 1 examined the importance of a strong organizational
culture within the firm. The third factor converged with a commonality
of complexity. According to this indicator, social complexity within the
firm and complex company resources may provide a firm with a clear
competitive advantage. Thus, Proposition 1 was supported (see Table 2).
Proposition 2 dealt with the firms' relationship between the
degree of corporate flexibility, and how quickly they respond to the
changes in the global competitive environment. The first factor
component of the rotated matrix showed a strong correlation between
three questions indicating how firms, in trying imitation, may blur
their uniqueness, reduce fit among their operations and undermine their
core competencies. Therefore, validity to the Proposition 2 is provided.
Proposition 3 examined the effect of a firm's relationship
between the combination of corporate/regional culture and
national/regional culture. The second factor indicates that
organizational/corporate culture and national/regional culture has an
impact on causal ambiguity. This factor converged to support Proposition
3. A fourth factor indicates some relationship between national culture
and industry culture; however, more than one question may be needed to
support this proposition. As it is described above, the factor rotation
could be applied with only the first three factors.
RECOMMENDATIONS AND MANAGERIAL IMPLICATIONS
In this global era, it is critical for companies to understand
several cultures. Over time, competencies derived from the culture of a
firm may be understood by competitors; however, replicating this
environment outside the company may be difficult, if not impossible
(King & Zeithaml, 2001). Additionally, companies should be able to
design a new goal-oriented corporate culture strategy considering the
changes in the global environment. The results of this study indicate
that firms that concentrate on retaining the relationship between their
corporate culture and their national/regional culture will be able to
limit imitation and create competitive advantage.
This information can be used for organizations to understand and
improve cross-national organizational cultural differences. Therefore,
by discovering new sources of competitive advantage, a company can
sustain its above average returns in the current global economic
environment.
FUTURE RESEARCH
Many times, competencies that reside in organizational culture and
values are characterized as causally ambiguous; therefore, they are
protected from acquisition or imitation by competitors (Barney, 1991;
King and Zeithaml, 2001; Threlkel, 1999). The long-term inimitability,
and hence value, of resources is never certain; therefore managers have
to undertake activities that attempt to maximize their chances of
survival in conditions of incomplete knowledge (Jenkins, 2005). Oliver
(1997) stated that future research on sustainable advantage should focus
not only on the attributes of firm resources, such as their rarity,
uniqueness and non-substitutability, but also on how resources are
developed, managed, and diffused. In addition, further study needs to be
encouraged on imitation and the affect trying to copy "incumbent
firm" (ex. Toyota) competencies may have on the
"challenger/copier firm" (ex. GM). The attempt at imitation by
the challenger/copier may blur firm uniqueness, reduce internal fit, and
negatively affect the core competencies of the firm.
It is clear that this study has many limitations, such as the size
and the nature of the samples. To the extent that the findings of this
study are valid, future research would include a larger sample in
testing the research propositions suggested. Research directed to these
issues and others will continue to form the understanding of these
important relationships. There is much yet to be analyzed about why
particular aspects of the relationship between corporate/organizational
culture, national/regional culture and causal ambiguity seem to be
performance-relevant between firms in different countries.
In conclusion, this study has contributed to an exploration and
analysis of how causal ambiguity around a flexible and suitable
organizational culture limits imitation and influences firm performance.
The findings of this study suggest that there is a relationship between
companies' corporate and national culture and the linkage between
inimitability and causal ambiguity. Therefore, companies need to
consider culture differences as they adapt their resources and expand
their capabilities internationally. Discovering the drivers of these
relationships can enable international companies to understand the
impact of their organizational culture with the national/regional
culture of each country. In other words, the current global environment
is changing the way competitive advantage could be sustained; therefore,
it is important to understand the dynamics of the global environment.
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Florencia Moran, Jacksonville State University
David W. Palmer, Jacksonville State University
Patricia C. Borstorff, Jacksonville State University
Table 1: Analysis of Means
Question Category * N Mean Std. Deviation
I-a1 F 9 3.56 0.882
G 6 3.50 1.225
U 36 3.61 0.964
I-a2 F 9 4.22 0.833
G 6 4.83 0.408
U 36 4.53 0.560
I-a3 F 9 4.00 0.707
G 6 4.17 0.753
U 36 4.03 0.774
I-a4 F 9 3.78 0.833
G 6 3.33 1.211
U 36 4.31 0.624
I-a5 F 9 2.67 1.118
G 6 3.00 1.265
U 36 3.33 1.042
I-a6 F 9 3.56 0.882
G 6 3.83 0.408
U 36 3.64 0.867
I-a7 F 9 4.33 0.707
G 6 4.83 0.408
U 36 4.08 0.770
I-b F 9 4.00 0.707
G 6 3.83 0.983
U 36 3.69 0.710
I-c F 9 3.44 0.882
G 6 3.33 1.033
U 36 3.53 0.696
I-d F 9 4.44 0.726
G 6 4.33 0.516
U 36 4.25 0.770
I-e F 9 4.33 1.000
G 6 4.67 0.516
U 36 4.17 0.737
II-a F 9 3.33 1.000
G 6 3.67 0.516
U 36 3.44 0.695
II-b F 9 3.33 1.000
G 6 3.00 1.095
U 36 3.19 0.951
II-c F 9 2.56 0.726
G 6 3.00 0.894
U 36 3.17 0.971
II-d F 9 3.56 1.014
G 6 3.50 1.225
U 36 3.56 1.027
II-e F 9 2.56 0.882
G 6 4.17 0.408
U 36 3.19 1.064
II-f F 9 2.78 0.972
G 6 3.33 0.816
U 36 2.97 1.055
II-g F 9 2.56 0.726
G 6 3.17 0.983
U 36 2.81 0.980
II-h F 9 4.56 0.527
G 6 5.00 0.000
U 36 4.67 0.535
II-i F 9 4.33 0.500
G 6 5.00 0.000
U 36 3.94 1.068
Table 2: Comparison of Means
G compared with U Sig
Question t Sig. (2-tail) *
I-a1 -0.212 0.839
I-a2 1.600 0.146
I-a3 0.417 0.690
I-a4 -1.924 0.108
I-a5 -0.612 0.562
I-a6 0.882 0.393
I-a7 3.566 0.004 *
I-b 0.332 0.751
I-c -0.445 0.673
I-d 0.338 0.743
I-e 2.049 0.071
II-a 0.924 0.381
II-b -0.410 0.695
II-c -0.417 0.689
II-d -0.105 0.920
II-e 3.995 0.001 *
II-f 0.958 0.366
II-g 0.833 0.433
II-h 3.742 0.001 *
II-i 5.933 0.000 *
F compared with U Sig
Question t Sig. (2-tail) *
I-a1 -0.166 0.871
I-a2 -1.043 0.322
I-a3 -0.103 0.919
I-a4 -1.779 0.105
I-a5 -1.621 0.131
I-a6 -0.254 0.803
I-a7 0.932 0.368
I-b 1.159 0.269
I-c -0.264 0.797
I-d 0.709 0.491
I-e 0.469 0.649
II-a -0.315 0.759
II-b 0.376 0.713
II-c -2.098 0.052
II-d 0.000 1.000
II-e -1.861 0.083
II-f -0.528 0.607
II-g -0.856 0.405
II-h -0.564 0.583
II-i 1.595 0.122
G compared with F Sig
Question t Sig. (2-tail) *
I-a1 0.096 0.926
I-a2 -1.886 0.083
I-a3 -0.430 0.676
I-a4 0.784 0.455
I-a5 -0.523 0.612
I-a6 -0.822 0.427
I-a7 -1.732 0.107
I-b 0.358 0.729
I-c 0.216 0.833
I-d 0.346 0.735
I-e -0.845 0.414
II-a -0.845 0.414
II-b 0.598 0.563
II-c -1.014 0.336
II-d 0.092 0.929
II-e -4.768 0.000 *
II-f -1.195 0.255
II-g -1.304 0.226
II-h -2.530 0.035 *
II-i -4.000 0.004 *
(*) t-test shows significant difference in means at [alpha] = .05
Table 3: Cumulative Percent of Variance Explained by Confirmatory
Factor Analysis
Initial Eigenvalues
Component Total % of Variance Cumulative %
1 2.133 26.663 26.663
2 1.556 19.450 46.113
3 1.406 17.578 63.690
4 1.007 12.591 76.281
Table 4: Rotated Component Matrix
Component
1 2 3 4
Part I: a-1 -0.069 -0.253 0.847 0.104
Part I: a-5 0.100 0.284 0.805 -0.168
Part I: b -0.196 0.819 0.020 -0.203
Part I: c 0.063 0.864 -0.018 0.102
Part II: a 0.051 -0.045 -0.042 0.941
Part II: e 0.636 -0.053 0.022 0.356
Part II: f 0.889 0.023 -0.131 -0.145
Part II: g 0.870 -0.097 0.134 0.044