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Graduate Program in Business Information Systems Inventory Decisions with Certain Factors Aslı Sencer
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A Retailer’s Plea If I order too little, I make no profit. If I order too much, I may go broke. Every product is different. Help me!
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Aslı Sencer Why do we control inventory? Inventories represent a vast segment of total economic activity. Even minor improvements can create large savings. How do we control inventory? Application of optimization techniques Information processing and retrieval techniques
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Aslı Sencer Decisions of an inventory policy If there is no production, i.e., pure inventory system How much to order? Order quantity When to order? Reorder quantity Ex:Order Q=100 units when the inventory level drops to r=15 units. If there is also production When to start/stop production?
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Aslı Sencer An inventory system
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Aslı Sencer Elements of Inventory Decisions Costs: Ordering and Procurement costs Inventory holding or carrying costs Inventory shortage costs Demand structure How does it vary? Certain, uncertain? Supply structure Any capacity limitations, defectives, number of suppliers? Lead times: Certain, uncertain?
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Aslı Sencer Ordering and Procurement Costs Represent all expenses incurred in ordering or manufacturing items related to Acquisition Transportation Collecting, sorting, placing the items in the storage Managerial and clerical costs associated with order placement. Ordering costs are fixed, independent of the order size. Procurement costs depend on the order size.
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Aslı Sencer Holding or Carrying Costs Expenses incurred during the storage of items. Physical Costs: Warehouse operation costs, insurence, property taxes. Pilferage, spoilage, obsolescence Opportunity cost of investing in inventory rather than investing somewhere else, ex. in a bank. Inventory costs are variable costs that depend on the order size.
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Aslı Sencer Shortage Costs Occur whenever the demand is not satisfied. Order is either “backordered” or “lost”. Backordering Costs: Fixed cost of extra managerial work. Loss of customer goodwill: Variable cost that depends on duration of backorder. Lost Sales Costs: Marginal profit that the item would have earned. Loss of customer goodwill.
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Aslı Sencer Demand Structure Continuous versus discrete demand Ex: Natural gas consumption in houses Detergent consumption in houses Deterministic (certain) versus stochastic (uncertain) demand Ex: Order quantities for the next months are 20,30,10,50. Order quantities in a month are normally distributed with mean 25 and variance 4. Constant versus dynamic demand Ex: Demand quantities for the next months are 20, 21, 20, 19 Demand quantities for the next months are 20, 50, 10, 2
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Aslı Sencer Supply Structure Any defectives? If the received lot includes defective items this brings uncertainty Any capacity limitations? Do we fully receive what we order? Number of suppliers, fixed or variable?
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Aslı Sencer Lead time Time elapsed between the order delivery and order receipt. Can be constant or stochastic. Ex: Lead time is 10 days. Lead time is between 8-12 days.
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Aslı Sencer The Economic Order Quantity EOQ-Model Decision variable:Q = Order Quantity Parameters: k = Fixed cost per order ($/order) A = Annual number of items demanded (unit/year) c = Unit cost of procuring an item ($/unit) h = Annual cost of holding a dollar in inventory ($/$/year) Objective is to “minimize total annual cost”. Total = Ordering + Holding + Procurement Annual costCost
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Aslı Sencer EOQ Inventory Policy Average Inv. Level
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Aslı Sencer Assumptions of Classical EOQ Model Demand rate is constant or stable. There is infinite supply availability. Lead time is constant or zero. No quantity discounts are made. All demand is met on time, no backordering, no stockout.
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Aslı Sencer Costs of EOQ Model Total ordering cost is the number of orders times the cost per order: Total holding cost is the cost per item held 1 year times the average inventory: The annual procurement cost is the product of annual demand and unit cost: Procurement cost = Ac
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Aslı Sencer Annual Cost of EOQ-Model Here Ac is not a relevant cost and thus dropped. Minimize Total Annual Inventory Cost:
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Aslı Sencer Optimal Solution of EOQ Optimal solution is the economic order quantity Optimal Total Cost
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Aslı Sencer Example:The House of Wines and Liquors Allex Mullen decides that the first task in utilizing inventory models is to determine the value of model parameters: Annual demand 5200 cases of beer $10 telephone charge for ordering Purchase cost is $1.5/case beer +shipping cost $0.5/case 10%bank interest, 5%state franchise tax, 5% theft insurance rate How many should he order, how often, and at what annual relevant inventory cost?
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Aslı Sencer Solution: The economic order quantity is The inventory cycle duration is T = Q/A = 510/5200 = 0.098 year or 36 days The total annual relevant inventory cost is:
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Aslı Sencer Robustness of EOQ Model EOQ is a robust model with respect to the estimation errors in A, k, c or h. Let A actual =4 A estimated Then EOQ actual =2 A estimated Since
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Aslı Sencer Ex: The House of Wines and Liquors Alex Mullen applies EOQ to another product, a particular variety of Chilean wine that sells 1000 cases annually. The cost is $20 per case. A telephone call to Chile to place an order costs $100. The holding costs are the same as for Tres Equis Beer.
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Aslı Sencer Ex: T = Q/A = 24/1000 =.224 year or 82 days
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Aslı Sencer Optimal Inventory Policy with Backordering Orders placed during shortages are backordered.
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Aslı Sencer Optimal Inventory Policy with Backordering S: Quantity on hand when a shipment arrives. P: Cost of being one item short for a year Optimal order quantity and order level:
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Aslı Sencer Example:The House of Wines and Liquors-Backorders The marketing department tells Alex that beer is a convenience product that can not be backordered, so sale is lost! However some wine customers are connoisseurs who are willing to order out-of-stock items. Nevertheless, the store owner will incur some penalty cost if there is a shortage of wine. Suppose that retailer suffers lost profit on future business equal to $0.01/unit each day that a wine is on backorder. What should be the optimal ordering policy if backordering is allowed? Solution: The order quantity is computed: p = $.01×365 = $3.65/unit/year.
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Aslı Sencer The order level S is The relevant cost is smaller than before, why? Example: Solution
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Aslı Sencer Is backordering better? Fewer orders are placed when there is backordering. Average inventory level is smaller. Backorders/cycle= Q* – S*=324 – 154 = 170 units/cycle. Proportion of demand not satisfied on time =(Q*-S*)/Q*=170/324= 52.5% The results suggest that: Retailers will run short in each cycle. But can they get away with it? So backordering must make sense!
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Aslı Sencer Imputed Shortage Penalty An alternative approach for establishing an inventory policy is based on achieving a desired service level. Service Level, L is the proportion of demand met on time Imputed shortage penalty p= hcL 1 L
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Aslı Sencer As p increases EOQ is more robust $36 imputed shortage penalty 236 212 L=90% EOQ with no backordering P 324 154 224 L=47.5% Q* S* $3.65 A=1000 units/yrk=$100/order c=$20/unit h= $0.20/$/year
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Aslı Sencer Economic Production-Quantity Model The inventory model may be extended to finding the optimal production quantity.
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Aslı Sencer B: Annual production rate K: Production setup cost. c: Variable production cost per unit. Total Annual Cost: Economic Production Quantity: Economic Production-Quantity Model
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Aslı Sencer Example: Water Wheelies have annual demand of A =100,000 units and are made at the rate of B = 500,000 units. Production costs are k = $2,000/setup and c = $5/unit variable. It costs h = $.40/year to tie up a dollar. Economic production quantity is Total relevant cost is TC(8,944)
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Aslı Sencer More Elaborate Models Incorporate a second one-time shortage penalty. Add additional products. Incorporate uncertainty regarding: Demand Lead-time for delivery of order Incorporate lost sales Extend to single period products
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Aslı Sencer Economic Order Quantity Model (Figure 15-3)
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Aslı Sencer Sensitivity Analysis (Figure 15-6)
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Aslı Sencer Graphing the Sensitivity Analysis (Figure 15-7)
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Aslı Sencer Backordering Model (Figure 15-9)
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Aslı Sencer Production Model (Figure 15-13)
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