REFERENCES WITHIN THE CONTEXT OF CUSTOMER VALUATION
Transcript of REFERENCES WITHIN THE CONTEXT OF CUSTOMER VALUATION
Vol. 2: Work-in-progress papers f|ift 203
REFERENCES WITHIN THE CONTEXT OF CUSTOMER VALUATION
Cornelsen, Jens University of Erlangen-Nuremberg
Diller, Hermann 1 University of Erlangen-Nuremberg
ABSTRACTThe increasing individualization of customers' requirements and behaviors leads to an increasing diversity of customers' economical potentials. From the supplier's point of view, the necessity increases to calculate individual customer values. The Customer Value reflects the economical overall worth of customers by acquiring all direct and indirect contributions of the customer that allow an offering company to reach its targets. The Reference Value (,,RV") is considered to be one of these indirect contributions. It can be directly attributed to the oral recommendation behavior of actual customers. Corresponding to our RV-model, the reference value is determined especially by number, intensity and tonality of the references. Within the frame of an empirical study we could ascertain that the reference value of car owners - related to one average purchase cycle - lay between -3.320,- US$ and +11.150,- US$.
1 Co-author: Prof. Dr. Hermann Diller, University of Erlangen-Nuremberg, Department of Marketing, Lange Gasse 20, D-90403-Nuremberg/ Germany (Phone #49/ 911/ 5302- 214, Fax #49/911/5302-210, E-mail: [email protected]).
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1. CUSTOMER VALUATION IN RELATIONSHIP MARKETING
Already in the eighties, Peters/ Waterman (1982) found that "closeness to
the customer" is one of the most fundamental determinants for a company's
long-term success. In the meantime, "closeness to the customer" (e.g.,
Homburg 1995) is in the focus of nearly all considerations in relationship
marketing 1 . Such considerations, however, often lead to an effort for ,,zero
defections" (e.g., Reichheld/ Sasser 1990), i.e. to the trial to maintain all(!)
relationships and thus to reach a customer fluctuation of ,,zero". Instead,
the point is first of all to focus on the satisfaction of those customers that
are valuable from the supplier's point of view. Only these customer are
important for the supplier and thus it is important to tie them to the
company. Moreover, customers want to be ,,served" more and more
individually. In the past, it was possible to satisfy great customer groups
with more or less standardized offers, whereas today products and services
must be more and more individual and have to be "designed" specific for
nearly each customer. The increasing heterogeneity of the customer
requests is directly connected with an increase of the company's
complexity as can be widely observed. Especially with respect to the
background of limited marketing and sales budgets it is imperative to
consider that the increasing part of individual services raises customer-
specific costs, e.g. costs for special packages, product modifications, etc.
Consequently, the application of marketing and sales instruments may not
only be seen exclusively from the point of view of customer satisfaction,
customer bonding and increasing sales, but must also be seen in their
1 In this context we want to follow the (extensive) term definition of Parvatiyar/ Sheth (1994, p. 1) who interpret relationship marketing as orientation within the marketing ,,that seeks to develop land maintain; remark of the author] close interactions with selected customers, suppliers (...) for value creation through cooperative and collaborative efforts. Especially regarding the calculation and use of reference values, such a ,,network prospective" seems to be appropriate.
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effects on profitability and ultimately from the point of view of the
customer value.
2. CUSTOMER VALUE: DEFINITION AND DETERMINANTS
The customer value - from the supplier's point of view is a specific
measure for the future economical "worth" of customers, i.e. their direct
and indirect contribution to reach the goals of a supplier. In negative
words, the customer value comprises all monetary and non-monetary losses
that arise when a certain customer finishes the relationship. In that case, the
supplier "loses" not only the economical potential of customers that can be
realized directly, as the sales or profit potential, but also pre-economical
potentials (figure 1):
"direct"
customer profitability
customer revenues
customer sales
customer bonding
CUSTOMER VALUE
"indirect"
references
cross-selling
information
profitability-based
FIGURE 1: Determinants of the customer value
sales-based
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For example, the cross-selling potential (e.g., Kamakura et al. 1991) of
a customer is a measure indicating if and to what extent an existing
relationship can be expanded onto further products or product groups of the
supplier. Such expansions into other product groups broaden the
(economical) basis for relationships and can therefore be also interpreted as
part of the customers' economical potential.
In opposition to that, the information potential (e.g., Reichheld 1996)
of a customer results from the total of innovative and usable information
that the supplier receives from the customer and that can be used
correspondingly by the company for improving product quality or for
optimizing procedures in purchase, production, and marketing. We would
like to quote in particular suggestions, complaints and proposals for
products or processes. They may lead to more efficiency or/ and to cost
reductions in production, logistics, but also in the marketing / sales field or
in the accounting. In this respect, they represent economical potentials that
should be considered within the calculation of customer values. This
becomes very clear when lead users are concerned whose experiences in
dealing with new products become part of product developments and
product improvements.
Last but not least, it is the individual reference potential that also gets
lost with a non-loyal customer. Similar to recommendations, references
present a form of direct, verbal communication between several persons
where concrete information about a supplier or his products/ services are
interchanged. References are a customer-specific economical potential
because they enable a supplier to indirectly receive higher ,,sales" and at
best to reach also an improved profitability. The resulting reference value
can be attributed originally to the reference giver. This leads to a
completely new overall understanding of customers exceeding the mere
customer classification, e.g. with respect to an optimum resource allocation
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for direct advertisements or for the distribution. The former partial
view of a customer is now replaced by a total view.
Apart from these direct and indirect economical potentials of customers
that ultimately determine the short-term customer value, the long-term
customer value (,,customer lifetime value") depends in addition on the
expected duration of the relationship (e.g., Dwyer et al. 1987; Dwyer 1989;
Reichheld/ Sasser 1990; Ganesan 1994). As the duration of a business
relationship is not known in advance and can be prognosticated only under
great uncertainty, we use ,,customer bonding" (e.g., Dick/ Basu 1994;
Diller 1996; Bendapury/ Berry 1997) as indicator for the ,,stability" of a
relationship.
For defining customer bonding we lean on Dick/ Basu (1994) who
define customer bonding or customer loyalty, respectively, ,,as the strength
of the relationship between an individual's relative attitude and repeat
patronage". Accordingly, different degrees of customer bonding result from
the combination of cognitive, affective and conative antecedents. The
stronger the resulting bonding, the smaller is c.p. the likelihood that a
customer changes to one of the competitors. As inverse, customer bonding
thus relatives" the customer-specific economical potential variables
determined before (figure I).
Depending on the economical ,,base", completely different systems of
customer valuation can be distinguished. If one intends to determine
,,sales-based customer values", all customer-based pre-economical
potentials (i.e. reference potential, cross selling potential and information
potential) have to be monetarized with respect to their sales effect. On the
other hand, if the customer profitability is selected as economical base, all
cost effects that can originally be attributed to corresponding customer-
related reference activities, cross selling activities and information
activities are to be included into the calculation of ,,profltability-based
customer values" apart from the mentioned sales effects. It can be easily
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understood that the total of the customer values calculated in such a way
does not correspond to the company-related overall value. In this respect,
customer value analyses are sensible only on a desegregated, customer- or
customer group-related level!
In the following section we would like to go into the details of the
reference value as an important determinant of the customer value. For this
purpose, first the term references" will be clarified before a separate
model of the reference value (RV-model) will be presented.
3. AN INTEGRATED CONCEPTUAL FRAMEWORK OF THE REFERENCE VALUE
3.1 Definition and delimitation of references
Originally, the term ,,references" proceeds from the capital goods industry
where so-called reference machines - potential customers can inquire the
efficiency of a certain machine - are used directly for giving ,,evidence" of
the technical competence of a supplier. Also consultant firms, hotel trade
companies or manufacturers of rarely installed utility goods frequently use
references as sales argument in order to document entrepreneurial
efficiency and trustworthiness. Similar effects can also be expected if
private or commercial customers make positive or negative experiences
with new suppliers or offers, and pass them on to their social environment.
It has been known for years that such interpersonal communication
processes have a great influence onto purchase decisions of private and
commercial buyers (e.g., Arndt 1967; Yale/Gilly 1995; Bone 1995).
In both cases, references produce an (indirect) advertising effect for the
concerned supplier. In times of an omnipresent information overload", this
effect can be seen as a supplement or a substitute for mass media
communication. In the following, we want to concentrate mainly on oral,
interpersonal communication procedures and define references as follows
(e.g., Cornelsen/ Schober 1997):
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O Direct,
© private,
© oral,
O positive, negative, neutral
© communication between two or more persons
© about a supplier or his products.
As personal information exchange between two or more persons, a
reference is a direct, interpersonal communication that connects the
individual customer to the people of his social environment. A separation
of indirect communication forms, as e.g. testimonial advertisement, is
connected with this focus. Related to the persons taking part in the
communication process, a reference is first of all a private communication
not motivated by commercial reasons that is regarded for that reason as
highly trustful. This does not exclude, though, that expressing private
opinions may produce commercial effects what is then exploited by the
suppliers, as e.g. within the frame of "member-get-member" campaigns for
journal subscriptions. With the limitation onto oral communication, all
effects are excluded from consideration that can be traced back to non
verbal communication procedures. Non-verbal ,,charisma" of certain
persons, that often leads to an imitative consumer behavior, is dismissed
out of practicability reasons. As an example, we would like to mention the
imitative behavior of mobile telephone users which could widely be
observed in the early 90ies. Related to the communication "tonality",
references comprise negative, neutral as well as positive remarks about a
supplier and his products. That is to say that references differ from
recommendations that show an exclusively ,,positive" tendency according
to our definition of reference.
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3.2 ,,RV-Model": Model of the reference value
Proceeding from above considerations we developed our ,,RV-"model with
which we attempt to calculate and explain the determinants of the reference
value from the supplier's point of view. The reference value includes all
monetary effects caused by the reference potential that is different for each
individual customer. The reference value expresses itself ultimately in the
proportional, individual customer value of the corresponding reference
recipients which has to be assigned originally to the customer giving the
reference, apart from his own customer value. Analog to the customer
value model, sales- and profitability-related systems are to be
differentiated.
As Figure 2 makes clear, our reference value results from the
reference rate on the one hand, and from the individual reference
potential on the other hand: The reference rate reflects the "calculative"
part of the average purchasing volume of an industry due to product-
related, personal conversations and not due to other activities providing
information, as e.g., catalogues, sales talks, etc. It is not calculated
individually for each reference recipient. The reference rate results from
corresponding valuations concerning the average annual purchase volume
within an industry as well as the average, percental influence of references
onto the final purchase decision.
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social network
opinion leadership
I
customer satisfaction
r i ^
j& reference rate
"quantity" "intensity" "tonality"
reference potential
REFERENCE VALUE (RV)
FIGURE 2: ,,RV-Model": Model of the reference value
In opposition to this, the customer-specific reference potential
comprises all potential customers that an existing customer is able to reach
within his or her social network with positive, negative or neutral
information. In this respect, the actual customer can be seen as a supplier's
sales person. Consequently, the reference potential is determined in
particular by the number of people and the frequency of conversations
within the social network ("quantity" of references), the customer
satisfaction ("tonality") as well as the opinion leadership ("intensity")
as can be seen in figure 2.
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3.2.1 Opinion leadership
Related to the reference potential, we define opinion leaders as persons
who exert a strong influence on other's attitudes, opinions and ways of
overt behavior within the frame of interpersonal communication. By
exercising influence onto other persons, opinion leaders influence the
intensity" of references, the reference potential and in the end the
reference value.
When looking at the ,,classical" models of opinion leadership (e.g.,
Lazarsfeld et al. 1948; Katz/ Lazarsfeld 1955), a relatively ,,static"
differentiation between active opinion leaders on the one hand and passive
opinion followers on the other hand was supported at that time. Not least
based on the symmetrical models of the opinion leadership (e.g., Troldahl/
van Dam 1965) it is assumed today that opinion leadership cannot be
occasioned by certain characteristics of a person but has to be seen as take
over of situative communication roles. Finally, this corresponds to the idea
of ,,monomorph" opinion leaderships that refer to one or only a few
product areas (e.g., Katz/ Lazarsfeld 1955). According to this theory, an
opinion leader for cars does not automatically exercise his influence in the
areas ,,hi-fi" or ,,cosmetics".
The dichotomy in ,,opinion leader" and ,,non-opinion leader", however,
already seems to be problematic. In reality, the idea of gradual opinion
leaderships has to be assumed. The degree of opinion leadership would
then be a relative measure for indicating to which extent an individual
influences his social environment (,,intensity"). In principle, such an
influencing is based on two different factors according to Briine (1989):
3 product-dependent factors (,,expertise")
3 product-independent factors (,,personality")
On the one hand, the point is that a customer has a long-term interest in
the concerned product area, e.g. cars, and thus as an expert (e.g., Alba/
Hutchinson 1987; Mitchell/ Darkin 1996) knows a lot about cars
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(,,expertise"). His product- or market competence has the effect that
other persons of the social environment have an increased subject-specific
interest in this customer. If required, e.g. when buying a new car, people
more frequently refer to persons who, according to their opinion, are
competent and credible, as they are e.g. friends or acquaintances. As
experts are consulted more frequently than other persons, ,,expertise" can
be regarded as the first determinant of opinion leadership.
On the other hand, persons or groups of persons also become opinion
leaders because friends and acquaintances orientate themselves by them,
that means independent of the respective product area. Such reference
persons or reference groups (e.g., Bearden/ Etzel 1982; Childers/ Rao
1992) are characterized by a ,,dominating appearance", as e.g. strong
personality, extroversion or social centrality. Friends and acquaintances ask
for their opinions to be given praise or to avoid disapprovals of their
purchases. At the same time the general orientation toward such reference
persons serves to gain a basis for the ,,desired" purchase behavior. The
general personality can thus be seen as the second determinant of opinion
leadership.
When regarding these points simultaneously, the question arises, though,
to which extent the two factors explain the opinion leadership. An
empirical study comprising 175 persons carried out by Briine (1989) in the
product areas ,,Photo", Automobiles" and ,,Fashion" showed in this
context that opinion leadership is characterized to a great extent by
expertise in all the three areas. In addition to that, it could be observed in
the ,,socially influenced" product areas ,,Automobiles" and ,,Fashion" that
opinion leadership is also influenced by ,,personality" to a quite
considerable extent. That means the ,,personality" obviously plays a more
important role the more ,,socially influenced" a product area is.
Related to our RV-model we can state that opinion leadership influences
the ,,intensity" of references. The stronger the degree of the opinion
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leadership, the higher the reference efficiency" and thus c.p. the impact of
a reference on the recipient. The reference potential, however, does not
exclusively depend on the ,,depth", though, but also significantly on the
,,width" of references; that is the size of the individual ,,social network".
3.2.2 Social network
Many research areas in marketing theory are inherently concerned with
exchange or interactions between actors in networks (e.g., Bagozzi 1975;
Solomon et al. 1985; Anderson et al. 1994). A social network ,,is a
composite of a larger number of actors and the pattern of relationships that
ties them together" (lacobucci/ Hopkins 1992).
The ,,actors" represent the structural elements of social networks, that
means all persons in the social environment of the examined customer for
whom an individual reference value is to be calculated: First of all, the
members of the family, the friends and acquaintances as well as the
colleagues and club mates with whom regular conversations take place
belong to this circle. From the methodical point of view, this agrees with
ego-centralized networks that correspond to the idea of a ,,star-shaped"
framework of relationships. In contrast to the investigation of ,,complete
networks", the direct relations of one person to other persons are in the
center of interest in this case. We would like to assume the idea of ego-
centralized networks when we try to calculate individual reference resp.
customer values.
As a rather proceeding-controlled component of ego-centralized network
analysis, however, the ,,patterns of relationship" primarily aim at the
manner of network-internal contacts and conversations. In this context,
Milardo (1992) differentiates ,,support", ,,political" as well as
information" networks. The three types of networks are characterized by a
small mutual overlapping and can thus be considered to be relatively
autonomous. Basically, the different types of networks can be characterized
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by the ,,quantity" and the ,,tonality" of the conversations: The
,,quantity" of the conversations is produced within the frame of the model
first of all by the number of persons with whom subject-related
conversations, e.g. references, are held. As this is not carried out with the
same intensity (frequency) in each circle, the ,,quantity" is to be adjusted.
According to the strength of social ties, Granovetter (1982) differentiates
,,strong ties" and ,,weak ties". Apart from the ,,quantity" of the reference
conversations, reference value also strongly depends on the ,,tonality" of
such conversations. In our RV-model they are taken into account by means
of the variable ,,customer satisfaction".
3.2.3 Customer satisfaction
Customer satisfaction belongs to the psychical consequences after having
bought a product or having made use of a service. It is one of the results of
post-purchase evaluation. In this evaluation, the customer compares the
expectations regarding the service performances of a company with the
actually made experiences (e.g., Thibaut/ Kelley 1959; Schiitze 1992).
Depending on whether the expectations correspond to the actual
performance or whether they diverge, different reactions of the customer
are caused. Apart from reactions as brand loyalty or fluctuation, complaint
or praise toward the company, these are especially comments of customers
toward third parties, i.e. references.
In this context it has to be emphasized that the ,,motivation" of a
dissatisfied customer normally is much higher than that of a ,,merely"
satisfied customer. Empirical studies prove that a dissatisfied customer
passes on his negative experiences to an average of 10 to 12 persons of his
social environment whereas a satisfied customer passes on his positive
experiences to an average of only 3 persons (e.g., Hansen/ Schoenheit
1987, p. 34). Accordingly, dissatisfaction to a high extent holds the danger
of unwelcome multiplicatory effects. That is why Heskett et al. (1994, p.
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144) talk about terrorists", who (...) speak out against a poorly delivered
service at every opportunity!" On the other hand they call satisfied
customers ,,apostles" who ,,carry the positive messages into the world".
Hence, the statement of Engel et al. (1969, p. 15f.) does not seem to be
exaggerated when they establish: ,,Your best salesman is a satisfied
customer!"
With respect to our RV-model we say that in the positive expression the
customer satisfaction exclusively determines the ,,tonality" of a reference.
Dissatisfaction, however, not only influences the ,,tonality" but also the
intensity" of a reference. Furthermore, detailed studies have to be
performed to find out how strong the corresponding influence actually is, at
the moment it can only be suppose it.
After having discussed the most important determinants of the reference
value, that are ,,opinion leadership", ,,social network", satisfaction, we are
now confronted with the problem how to integrate the reference values into
comprehensive models of the customer value.
3.3 The reference value within different customer valuation systems
Related to the methodical integration of reference values into customer
valuation systems, different aggregation steps" can be differentiated:
(1) The methodically simplest solution is to calculate customer scores
based on special scoring models. The valuation of different customer-
related ,,effects", as e.g. cross selling, references etc. (figure 1) is
performed with the help of points or scores. The higher e.g. the reference
score, the more valuable is c.p. the observed customer. Consequently, the
customer value to be determined is no monetary value, but rather a
customer score which can be interpreted only insufficiently. This, however,
is what we wanted to avoid with our integrated framework of customer
value.
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(2) From our point of view a monetary customer value model is
more favorable. Within the frame of "one-dimensional" models, the
different direct and indirect economical potentials of the customers (figure
1) are aggregated to a comprehensive, monetary customer value after they
have been transformed. The difficulty of this approach lies less in the
analytical aggregation of the individual ,,sub-values" than rather in the
derivation of its determinants. If we follow a dynamic long-term view
(,,customer lifetime value"), then the customer loyalty is to be included into
the method approach as ,,corrective variable" as well as - corresponding to
the classical capital expenditure anlysis - a discounting interest rate.
(3) Especially regarding the long-term perspective of business
relationships, the value of a customer can be represented also with the help
of multi-dimensional customer value models, i.e. customer portfolio
analyses. The basic idea of a comprehensive investment control of
strategical business units that was taken from the portfolio theory of
Markovitz (1970) is transferred onto the investment object ,,customer".
Whether capital is invested into a customer or not depends on the one hand
on his ,,attractiveness" (external dimension), on the other hand on the
relative position within the competition" of the supplier for the customer
(internal dimension). The customer attractiveness presents the value of the
customer relationship from the supplier's point of view which comprises
the one-dimensional customer value (2). According to this, the monetary,
customer-specific reference value is one of the components of ,,customer
attractiveness".
4. REFERENCES WITHIN THE AUTOMOBILE INDUSTRY: RESULTS OF AN EMPIRICAL STUDY
Regarding our ,,RV-model" introduced in the 3rd chapter it is of particular
interest to clarify in conclusion how to caluculate monetary reference
values for individual customers or customer groups on the basis of the
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presented model (figure 2): Which customers are the reference kings"
(with high reference value!) and which are the reference losers" (with
small resp. regative reference value!). We therefore performed - together
with a great market research institute - an empirical study. Within the frame
of a non-accidental selection, 200 car owners were interviewed regarding
their reference behavior, i.e. finally regarding the determinants of the
reference value. The final results will be presented in autumn 1998 within
the frame of a publication. Nevertheless, some interesting results can
already be presented:
We found out, for example, that a strong variance in the level of
customer-specific reference values could be seen across all car categories.
Related to a period of 4 years - this corresponds approximately to an
average automobile purchase cycle - customer-specific reference values
between -3,320.- US$ and +11,150.- US$ ( +1.290,- US$) were made
out. Taking into account that an average car buyer spends appr. 20.000,-
US$ for his new car, an average reference quota of 6.5% is produced.
Depending on the car category, this reference quota differs between 5%
and 10%. A customer has to be assigned, apart from his direct sales, with
up to 10% as reference agio" resp. reference disagio". ,,Reference
disagios" refer to such persons for whom negative reference values are
determined. These persons are dissatisfied with their present car brand and
expressed their negative opinion toward relatives, friends, acquaintances
etc.
Furthermore, we could establish that the level of the reference value is
determined particularly by the number of persons with whom the topic
,,cars" is discussed, i.e. finally by the size of the social network
(,,quantity"). Technical employees, for example, who generally have a
higher interest in technical things, talk about cars with an average of 18
persons, whereas commercial clerks talk about cars only with an average of
12 persons. Generally, cars are talked about chiefly with friends and
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aquaintances. As figure 3 shows, technical employees, for example,
discuss the subject ,,cars" with 0 6.2 friends or acquaintances, but only
with 0 4.7 colleagues, 0 3.8 members of their families and 0 3.3 club
mates. In this respect, managers are an exception. Their interest in cars is
considerably smaller. When they talk about cars, however, they do it in 3
out of 4 cases with their fellow managers, e.g. when buying a new
company car.
Who talks with whom about cars?
manager
self-employed
technical
commercial
0,0 1,0 2,0 3,0 4,0 5,0 6,0 7,0 8,0
(Number of persons)
FIGURE 3: Conversations about cars
In general, we found out that the profession" has a statistically
significant influence on the number of interlocutors in the respective social
circles. Participants of subject-related conversations are mainly determined
220 t|||t 14th IMP Annual Conference
by the profession of a customer resp. his professional position. Supposing a
car manufacturer is informed about the professions of his customers, then
he knows in which social networks they hold reference conversations.
Therefore, he is able to plan and control customer-related marketing and
sales instruments. He will, for example, try to motivate a manager to
initiate reference conversations about cars mainly with fellow managers as
it is in these circles where managers talk about cars.
Especially regarding limited marketing- and sales budgets it is of
increasing importance to support the best allocation of financial, personal
and informational resources. Permitting an overall view of the customers,
references resp. customer values become one of the possible steps toward a
more rentability-oriented thinking that gains in importance particularly
with respect to the considerations regarding the shareholder value".
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