(3) Inventory Management in SC0-1

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    Inventory Management and

    Risk Pooling

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    Forms of Inventory:

    Raw material inventory

    Work-in-process inventory

    Finished product inventory

    Suppliers Manufacturers Distribution

    Centers

    Warehouses Customers

    Converts raw materials

    Into finished products

    Finished products

    distributed to customers

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    Reasons for keeping inventory

    1.To protect firm from unexpected changes in

    customer demand; uncertainty in customer

    demand is due to:

    Short life cycle of an increasing number of products Presence of many competing brands in the

    marketplace; makes it difficult to predict demand for a

    specific model

    2. To protect against uncertainty in the quantityand quality of the supply, supplier costs and

    delivery times.

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    Single warehouse example

    Factors affecting inventory policy include:

    1. Customer demand

    2. Replenishment lead time

    3. Number of different products stored at the warehouse

    4. Length of planning horizon

    5. Costs:a. Order cost

    i. Cost of product

    ii. Transportation cost

    b. Inventory holding costi. Taxes and insurance on inventories

    ii. Maintenance costsiii. Obsolescence costs

    iv. Opportunity costs

    6. Service level requirement 100% is maximum level

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    Economic Lot size model

    Introduced in 1915

    Model assumptions:

    Single item

    Demand is constant at a rate of D items per day

    Order quantities are fixed at Q items per order; that is, each time the

    warehouse places an order, it is for Q items A fixed setup cost K is incurred everytime the warehouse places an

    order

    An inventory carrying cost, h, also referred to as holding cost isaccrued for every unit held in inventory per day

    Lead time is zero

    Initial inventory is zero

    Planning horizon is infinite

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    -D

    Gradient = demand

    Inventori, I(t)

    t0T

    For every cycle

    Q units are used up at rate D.

    => T=Q/D

    Q

    Cycle time

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    Economic Lot size model

    Total inventory cost in a cycle of length T:

    K +

    Since fixed cost is charged per order, andholding cost is for every unit held ininventory per day ( altogether there are T Q inventories in one cycle)

    Dividing by T and by using Q=TD

    Total cost per unit time:

    G(Q)=

    2

    hTQ

    2

    KD hQ

    Q

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    Economic Lot size model

    Can be shown that the optimal orderquantity that will minimize the cost function

    is:

    Q*=Popularly known as economic order quantity

    or EOQ

    2KD

    h

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    Sensitivity Analysis

    How sensitive is the cost function to errors in

    calculating Q (or if we deliberately order

    something different that Q*)?

    Let G* be the optimal cost:

    G*= KD/Q* + hQ*/2

    =

    =

    2

    22 /

    KD h KD

    hKD h

    2KDh

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    Sensitivity Analysis

    Can be shown that

    G(Q)/G* = (KD/Q + hQ/2)

    = [ Q*/Q + Q/Q*]

    By substituting values, can be shown that G(Q) is

    relatively insensitive to errors in Q.For instance, 100% error in Q results only 25%

    error in G(Q) (Table 3.1)

    2KDh

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    Insights

    Optimal policy balances between inventory

    cost per unit time and setup cost per unit

    time (Figure 3.2); if we equate hQ/2 and

    KD/Q, we will get the EOQ formula.

    Total inventory cost is insensitive to order

    quantities

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    Demand uncertainty

    Case: Swimsuit example:

    Illustrates:

    Importance of incorporating demand

    uncertainty and forecast demand

    Importance of characterizing the impact of

    demand uncertainty on the inventory policy

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    Case example

    Motivates a powerful inventory policy usedin practice to manage inventory:

    Whenever the inventory is below a certain

    value, say s, we order or produce to increase

    the level to S.

    Also known as the (s,S) policy or a min max

    policy.

    s is the reorder point and S is the order-up-tolevel

    In the swimsuit example reorder point is 8500

    units and the order-up to level is 12,000 units

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    Multiple order

    So far we only consider only a single

    ordering decision for entire planning

    horizon

    For some products it might be true because of

    short selling season and there is no

    opportunity to reorder products

    Usually a decision maker may orderproducts repeatedly during a planning

    horizon

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    Multiple order Consider a case where a distributor of TV sets

    (pg 51). Here distributor faces random demand for the product

    Manufacturer cannot instantly satisfy orders

    There is a fixed lead time

    Distributor has to keep inventory because: To satisfy demand that occurs during lead time

    To protect against uncertainty in demand

    To balance annual inventory holding costs and annual

    fixed order costs More frequent orders lead to lower inventory levels and

    hence lower holding costs but higher fixed costs

    Distributor has to decide on an inventory policy

    i.e when and how much to order

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    No fixed order costs

    Assumptions: Daily demand is random and follows a normal

    distribution

    No fixed order cost; every time the distributor orders,

    it pays an amount proportional to the quantity ordered

    Inventory holding cost is charged per item per unittime

    If customer order arrives when there is no inventory

    on hand, the order is lost Distributor specifies a required service level; the

    probability of not stocking out

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    No fixed order costs

    Information needed:

    AVG= average daily demand faced bydistributor

    STD= standard deviation of daily demand facedby distributor

    L = replenishment lead time from supplier todistributor in days

    h = cost of holding one unit of inventory per dayat distributor

    = service level

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    No fixed order costs

    Inventory position at any point in time is theactual inventory at the warehouse plus itemsordered by the distributor that has not yet arrived

    Distributor can use (s,S) policy where s=S.

    When distributor inventory drops below S it willorder a quantity that will bring the inventoryposition up to S.

    What is value of S?

    It consists of 2 components:Average inventory during lead time; to make sure

    there is enough inventory until next order arrives

    Safety stock; inventory the distributor needs to keep

    to safeguard against variations in demand

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    No fixed order costs

    S = (L AVG) + (z STD L)

    Constant z is chosen from statistical tables, to

    ensure that the probability of stockouts during

    lead time is exactly 1- (table 3.2)

    That the order-up-to level, S must satisfy,

    P (demand during lead time S) = 1-

    Read up on ex: 3.2.1

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    Fixed order costs

    Assume a fixed order cost of K for every item

    order placed

    In this case (s,S) inventory policy is used.

    s = (L AVG) + (z STD L)

    (the same as no fixed order cost)

    S = max {Q, L AVG} + z STD LWhere Q =

    From the economic lot size model

    2K AVG

    h

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    ACME Problem

    Current distribution system uses different

    warehouses to serve separate markets

    We have warehouses in Newton,

    Massachusetts and Parasmus, New Jersey

    The ACME example considers locating onlyone warehouse (somewhere between

    Parasmus and Newton) to replace the existing

    two, which is named central in the example

    Conducts a detailed inventory analysis based on

    two products and discover that a significant

    reduction of average inventory can be achieved

    for both products

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    Risk pooling

    Important concept in scm Replace existing warehouses with fewer strategically placed

    ones

    ACME example considers replacing two warehouses with one

    Use the concept of coefficient of variation Coeff of var = std dev/ avg demand

    Measures variability wrt average demand as opposed to standard deviationwhich measures absolute variabilty of customer demand

    Suggests that demand variability is reduced if weaggregate demand across locations Because high demand from one customer will be offset by low

    demand from another

    Allows reduction in safety stock and therefore reduce inventory

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    Risk PoolingEssentially it is a centralized distribution system

    Critical points:1. Centralizing inventory reduces safety stock

    and average inventory in the system.

    ---reallocation not possible in a decentralized

    distribution system where different warehouses servedifferent markets

    2. The higher the coefficient of variation, the greater thebenefit obtained from centralized systems

    3. The benefits from risk pooling depend on the

    behavior of demand from one market relative todemand from another.

    Benefit decreases as correlation between demandfrom two markets become more positive

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    Centralized vs decentralized

    Safety stock Safety stock decreases for centralized

    Service level Centralize is higher when both centralize and decentralize have same

    safety stock

    Overhead costs Costs are greater in a decentralized system because fewer economiesof scale

    Customer lead time Decentralize is shorter

    Transportation costs

    If we increase number of warehouses, outbound transportation costsdecreases because warehouse are closer to markets

    Inbound transportation cost increases

    Net impact is not totally clear

    Depends on situation

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    Managing inventory in the supply

    chain

    Models described concerns a single facility

    managing its inventory in order to minimize its

    own cost as much as possible.

    In a supply chain the objective is reducesystemwide cost

    => We have to consider the interaction of the

    various facilities and the impact of this

    interaction on the inventory policy employed by

    each facility

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    Managing inventory in the supply

    chain

    Consider a retail distribution system with a

    single warehouse serving a number of

    retailers. Two assumptions:

    Inventory decisions are made by a single

    decision maker whose objective is to minimize

    systemwide cost

    Decision maker has access to inventoryinformation at each of retailers and at the

    warehouse

    M i i t i th l

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    Managing inventory in the supply

    chainEchelon inventory concept

    Echelon is defined as the stage or level in a supplychain.

    Echelon inventory is defined as the on hand

    inventory at any echelon plus all thedownstream inventory.

    Eg: Echelon inventory at warehouse= inv atwarehouse + inv in transit to and in stock at

    retailersEchelon inventory position at warehouse =

    echelon inventory at warehouse + items orderedby warehouse that has not yet arrived

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    Managing inventory in the supply

    chain=>the following effective approach in managing the single warehouse multi-

    retailer system:

    1. Individual retailers are managed as described before (see model (s,S)etc); i.e when inventory position at retailer falls below s, it will send anorder to warehouse to raise its inventory position to S.

    2. Warehouse ordering decision is based echelon inventory position at

    warehouse; also (s,S); this means that when echelon inventory positionfalls below s, it will order from its supplier so as to raise echelon inventoryposition to S.

    s = (LeAVG) + (z STD Le)

    Where Le= echelon lead time, defined as lead time between the retailers andthe warehouse plus leadtime between warehouse and its supplier

    AVG= average demand across all retailers

    STD= standard deviation of demand across all retailers

    This technique can be extended to more complex supply chains

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    Inventory reduction strategiesReferring to a survey in 1998; identified 5 top strategies

    Periodic inventory review policy Inventory is reviewed at a fixed time interval and

    every time it is reviewed, a decision is made on order

    size

    Possible to identify slow moving and obsoleteproducts and allows for reduction of inventory

    Tight management of usage rates, lead times and safety

    stock

    Allows firm to make sure inventory is kept at theappropriate level

    Can identify situations where usage rates decrease

    for a few months which implies an increase in

    inventory levels over the same period

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    Inventory reduction strategies ABC approach

    Here items are classified into 3 categories

    Class A-all high value products, accounts for about

    80% of annual sales

    Class B- accounts for 15% of annual sales

    Class C- low value items, no more than 5% of

    sales

    Reduce safety stock levels

    Can be achieved by focusing on lead time reduction Quantitative approaches

    Similar to the models described earlier