Channel Coordination
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Channel coordination (or supply chain coordination) aims at improving
supply chain A supply chain is a complex logistics system that consists of facilities that convert raw materials into finished products and distribute them to end consumers or end customers, while supply chain management deals with the flow of goods in distri ...
performance by aligning the plans and the objectives of individual enterprises. It usually focuses on
inventory Inventory (British English) or stock (American English) is a quantity of the goods and materials that a business holds for the ultimate goal of resale, production or utilisation. Inventory management is a discipline primarily about specifying ...
management and
ordering Order, ORDER or Orders may refer to: * A socio-political or established or existing order, e.g. World order, Ancien Regime, Pax Britannica * Categorization, the process in which ideas and objects are recognized, differentiated, and understood * H ...
decisions in distributed inter-company settings. Channel coordination models may involve multi-echelon
inventory theory Material theory (or more formally the mathematical theory of inventory and production) is the sub-specialty within operations research and operations management that is concerned with the design of production/inventory systems to minimize costs: it ...
, multiple decision makers,
asymmetric information In contract theory, mechanism design, and economics, an information asymmetry is a situation where one party has more or better information than the other. Information asymmetry creates an imbalance of power in transactions, which can sometimes c ...
, as well as recent paradigms of
manufacturing Manufacturing is the creation or production of goods with the help of equipment, labor, machines, tools, and chemical or biological processing or formulation. It is the essence of the secondary sector of the economy. The term may refer ...
, such as
mass customization Mass customization makes use of flexible computer-aided systems to produce custom products. Such systems combine the low unit costs of mass production processes with the flexibility of individual customization. Mass customization is the new fro ...
, short product life-cycles,
outsourcing Outsourcing is a business practice in which companies use external providers to carry out business processes that would otherwise be handled internally. Outsourcing sometimes involves transferring employees and assets from one firm to another ...
and delayed differentiation. The theoretical foundations of the coordination are based chiefly on the
contract theory From a legal point of view, a contract is an institutional arrangement for the way in which resources flow, which defines the various relationships between the parties to a transaction or limits the rights and obligations of the parties. From an ...
. The problem of channel coordination was first modeled and analyzed by Anantasubramania Kumar in 1992.


Overview

The decentralized decision making in supply chains leads to a
dilemma A dilemma () is a problem offering two possibilities, neither of which is unambiguously acceptable or preferable. The possibilities are termed the ''horns'' of the dilemma, a clichéd usage, but distinguishing the dilemma from other kinds of p ...
situation which results in a suboptimal overall performance called
double marginalization Double, The Double or Dubble may refer to: Mathematics and computing * Multiplication by 2 * Double precision, a floating-point representation of numbers that is typically 64 bits in length * A double number of the form x+yj, where j^2=+1 * A ...
. Recently, partners in permanent supply chains tend to extend the coordination of their decisions in order to improve the performance for all of the participants. Some practical realizations of this approach are Collaborative Planning, Forecasting, and Replenishment (CPFR),
Vendor Managed Inventory Vendor-managed inventory (VMI) is an inventory management practice in which a supplier of goods, usually the manufacturer, is responsible for optimizing the inventory held by a distributor. Under VMI, the retailer shares their inventory data with ...
(VMI) and Quick Response (QR). The theory of channel coordination aims at supporting the performance optimization by developing arrangements for aligning the different objectives of the partners. These are called coordination mechanisms or schemes, which control the flows of information, materials (or service) and financial assets along the chains. In general, a contracting scheme should consist of the following components: * local planning methods which consider the constraints and objectives of the individual partners, * an infrastructure and protocol for information sharing, and * an incentive scheme for aligning the individual interests of the partners. The appropriate planning methods are necessary for optimizing the behavior of the production. The second component should support the information visibility and transparency both within and among the partners and facilitates the realization of real-time enterprises. Finally, the third component should guarantee that the partners act upon to the common goals of the supply chain. The general method for studying coordination consists of two steps. At first, one assumes a central decision maker with
complete information In economics and game theory, complete information is an economic situation or game in which knowledge about other market participants or players is available to all participants. The utility functions (including risk aversion), payoffs, strategies ...
who solves the problem. The result is a first-best solution which provides bound on the obtainable system-wide performance objective. In the second step one regards the decentralized problem and designs such a contract protocol that approaches or even achieves the performance of the first-best. A
contract A contract is an agreement that specifies certain legally enforceable rights and obligations pertaining to two or more parties. A contract typically involves consent to transfer of goods, services, money, or promise to transfer any of thos ...
is said to coordinate the channel, if thereby the partners' optimal local decisions lead to optimal system-wide performance. Channel coordination is achievable in several simple models, but it is more difficult (or even impossible) in more realistic cases and in the practice. Therefore, the aim is often only the achievement of mutual benefit compared to the uncoordinated situation. Another widely studied alternative direction for channel coordination is the application of some
negotiation Negotiation is a dialogue between two or more parties to resolve points of difference, gain an advantage for an individual or Collective bargaining, collective, or craft outcomes to satisfy various interests. The parties aspire to agree on m ...
protocols Protocol may refer to: Sociology and politics * Protocol (politics), a formal agreement between nation states * Protocol (diplomacy), the etiquette of diplomacy and affairs of state * Etiquette, a code of personal behavior Science and technology ...
.Stadtler, H.: A Framework for Collaborative Planning and State-of-the-Art. ''OR Spectrum'', 31, pp. 5-30, 2009. Such approaches apply iterative solution methods, where the partners exchange proposals and counter-proposals until an agreement is reached. For this reason, this approach is commonly referred to as collaborative planning. The negotiation protocols can be characterized according to the following criteria: * The initial proposal is most frequently generated by the buyer company which is called upstream planning. By contrast, when the initiator is the supplier, it is referred to as downstream planning. In several cases there already exists an initial plan (e.g., using rolling schedules or frame plans). There are also some protocols where the initial plan is generated randomly. * In order to guarantee finite runtime, the maximal number of rounds should be determined. In addition, the protocol should also specify the number of plans offered in each round. When the number of rounds or plans is high, the practical application necessitates fast local planner systems in order to quickly evaluate the proposals and generate counter-proposals. * Generally, the negotiation protocols cannot provide optimality, and they require some special conditions to assure convergence. * The counter-proposals usually define side-payments (compensations) between the companies in order to inspire the partner deviating from its previously proposed plan. An also commonly used instrument for aligning plans of different decision makers is the application of some
auction An auction is usually a process of Trade, buying and selling Good (economics), goods or Service (economics), services by offering them up for Bidding, bids, taking bids, and then selling the item to the highest bidder or buying the item from th ...
mechanisms. However, “auctions are most applicable in pure market interactions at the boundaries of a supply chain but not within a supply chain″, therefore they are usually not considered as channel coordination approaches.


Characteristics of coordination schemes

There are several classifications of channel coordination contracts, but they are not complete, and the considered classes are not disjoint. Instead of a complete classification, a set of aspects are enumerated below which generalizes the existing
taxonomies image:Hierarchical clustering diagram.png, 280px, Generalized scheme of taxonomy Taxonomy is a practice and science concerned with classification or categorization. Typically, there are two parts to it: the development of an underlying scheme o ...
by allowing classification along multiple viewpoints.


Problem characteristics


Horizon

Most of the related models consider either one-period horizon or two-period horizon with forecast update. In the latter, the production can be based on the preliminary forecast with normal production mode or on the updated forecast with emergency production, which means shorter
lead-time A lead time is the :wikt:latency, latency between the initiation and completion of a process. For example, the lead time between the placement of an order and delivery of new cars by a given manufacturer might be between 2 weeks and 6 months, dep ...
, but higher cost. Besides, the horizon can consist of multiple periods and it can be even infinite. The practically most widespread approach is the rolling horizon planning, i.e., updating and extending an existing plan in each period.


Number of products

Almost all contract-based models regard only one product. Some models study the special cases of substitute or
complementary Complement may refer to: The arts * Complement (music), an interval that, when added to another, spans an octave ** Aggregate complementation, the separation of pitch-class collections into complementary sets * Complementary color, in the visu ...
products. However, considering more products in the general case is necessary if technological or financial constraints—like capacity or budget limits—exist.


Demand characteristic

On one hand, the
demand In economics, demand is the quantity of a goods, good that consumers are willing and able to purchase at various prices during a given time. In economics "demand" for a commodity is not the same thing as "desire" for it. It refers to both the desi ...
can be
stochastic Stochastic (; ) is the property of being well-described by a random probability distribution. ''Stochasticity'' and ''randomness'' are technically distinct concepts: the former refers to a modeling approach, while the latter describes phenomena; i ...
(uncertain) or deterministic. On the other hand, it can be considered static (constant over time) or dynamic (e.g., having
seasonality In time series data, seasonality refers to the trends that occur at specific regular intervals less than a year, such as weekly, monthly, or quarterly. Seasonality may be caused by various factors, such as weather, vacation, and holidays and consi ...
).


Risk treatment

In most of the models the players are regarded to be
risk neutral In economics and finance, risk neutral preferences are preference (economics), preferences that are neither risk aversion, risk averse nor risk seeking. A risk neutral party's decisions are not affected by the degree of uncertainty in a set of out ...
. This means that they intend to maximize their expected profit (or minimize their expected costs). However, some studies regard
risk averse In economics and finance, risk aversion is the tendency of people to prefer outcomes with low uncertainty to those outcomes with high uncertainty, even if the average outcome of the latter is equal to or higher in monetary value than the more c ...
players who want to find an acceptable
trade-off A trade-off (or tradeoff) is a situational decision that involves diminishing or losing on quality, quantity, or property of a set or design in return for gains in other aspects. In simple terms, a tradeoff is where one thing increases, and anoth ...
considering both the expected value and the
variance In probability theory and statistics, variance is the expected value of the squared deviation from the mean of a random variable. The standard deviation (SD) is obtained as the square root of the variance. Variance is a measure of dispersion ...
of the profit.


Shortage treatment

The models differ in their attitude towards stockouts. Most authors consider either backlogs, when the demand must be fulfilled later at the expense of providing lower price or lost sales which also includes some theoretical costs (e.g., loss of goodwill, loss of profit, etc.). Some models include a
service level Service level measures the performance of a system, service or supply. Certain goals are defined and the service level gives the percentage to which those goals should be achieved. Examples of service level: * Percentage of calls answered in a ca ...
constraint, which limits the occurrence or quantity of expected stockouts. Even the 100% service level can be achieved with additional or emergency production (e.g., overtime, outsourcing) for higher costs.


Parameters and variables

This viewpoint shows the largest variations in the different models. The main decision variables are quantity-related (production quantity, order quantity, number of options, etc.), but sometimes prices are also decision variables. The parameters can be either constant or stochastic. The most common parameters are related to costs: fixed (ordering or
setup Setup (the noun) or set up (the verb) may refer to: Arts, entertainment, and media Films * ''Set Up'' (2005 film), a 2005 Hong Kong horror film * ''Setup'' (2011 film), a 2011 action thriller heist film Literature * ''Set Up'', a 1992 nov ...
) cost, production cost and inventory holding cost. These are optional; many models disregard fixed or inventory holding costs. There exist numerous other parameters: prices for the different contracts,
salvage value Residual value also known as salvage value describes the future value of a good in terms of absolute value in monetary terms after depreciation, and it is sometimes abbreviated into a percentage of the initial price when the item was new. It is one ...
, shortage penalty, lead-time, etc.


Basic model and solution technique

Most of the one-period models apply the newsvendor model. On two-period horizon, this is extended with the possibility of two production modes. On a multiple period horizon the base-stock, or in case of deterministic demand the EOQ models are the most widespread. In such cases the optimal solution can be determined with simple algebraic operations. These simple models usually completely disregard technological constraints; however, in real industrial cases resource capacity, inventory or budget constraints may be relevant. This necessitates more complex models, such as LP, MIP, stochastic program, and thus more powerful
mathematical programming Mathematical optimization (alternatively spelled ''optimisation'') or mathematical programming is the selection of a best element, with regard to some criteria, from some set of available alternatives. It is generally divided into two subfiel ...
techniques may be required. As for the optimization criteria, the most usual objectives are the
profit maximization In economics, profit maximization is the short run or long run process by which a firm may determine the price, input and output levels that will lead to the highest possible total profit (or just profit in short). In neoclassical economics, ...
or cost minimization, but other alternatives are also conceivable, e.g., throughput time minimization. Considering multiple criteria is not yet prevalent in the coordination literature.


Decentralization characteristics


Number and role of the players

The most often studied dilemmas involve the two players and call them customer and supplier (or buyer-seller). There are also extensions of this simple model: the multiple customers with
correlated In statistics, correlation or dependence is any statistical relationship, whether causal or not, between two random variables or bivariate data. Although in the broadest sense, "correlation" may indicate any type of association, in statistic ...
demand and the multiple suppliers with different production parameters. Multi-echelon extensions are also conceivable, however, sparse in the literature. When the coordination is within a supply chain (typically a customer-supplier relation), it is called vertical, otherwise horizontal. An example for the latter is when different suppliers of the same customer coordinate their
transportation Transport (in British English) or transportation (in American English) is the intentional Motion, movement of humans, animals, and cargo, goods from one location to another. Mode of transport, Modes of transport include aviation, air, land tr ...
. Sometimes the roles of the participants are also important. The most frequently considered companies are
manufacturers Manufacturing is the creation or production of goods with the help of equipment, labor, machines, tools, and chemical or biological processing or formulation. It is the essence of the secondary sector of the economy. The term may refer to a r ...
,
retailers Retail is the sale of goods and services to consumers, in contrast to wholesaling, which is the sale to business or institutional customers. A retailer purchases goods in large quantities from manufacturers, directly or through a wholesaler ...
,
distributors A distributor is an electric and mechanical device used in the ignition system of older spark-ignition engines. The distributor's main function is to route electricity from the ignition coil to each spark plug at the correct time. Design A ...
or logistic companies.


Relation of the players

One of the most important characteristics of the coordination is the
power Power may refer to: Common meanings * Power (physics), meaning "rate of doing work" ** Engine power, the power put out by an engine ** Electric power, a type of energy * Power (social and political), the ability to influence people or events Math ...
relations of the players. The power is influenced by several factors, such as possessed process
know-how Procedural knowledge (also known as know-how, knowing-how, and sometimes referred to as practical knowledge, imperative knowledge, or performative knowledge) is the knowledge exercised in the performance of some task. Unlike descriptive knowledge ...
, number of
competitors Competition is a rivalry where two or more parties strive for a common goal which cannot be shared: where one's gain is the other's loss (an example of which is a zero-sum game). Competition can arise between entities such as organisms, indi ...
, ratio in the
value creation In marketing, a company’s value proposition is the full mix of benefits or economic value which it promises to deliver to the current and future customers (i.e., a market segment) who will buy their products and/or services. It is part of a ...
, access to the market and financial resources. The players can behave in a cooperative or
opportunistic 300px, ''Opportunity Seized, Opportunity Missed'', engraving by Theodoor Galle, 1605 Opportunism is the practice of taking advantage of circumstances — with little regard for principles or with what the consequences are for others. Opport ...
way. In the former case, they share a common goal and act like a team, while in the latter situation each player is interested only in its own goals. These two behaviors are usually present in a mixed form, since the opportunistic claims for profitability and growth are sustainable usually only with a certain cooperative attitude. The relation can be temporary or permanent. In the temporary case usually one- or two-period models are applied, or even an auction mechanism. However, the coordination is even more important in permanent relations, where the planning is usually done in a rolling horizon manner. When coordinating a permanent supply relation, one has to consider the learning effect, i.e., players intend to learn each other's private information and behavior.


Goal of the coordination

The simplest possible coordination is aimed only at aligning the (material) flows within the supply chain in order to gain executable plans and avoid shortages. In a more advanced form of coordination, the partners intend to improve supply chain performance by approaching or even achieving the optimal plan according to some criteria. Generally, a coordinated plan may incur losses for some of the players compared to the uncoordinated situation, which necessitates some kind of side-payment in order to provide a win-win situation. In addition, even some sort of fairness may be required, but it is not only hard to guarantee, but even to define. Most of the coordination approaches requires that the goal should be achieved in an
equilibrium Equilibrium may refer to: Film and television * ''Equilibrium'' (film), a 2002 science fiction film * '' The Story of Three Loves'', also known as ''Equilibrium'', a 1953 romantic anthology film * "Equilibrium" (''seaQuest 2032'') * ''Equilibr ...
in order to exclude the possibility that an opportunistic player deviates from the coordinated plan.


Information structure

Some papers study the symmetric information case, when all of the players know exactly the same parameters. This approach is very convenient for cost and profit sharing, since all players know the incurring system cost. The asymmetric case, when there is an information gap between the players is more realistic, but poses new challenges. The asymmetry typically concerns either the cost parameters, the capacities or the quantities like the demand forecast. The demand and the forecast are often considered to be qualitative, limited to only two possible values: high and low. In case of stochastic demand, the uncertainty of the forecasts can also be private information.


Decision structure

The
decision making In psychology, decision-making (also spelled decision making and decisionmaking) is regarded as the cognitive process resulting in the selection of a belief or a course of action among several possible alternative options. It could be either ra ...
roles of the players depend on the specified decision variables. However, there is a more-or-less general classification in this aspect: forced and voluntary compliance. Under forced compliance the supplier is responsible for satisfying all orders of the customer, therefore it does not have the opportunity to decide about the production quantity. Under voluntary compliance, the supplier decides about the production quantity and it cannot be forced to fill an order. This latter is more complex analytically, but more realistic as well. Even so, several papers assume that the supplier decides about the price and then the customer decides the order quantity.


Game theoretic model

From the viewpoint of
game theory Game theory is the study of mathematical models of strategic interactions. It has applications in many fields of social science, and is used extensively in economics, logic, systems science and computer science. Initially, game theory addressed ...
the models can take
cooperative A cooperative (also known as co-operative, coöperative, co-op, or coop) is "an autonomy, autonomous association of persons united voluntarily to meet their common economic, social and cultural needs and aspirations through a jointly owned a ...
or non-cooperative approaches. The cooperative approach studies, how the players form
coalitions A coalition is formed when two or more people or groups temporarily work together to achieve a common goal. The term is most frequently used to denote a formation of power in political, military, or economic spaces. Formation According to ''A G ...
therefore these models are usually applied on the strategic level of
network design Network, networking and networked may refer to: Science and technology * Network theory, the study of graphs as a representation of relations between discrete objects * Network science, an academic field that studies complex networks Mathematics ...
. Other typical form of cooperative games involves some
bargaining In the social sciences, bargaining or haggling is a type of negotiation in which the buyer and seller of a Goods and services, good or service debate the price or nature of a Financial transaction, transaction. If the bargaining produces agree ...
framework—e.g., the Nash bargaining model—for agreeing upon the parameters of the applied contracts. On the other hand, on the operational level, the non-cooperative approach is used. Usually the sequential Stackelberg game model is considered, where one of the players, the leader moves first and then the follower reacts. Both cases—the supplier or the customer as the Stackelberg leader—are widely studied in the literature. In case of
information asymmetry In contract theory, mechanism design, and economics, an information asymmetry is a situation where one party has more or better information than the other. Information asymmetry creates an imbalance of power in transactions, which can sometimes c ...
, a similar sequential model is used and it is called principal–agent setting. The study of the long-term supply relationship can also be modeled as a
repeated game In game theory, a repeated game (or iterated game) is an extensive form game that consists of a number of repetitions of some base game (called a stage game). The stage game is usually one of the well-studied 2-person games. Repeated games capt ...
. To sum up, a collaboration generally consists of a cooperative, followed by a non-cooperative game. However, most researches concentrate only on one of the phases.


Involvement of a mediator

Some coordination mechanisms require the existence of an independent, trusted third party. If such a mediator exists, the powerful theory of the market
mechanism design Mechanism design (sometimes implementation theory or institution design) is a branch of economics and game theory. It studies how to construct rules—called Game form, mechanisms or institutions—that produce good outcomes according to Social ...
can be applied for channel coordination. Although at first glance the involvement of a third party seems to be unrealistic, in the area of planning such mediators already exist as
application service provider An application service provider (ASP) is a business providing application software generally through the. ASPs that specialize in a particular application (such as a medical billing program) may be referred to as providing software as a service. ...
s.


Contract types

There are many variants of the contracts, some widespread forms are briefly described below. Besides, there exist several combinations and customized approaches, too.


Two-part tariff

In this case the customer pays not only for the purchased goods, but in addition a fixed amount called franchise fee per order. This is intended to compensate the supplier for his fixed setup cost.


Sales rebate

This contract specifies two prices and a quantity threshold. If the order size is below the threshold, the customer pays the higher price, and if it is above, she pays a lower price for the units above the threshold.


Quantity discount

Under quantity discount contract, the customer pays a wholesale price depending on the order quantity. This resembles to the sales rebate contract, but there is no threshold defined. The mechanism for specifying the contract can be complex. The contract has been applied in many situations, for example, in an international supply chain with fluctuating exchange rates.Scheller-Wolf, A., Tayur, S.: Reducing international risk through quantity contracts. Carnegie Mellon University Graduate School of Industrial Administration Working Paper, 1997.


Capacity options

While advance capacity purchase is popular in the supply chain practice, there are situations where a manufacturer prefers to delay its capacity purchase to have better information about the uncertain demand.


Buyback/return

With these types of contracts the supplier offers that it will buy back the remaining
obsolete Obsolescence is the process of becoming antiquated, out of date, old-fashioned, no longer in general use, or no longer useful, or the condition of being in such a state. When used in a biological sense, it means imperfect or rudimentary when comp ...
inventory at a
discounted In finance, discounting is a mechanism in which a debtor obtains the right to delay payments to a creditor, for a defined period of time, in exchange for a charge or fee.See "Time Value", "Discount", "Discount Yield", "Compound Interest", "Effi ...
price. This supports the sharing of inventory risk between the partners. A variation of this contract is the backup agreement, where the customer gives a preliminary forecast and then makes an order less or equal to the forecasted quantity. If the order is less, it must also pay a proportional penalty for the remaining obsolete inventory. Buyback agreements are widespread in the newspaper, book, CD and fashion industries.


Quantity flexibility

In this case the customer gives a preliminary forecast and then it can give fixed order in an interval around the forecast. Such contracts are widespread in several markets, e.g., among the suppliers of the European
automotive industry The automotive industry comprises a wide range of company, companies and organizations involved in the design, Business development, development, manufacturing, marketing, selling, Maintenance, repairing, and Custom car, modification of motor ve ...
.


Revenue sharing

With
revenue sharing Revenue sharing is the distribution of revenue, the total amount of income generated by the sales, sale of goods and services among the stakeholder (corporate), stakeholders or Benefactor (law), contributors. It should not be confused with profit ...
the customer pays not only for the purchased goods, but also shares a given percentage of her
revenue In accounting, revenue is the total amount of income generated by the sale of product (business), goods and services related to the primary operations of a business. Commercial revenue may also be referred to as sales or as turnover. Some compan ...
with the supplier. This contract is successfully used in video cassette rental and movie exhibition fields. It can be proved, that the optimal revenue sharing and buyback contracts are equivalent, i.e., they generate the same profits for the partners.


Options

The option contracts are originated from the product and
stock exchange A stock exchange, securities exchange, or bourse is an exchange where stockbrokers and traders can buy and sell securities, such as shares of stock, bonds and other financial instruments. Stock exchanges may also provide facilities for ...
. With an option contract, the customer can give fixed orders in advance, as well as buy rights to purchase more (
call option In finance, a call option, often simply labeled a "call", is a contract between the buyer and the seller of the call Option (finance), option to exchange a Security (finance), security at a set price. The buyer of the call option has the righ ...
) or return (
put option In finance, a put or put option is a derivative instrument in financial markets that gives the holder (i.e. the purchaser of the put option) the right to sell an asset (the ''underlying''), at a specified price (the ''strike''), by (or on) a ...
) products later. The options can be bought at a predefined option price and executed at the execution price. This approach is a generalization of some previous contract types.


VMI contract

This contract can be used when the buyer does not order, only communicates the forecasts and consumes from the inventory filled by the supplier. The VMI contract specifies that not only the consumed goods should be paid, but also the forecast imprecision, i.e., the difference between the estimated and realized demand. In this way, the buyer is inspired to increase the forecast quality, and the risk of market uncertainty is shared between the partners.


See also

*
Contract theory From a legal point of view, a contract is an institutional arrangement for the way in which resources flow, which defines the various relationships between the parties to a transaction or limits the rights and obligations of the parties. From an ...
*
Supply Chain Management In commerce, supply chain management (SCM) deals with a system of procurement (purchasing raw materials/components), operations management, logistics and marketing channels, through which raw materials can be developed into finished produc ...
*
Negotiation theory The foundations of negotiation theory are decision analysis, behavioral decision-making, game theory, and negotiation analysis. Another classification of theories distinguishes between Structural Analysis, Strategic Analysis, Process Analysis, ...


Books

* Tsan-Ming Choi, T.C. Edwin Cheng (Eds.) Supply Chain Coordination under Uncertainty, Springer, International Handbooks on Information Systems Series, 2011.


References

{{DEFAULTSORT:Channel Coordination Business terms Supply chain management