Cognitive mapping the topic of target costing
Joseph
Kim-keung Ho
Independent Trainer
Hong Kong, China
Abstract: The topic of target costing in
the subject of Management accounting is complex. By making use of the cognitive
mapping technique to conduct a brief literature review on the target costing
topic, the writer renders a systemic image on the topic of target costing. The
result of the study, in the form of a cognitive map on target costing, should
be useful to those who are interested in the topics of cognitive mapping,
literature review and target costing.
Key words: Target
costing, cognitive mapping, literature review
Introduction
As a
topic in Management accounting, target costing is complex. It is thus useful to
employ some learning tool to conduct its study, notably for literature review
purpose. For a teacher in research methods, systems thinking and management,
the writer is specifically interested in finding out how the cognitive mapping
technique can be employed to go through a literature review on target costing. This literature review
exercise is taken up and reported in this article.
On the cognitive mapping exercise for
literature review
Literature
review is an important intellectual learning exercise, and not just for doing
final year dissertation projects for tertiary education students. On these two
topics of intellectual learning and literature review, the writer has compiled
some e-learning resources. They are the Managerial
intellectual learning Facebook page and the Literature on literature review Facebook page. Conducting
literature review with the cognitive mapping technique is not novel in the
cognitive mapping literature, see Eden and Simpson (1989), Eden, Jones and Sims
(1983), Open University (n.d) and the Literature
on cognitive mapping Facebook page. In this article, the specific steps
involved in the cognitive mapping exercise are as follows:
Step 1:
gather some main points from a number of academic journal articles on Target
costing. This result in the production of a table (Table 1) with the main
points and associated references.
Step 2: consolidate the main points from Table 1 to come up with
a table listing the cognitive map variables (re: Table 2).
Step 3: link
up the cognitive map variables in a
plausible way to produce a cognitive map (re: Figure 1) on the topic under
review.
The next
section applies these three steps to produce a cognitive map on target costing.
Descriptions of cognitive map variables on
the target costing topic
From the
reading of some academic articles on Target costing, a number of main points
(e.g., viewpoints, concepts and empirical findings) were gathered by the writer. They are shown in Table 1 with
explicit referencing on the points.
Table 1: Main
points from the target costing literature and referencing
Main points from the target costing
literature
|
Referencing
|
Point 1: "target costing has replaced the question ‘What does a product cost?’
with the question ‘What may a product cost?’ in order to become an economic
success in its future market (see Ewert and Wagenhofer, 1997: 306–17). The
most obvious example is the subtraction method, an
integral part of target costing’s ‘market into company’ approach. Using this
method, a target profit is subtracted from the exogenously determined market
price to arrive at a total unit cost allowed by the market for a particular
product".
|
Ewert, R. and C. Ernst. 1999. "Target costing,
coordination and strategic cost management" European Accounting Review 8(1): 23-49.
|
Point 2: "... a second aspect of target
costing involves its use as a tool to coordinate efforts within the firm to
reach the allowable costs. This is accomplished by providing a cost target
that must be met by the engineers, in order to make eventual production of
the product feasible".
|
Ewert, R. and C. Ernst. 1999. "Target costing,
coordination and strategic cost management" European Accounting Review 8(1): 23-49.
|
Point 3: "... target costing is
considered a strategic management accounting system. This implies
that its main focus is on long-term cost management rather than the
short-term focus adopted by more traditional cost accounting systems. This is
a direct result from the finding that a major portion of a product’s cost is
already determined when it is launched in its respective market (see Berliner
and Brimson, 1988: 140). Target costing takes this into account by focusing
on cost reductions at a stage with plenty of opportunities to influence a new
product’s cost".
|
Ewert, R. and C. Ernst. 1999. "Target costing,
coordination and strategic cost management" European Accounting Review 8(1): 23-49.
|
Point 4: "Target costing is a cost
management system for developing products whose profitability is deemed
sufficient to justify their production. The strategy underlying target
costing is that 80–85% of a product’s life cycle cost is determined during
its development stage. Consequently, target costing focuses its efforts on a
product’s development since it has the greatest potential for managing a
product’s cost".
|
Kee, R. 2010. "The sufficiency of target
costing for evaluating production-related decisions" Int. J. Production Economics 126,
Elsevier: 204-211.
|
Point
5: "Target costing begins with research into the attributes and quality
customers want in a prospective product and the price they are willing to pay
for these features. The next step involves subtracting the profitability
required by the firm to manufacture a product from its market price to
determine its target, or allowable, cost. All subsequent efforts of target
costing are focused on achieving a product’s allowable cost. If a product’s
cost can be achieved, it is produced. Otherwise, the product is rejected as
financially infeasible to manufacture".
|
Kee, R. 2010. "The sufficiency of target
costing for evaluating production-related decisions" Int. J. Production Economics 126,
Elsevier: 204-211.
|
Point
6: "Early target costing researchers used survey methodology to examine
the attributes of firms adopting target costing. In surveys of Japanese and
Dutch firms, Tani et al. (1994) and Dekker and Smidt (2003), respectively,
found that the primary reason cited for using target costing was cost
reduction. Other reasons frequently cited included improving product quality,
achieving timely introduction of new products, and improving communication
(Tani et al., 1994; Ellram, 2000). Analysis of target costing firms revealed
that they were often in highly competitive markets (Swenson et al., 2003)
with high environmental uncertainty".
|
Kee, R. 2010. "The sufficiency of target
costing for evaluating production-related decisions" Int. J. Production Economics 126,
Elsevier: 204-211.
|
Point
7: "The use of cost information and
cost management during product design is a subject that receives increasing
attention in the accounting literature (Anderson and Sedatole, 1998; Davila,
2000). The main motivation for managing costs during product design is that
after the product development stage most costs have been ‘‘designed’’ into
the product and during production cannot be influenced (significantly) anymore".
|
Dekker,
H. and P. Smidt. 2003. "A survey of the adoption and use of target
costing in Dutch firms" Int. J.
Production Economics 84, Elsevier: 293-305.
|
Point 8: "In relation to this TCM
[target cost management] system specific tools were developed such as cost
tables, value engineering, total quality management and inter-organizational
cost management".
|
Dekker,
H. and P. Smidt. 2003. "A survey of the adoption and use of target
costing in Dutch firms" Int. J.
Production Economics 84, Elsevier: 293-305.
|
Point 9: "Central to the target
costing concept is ‘‘reverse costing’’, in which an estimation of the
attainable selling price and the required profit margin are used to determine
the allowable cost for a new product. In the accounting literature this reverse
costing mechanism is referred to as ‘‘market driven costing’’ (Cooper and
Slagmulder, 1997). This market orientation is an essential characteristic of
target costing systems..".
|
Dekker,
H. and P. Smidt. 2003. "A survey of the adoption and use of target
costing in Dutch firms" Int. J.
Production Economics 84, Elsevier: 293-305.
|
Point 10: "Target costing is not a new idea, even
though only a small number of North American companies fully embrace its
elements. Henry Ford developed the first mass-produced automobile, the Model
T, in 1908 with the objective of increasing volume by continually lowering
its price, and by 1913 was able to sell it for under $500. Obviously, to do
that and make money, costs would have to be tightly managed. Ford managed
material costs via backward integration, labor costs by the use of the
assembly line and efficiency improvements, and other costs by frugal
behavior".
|
Institute of Management Accountants. 1994.
"Implementing target costing" IMA
Publication Number 98377, Institute of Management Accountants, 10 Paragon
Drive Montvale, NJ 07645.
|
Point 11: "Robin Cooper (1992), for
example, says, “The object of target costing is to identify the production
cost of a proposed product so that, when sold, it generates the desired
profit margin.”..".
|
Institute of Management Accountants. 1994.
"Implementing target costing" IMA
Publication Number 98377, Institute of Management Accountants, 10 Paragon
Drive Montvale, NJ 07645.
|
Point 12: "Since target costing is
usually applied to new product planning, which frequently requires
investments in tooling, equipment, and other assets influencing costs, it can
legitimately be said that price drives both costs and investments".
|
Institute of Management Accountants. 1994.
"Implementing target costing" IMA
Publication Number 98377, Institute of Management Accountants, 10 Paragon
Drive Montvale, NJ 07645.
|
Point 13: "Target
costing originated in Japan in the 1960s, though it remained a secret for
years. Since the 1980s, however, when target costing was widely recognized as
a major factor for the superior competitive position of Japanese companies,
extensive efforts have been made to convey target costing to Western
companies".
|
Feil, P., K.H. Yook and I.W. Kim. 2004.
"Japanese Target Costing: A Historical Perspective" International Journal of Strategic Cost
Management, Spring: 10-19.
|
Point
14: "As Monden (1995), for example, states: “Target costing is defined
as a companywide profit management activity during the new product
development stage that includes: (1) planning products that have
customer-pleasing quality, (2) determining target costs (including target
investment costs) for the new product to yield the target profit required
over the medium to long term given the current market conditions, and (3) devising
ways to make the product design achieve target costs while also satisfying
customer needs for quality and prompt delivery.”..".
|
Feil, P., K.H. Yook and I.W. Kim. 2004.
"Japanese Target Costing: A Historical Perspective" International Journal of Strategic Cost
Management, Spring: 10-19.
|
Point
15: "Even though the basic concept of target costing has been in
existence in Japan for more than 40 years, its application has evolved rather
slowly as many companies responded to changes in the external environment. As
competition grew fiercer and profits weakened, the use of target costing
intensified and companies developed better methodologies".
|
Feil, P., K.H. Yook and I.W. Kim. 2004.
"Japanese Target Costing: A Historical Perspective" International Journal of Strategic Cost
Management, Spring: 10-19.
|
Point
16: "the target costing process is
being used for a new product or service. The target costing process begins
with developing an understanding of unmet needs in the marketplace, and then
determining what customers would pay to have their needs met, the ‘‘target
price.’’ Internal goals and pressures determine the profit margin desired.
Calculating the allowable target cost is the next step".
|
Ellram,
L.M. 2002. "Supply management's involvement in the target costing
process" European Journal of Purchasing & Supply Management
8, Pergamon: 235-244.
|
Point 17: "While target costing is at
least mentioned in most of the leading purchasing texts today (Burt and
Pinkerton, 1996; Dobler and Burt, 1996; Leenders and Fearon, 1997; Van Weele,
2002), it is given very brief exposure - generally less than one page. It is
no wonder, given the limited attention to target costing in the purchasing
literature, that the purchasing/supply function is given very limited
attention in the target costing literature".
|
Ellram,
L.M. 2002. "Supply management's involvement in the target costing
process" European Journal of Purchasing & Supply Management
8, Pergamon: 235-244.
|
Point 18: "According to the Institution of Chemical
Engineers (2007), a target cost contract is defined as “a particular type of
cost reimbursement contract in which the contractor is reimbursed his or her
costs subject to the application of a formula, which allows the contractor to
share in savings made, often called ‘gain share,’ or to contribute towards
additional costs incurred, called ‘pain share,’ according to how well the
parties are able to manage the cost of the work.”..".
|
Chan, D.W.M., P.T.I. Lam, J.H.L. Chan, T.
Ma and T. Perkin. 2012. "A Comparative Study of the Benefits of Applying
Target Cost Contracts Between South Australia and Hong Kong" Project Management Journal 43(2)
April: 4-20.
|
Point 19: "Until
now, the focus on TCM [target cost management] was only made for a single
product. This is mainly because attention was put on product manager for the
development of a single model in the automobile industry".
|
Okano, H. 1996. "Target Cost
Management Strategy and organization in the automotive industry" Draft for 1996 IMVP Sponsors Meeting,
Graduate School of Business Osaka City University, Sugimoto, Sumiyoshi, Osaka
558, Japan.
|
Point
20: "Innovation on core technology is becoming very important in many
industries. Logistic strategy including suppliers procurement strategy, and
location strategy as well are becoming important in today's competitive
environment. Within this framework, TCM [target cost management] has to be
extended to include the whole business strategy. It can no longer be limited
only to product strategies".
|
Okano, H. 1996. "Target Cost
Management Strategy and organization in the automotive industry" Draft for 1996 IMVP Sponsors Meeting,
Graduate School of Business Osaka City University, Sugimoto, Sumiyoshi, Osaka
558, Japan.
|
Point
21: "Sauers [14] has discussed
target costing technique from mathematical viewpoints: The specification limits,
derived from the “nominal-is-best” Taguchi loss function, can be linked
through a predetermined bCp value along with the traditional ¯X ¡ R control charts to form
goal control limits for directed continuous improvement efforts from the
marketplace price. However, bCp is a point estimator of the Cp index and may vary from
time to time subject to the sampling error [13]. To strengthen the use of
target costing technique, the concept of applying a lower confidence limit of
the bCp index could reduce the sampling error".
|
Wu,
H.H. and F.J. Yu. 2007. "A practical implementation of target costing
technique in improving product quality from cost consideration" Journal of Statistics and Management
Systems 10(5): 743-755.
|
Point 22: "Target cost is determined before design,
basing on customer’s information; no information from design should be used
(Tanaka, 1993). On the other hand, the costs will be realized when the
building will be built according to the chosen design solution. Construction
industry lacks a design management concept that explains how these two
orthogonal cost perspectives can be combined".
|
Pennanen, A., G. Ballard and Y. Haahtela.
2011. "Target costing and designing to targets in construction" Journal of Financial Management of
Property and Construction 16(1), Emerald: 52-63.
|
With a
set of main points collected, the writer produces a set of cognitive map
variables. These variables are informed by the set of main points from Table 1.
These variables are presented in Table 2.
Table 2:
Cognitive map variables based on Table 1
Cognitive
map variables
|
Literature
review points
|
Variable 1: Drivers of interest in target
costing
|
Point
6: "Early target costing researchers used survey methodology to examine
the attributes of firms adopting target costing. In surveys of Japanese and
Dutch firms, Tani et al. (1994) and Dekker and Smidt (2003), respectively,
found that the primary reason cited for using target costing was cost
reduction. Other reasons frequently cited included improving product quality,
achieving timely introduction of new products, and improving communication
(Tani et al., 1994; Ellram, 2000). Analysis of target costing firms revealed
that they were often in highly competitive markets (Swenson et al., 2003)
with high environmental uncertainty".
Point
7: "The use of cost information and
cost management during product design is a subject that receives increasing
attention in the accounting literature (Anderson and Sedatole, 1998; Davila,
2000). The main motivation for managing costs during product design is that
after the product development stage most costs have been ‘‘designed’’ into
the product and during production cannot be influenced (significantly) anymore".
Point 10: "Target costing is not a new idea, even
though only a small number of North American companies fully embrace its
elements. Henry Ford developed the first mass-produced automobile, the Model
T, in 1908 with the objective of increasing volume by continually lowering
its price, and by 1913 was able to sell it for under $500. Obviously, to do
that and make money, costs would have to be tightly managed. Ford managed
material costs via backward integration, labor costs by the use of the
assembly line and efficiency improvements, and other costs by frugal
behavior".
Point 13: "Target
costing originated in Japan in the 1960s, though it remained a secret for
years. Since the 1980s, however, when target costing was widely recognized as
a major factor for the superior competitive position of Japanese companies,
extensive efforts have been made to convey target costing to Western
companies".
Point 22: "Target cost is determined before design,
basing on customer’s information; no information from design should be used
(Tanaka, 1993). On the other hand, the costs will be realized when the
building will be built according to the chosen design solution. Construction
industry lacks a design management concept that explains how these two
orthogonal cost perspectives can be combined".
|
Variable 2: Improve intellectual
understanding of target costing
|
Point 1: "target costing has replaced the question ‘What does a product cost?’
with the question ‘What may a product cost?’ in order to become an economic
success in its future market (see Ewert and Wagenhofer, 1997: 306–17). The
most obvious example is the subtraction method, an
integral part of target costing’s ‘market into company’ approach. Using this
method, a target profit is subtracted from the exogenously determined market
price to arrive at a total unit cost allowed by the market for a particular
product".
Point 2: "... a second aspect of
target costing involves its use as a tool to coordinate efforts within the firm to reach the
allowable costs. This is accomplished by providing a cost target that must be
met by the engineers, in order to make eventual production of the product
feasible".
Point 3: "... target costing is
considered a strategic management accounting system. This implies
that its main focus is on long-term cost management rather than the
short-term focus adopted by more traditional cost accounting systems. This is
a direct result from the finding that a major portion of a product’s cost is
already determined when it is launched in its respective market (see Berliner
and Brimson, 1988: 140). Target costing takes this into account by focusing
on cost reductions at a stage with plenty of opportunities to influence a new
product’s cost".
Point 9: "Central to the target
costing concept is ‘‘reverse costing’’, in which an estimation of the
attainable selling price and the required profit margin are used to determine
the allowable cost for a new product. In the accounting literature this reverse
costing mechanism is referred to as ‘‘market driven costing’’ (Cooper and
Slagmulder, 1997). This market orientation is an essential characteristic of
target costing systems..".
Point 11: "Robin Cooper (1992), for
example, says, “The object of target costing is to identify the production
cost of a proposed product so that, when sold, it generates the desired
profit margin.”..".
Point 12: "Since target costing is
usually applied to new product planning, which frequently requires
investments in tooling, equipment, and other assets influencing costs, it can
legitimately be said that price drives both costs and investments".
Point
14: "As Monden (1995), for example, states: “Target costing is defined
as a companywide profit management activity during the new product
development stage that includes: (1) planning products that have
customer-pleasing quality, (2) determining target costs (including target
investment costs) for the new product to yield the target profit required
over the medium to long term given the current market conditions, and (3) devising
ways to make the product design achieve target costs while also satisfying
customer needs for quality and prompt delivery.”..".
Point 18: "According to the Institution of Chemical
Engineers (2007), a target cost contract is defined as “a particular type of
cost reimbursement contract in which the contractor is reimbursed his or her
costs subject to the application of a formula, which allows the contractor to
share in savings made, often called ‘gain share,’ or to contribute towards
additional costs incurred, called ‘pain share,’ according to how well the
parties are able to manage the cost of the work.”..".
Point
21: "Sauers [14] has discussed
target costing technique from mathematical viewpoints: The specification limits,
derived from the “nominal-is-best” Taguchi loss function, can be linked
through a predetermined bCp value along with the traditional ¯X ¡ R control charts to form
goal control limits for directed continuous improvement efforts from the
marketplace price. However, bCp is a point estimator of the Cp index and may vary from
time to time subject to the sampling error [13]. To strengthen the use of
target costing technique, the concept of applying a lower confidence limit of
the bCp index could reduce the sampling error".
|
Variable 3: Effective target costing
practices
|
Point 4: "Target costing is a cost
management system for developing products whose profitability is deemed
sufficient to justify their production. The strategy underlying target
costing is that 80–85% of a product’s life cycle cost is determined during
its development stage. Consequently, target costing focuses its efforts on a
product’s development since it has the greatest potential for managing a
product’s cost".
Point
5: "Target costing begins with research into the attributes and quality
customers want in a prospective product and the price they are willing to pay
for these features. The next step involves subtracting the profitability
required by the firm to manufacture a product from its market price to
determine its target, or allowable, cost. All subsequent efforts of target
costing are focused on achieving a product’s allowable cost. If a product’s
cost can be achieved, it is produced. Otherwise, the product is rejected as
financially infeasible to manufacture".
Point 8: "In relation to this TCM
[target cost management] system specific tools were developed such as cost
tables, value engineering, total quality management and inter-organizational
cost management".
Point
16: "the target costing process is
being used for a new product or service. The target costing process begins
with developing an understanding of unmet needs in the marketplace, and then
determining what customers would pay to have their needs met, the ‘‘target
price.’’ Internal goals and pressures determine the profit margin desired.
Calculating the allowable target cost is the next step".
Point
20: "Innovation on core technology is becoming very important in many
industries. Logistic strategy including suppliers procurement strategy, and
location strategy as well are becoming important in today's competitive
environment. Within this framework, TCM [target cost management] has to be
extended to include the whole business strategy. It can no longer be limited
only to product strategies".
|
Variable 4: Learn from target costing
practices
|
Point
15: "Even though the basic concept of target costing has been in
existence in Japan for more than 40 years, its application has evolved rather
slowly as many companies responded to changes in the external environment. As
competition grew fiercer and profits weakened, the use of target costing
intensified and companies developed better methodologies".
Point 17: "While target costing is at
least mentioned in most of the leading purchasing texts today (Burt and
Pinkerton, 1996; Dobler and Burt, 1996; Leenders and Fearon, 1997; Van Weele,
2002), it is given very brief exposure - generally less than one page. It is
no wonder, given the limited attention to target costing in the purchasing
literature, that the purchasing/supply function is given very limited
attention in the target costing literature".
Point 19: "Until
now, the focus on TCM [target cost management] was only made for a single
product. This is mainly because attention was put on product manager for the
development of a single model in the automobile industry".
|
The next
step is to relate the cognitive map variables to make up a cognitive map on target
costing. The cognitive map and its explanation are presented in the next
section.
A cognitive map on target costing and its
interpretation
By
relating the four variables identified in Table 2, the writer comes up with a
cognitive map on target costing, as shown in Figure 1.
These
cognitive map variables, four of them
altogether, are related to constitute a systemic image of target costing. The
links in the cognitive map (re: Figure 1) indicate direction of influences
between variables. The + sign shows that an increase in one variable leads to
an increase in another variable while a -ve sign tells us that in increase in
one variable leads to a decrease in another variable. If there no signs shown on the arrows, that
means the influences can be positive or negative. For further information on target costing,
readers are referred to the Literature on
target costing Facebook page.
Concluding remarks
The
cognitive mapping exercise captures in one diagram some of the main variables
involved in target costing. The resultant cognitive map promotes an exploratory
way to study target costing in a holistic tone. The experience of the cognitive
mapping exercise is that it can be a quick, efficient and entertaining way to
explore a complex topic such as target costing in Management accounting. Finally,
readers who are interested in cognitive mapping should also find the article
informative on this mapping topic.
Bibliography
1. Chan, D.W.M., P.T.I. Lam, J.H.L. Chan, T. Ma and T. Perkin. 2012.
"A Comparative Study of the Benefits of Applying Target Cost Contracts
Between South Australia and Hong Kong" Project
Management Journal 43(2) April: 4-20.
2. Dekker, H. and
P. Smidt. 2003. "A survey of the adoption and use of target costing in
Dutch firms" Int. J. Production
Economics 84, Elsevier: 293-305.
3.
Eden, C. and P.
Simpson. 1989. "SODA and cognitive mapping in practice", pp. 43-70,
in Rosenhead, J. (editor) Rational
Analysis for a Problematic World, Wiley, Chichester.
4.
Eden, C., C. Jones
and D. Sims. 1983. Messing about in
Problems: An informal structured approach to their identification and
management, Pergamon Press, Oxford.
5. Ellram, L.M.
2002. "Supply management's involvement in the target costing process"
European Journal of Purchasing & Supply Management 8,
Pergamon: 235-244.
6.
Ewert, R. and C.
Ernst. 1999. "Target costing, coordination and strategic cost
management" European Accounting
Review 8(1): 23-49.
7. Feil, P., K.H. Yook and I.W. Kim. 2004. "Japanese
Target Costing: A Historical Perspective" International Journal of Strategic Cost Management, Spring: 10-19.
8. Institute of Management Accountants. 1994.
"Implementing target costing" IMA Publication
Number 98377, Institute of Management Accountants, 10 Paragon Drive
Montvale, NJ 07645.
9.
Kee, R. 2010.
"The sufficiency of target costing for evaluating production-related
decisions" Int. J. Production
Economics 126, Elsevier: 204-211.
10. Literature on
cognitive mapping Facebook page, maintained by
Joseph, K.K. Ho (url address:
https://www.facebook.com/Literature-on-cognitive-mapping-800894476751355/).
11. Literature on
literature review Facebook page, maintained by Joseph, K.K. Ho (url address: https://www.facebook.com/literature.literaturereview/).
12. Literature on target
costing Facebook page, maintained by
Joseph, K.K. Ho (url address: https://www.facebook.com/Literature-on-target-costing-1606887996049639/).
13. Managerial intellectual learning
Facebook page, maintained by Joseph, K.K. Ho (url address:
https://www.facebook.com/managerial.intellectual.learning/).
14. Okano, H. 1996. "Target Cost Management Strategy and
organization in the automotive industry" Draft for 1996 IMVP Sponsors Meeting, Graduate School of Business
Osaka City University, Sugimoto, Sumiyoshi, Osaka 558, Japan.
15. Open University. n.d. "Sign graph" Systems Thinking and Practice (T552): Diagramming, Open University,
U.K. (url address: http://systems.open.ac.uk/materials/T552/) [visited at April
10, 2017].
16. Pennanen, A., G. Ballard and Y. Haahtela. 2011. "Target
costing and designing to targets in construction" Journal of Financial Management of Property and Construction 16(1),
Emerald: 52-63.
17. Wu, H.H. and
F.J. Yu. 2007. "A practical implementation of target costing technique in
improving product quality from cost consideration" Journal of Statistics and Management Systems 10(5): 743-755.
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