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Inventory Management
Part-II
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EOQ Problem 1: Let monthly demand at a retailer is 1000 units. Fixed
ordering costs are Rs 4000 per order. Item cost is 500 peritem. Inventory holding costs are 20%.
Determine:
1. Nos. of units in each replenishment lot.
2. Cycle inventory
3. Nos. of orders per year
4. Annual Inventory related costs (ordering and inventory holding costs)
5. Average material flow time
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Annual demand, D = 1,000 x 12 = 12,000 units
Order cost per lot, Co = Rs 4,000
Unit cost of item, C = Rs500Inventory holding cost per unit per year (as a fraction of unitcost) Cc = 0.2 x 500 = Rs 100
Qopt = 2 Co D / Cc = 2 x 4000 x 12000 / 100= 980 units
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Cycle Inventory = Qopt / 2 = 980/2 = 490
Nos. of orders per year = D / Qopt = 12000 / 980 =
12.24 Annual ordering and inventory holding costs
= (D / Qopt )x Co + (Qopt / 2 ) x Cc
= 12.24 x 4000 + 490 x 100 = Rs 97960
Average material flow time = Qopt / 2 D
= 980 / 2 x 12000 = .041 year = .49 months =14.96 days
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Now if in the previous example, manager wants toreduce the lot size to 200, then what are the annualinventory related costs. With Q=200
(D / Q )x Co + (Q / 2 ) x Cc = Rs 250,000. This lot size is
undesirable as total costs have increased. What need to be done make the lot size reduction
optimal ?
Qopt = 200, D = 1000x12=12000, Cc = .2 x 500 = 100
Qopt = 2 Co D / Cc can be written as :Co = Cc (Qopt)^2 / 2 x D = 166.7
Manager has to reduce the ordering cost from Rs 4000 to Rs166.7 for the lot size of 200 to be optimal.
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EOQ Problem 2:
The epaint store stocks paint in its warehouse and sells itonline on its internet website. The store stocks severalbrands of paint. However its biggest seller is Sharman-
Wilson Ironcoat paint. The company wants to determinethe optimal order size and total inventory cost for Ironcoatpaint given an estimated annual demand of 10,000 gallons
of paint, an annual carrying cost of $ 0.75 per gallon and anordering cost of $150 per order. Also determine the nos. of orders per annum and time between orders (i.e. order cycletime) with 311 working days per year.
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EOQ Problem 2
13-7
C c = $0.75 per gallon C o = $150 D = 10,000 gallons
Qopt =2C o D
C c
Qopt =2(150)(10,000)
(0.75)
Qopt = 2,000 gallons
TC min = +C o D
Q
C cQ
2
TC min = +(150)(10,000)
2,000
(0.75)(2,000)
2
TC min = $750 + $750 = $1,500
Orders per year = D/Qopt
= 10,000/2,000
= 5 orders/year
Order cycle time = 311 days/( D/Qopt)
= 311/5
= 62.2 store days
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Problem:
Assume that epaint store has its own manufacturing facility in which it produces ironcoat paint. The ordering cost Co isthe cost of setting up the production process. Co = $150.
Cc= $0.75 per gallon and D=10,000 gallons per year. Themanufacturing facility operates for 311 days in a year, sameas store. Manufacturing facility produces 150 gallons perday. Determine the optimal order size, total inventory cost,
length of time to receive an order, number of orders per year and maximum inventory level with 311 working daysper year.
4-8
Production Quantity Model
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ro uct on uant ty o e –
ro em(related to Problem 2)
13-9
C c = $0.75 per gallon C o = $150 D = 10,000 gallonsd = 10,000/311 = 32.2 gallons per day p = 150 gallons per day
Qopt = = = 2,256.8 gallons
2C o D
C c 1 - d
p
2(150)(10,000)
0.75 1 - 32.2150
TC = + 1 - = $1,329d
p
C o D
Q
C cQ
2
Production run = = = 15.05 days per order= Length
of time to receive an order
Q
p
2,256.8
150
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Production Quantity Model
13-10
Number of production runs = = = 4.43 runs/year
= Nos. of orders per year
D
Q
10,0002,256.8
Maximum inventory level = Q 1 - = 2,256.8 1 -
= 1,772 gallons
d
p
32.2
150
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Inventory Management
Safety Inventory :• Cycle Safety Inventory model assumed that there is no
uncertainty in demand and supply.
Actual Demand may differ from the forecasted demandfor a given period due to demand fluctuations or forecasterrors – Demand Uncertainty
• Also, supplier lead time may be uncertain – Supply
Uncertainty
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• The uncertainty in demand or supply may lead to a
“stockout situation”.
• To take care of stockout situations, firms carry safety
inventory
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Safety Inventory Model:
R= reorder point
• Safety Inventory is the average inventory in hand
when the replenishment lot arrives.
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Cycle Stock + Safety Stock
Inventory
Time
Average
Inventory
Cycle Inventory
Safety Inventory
Average inventory carried by the firm is the average
cycle inventory plus safety inventory.
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Tradeoff – Increase in safety inventory improves
product availability i.e. decrease stock out costs but it
also increases inventory carrying costs of the firm.
In today’s business environment, a firm faces:
a. Pressure to improve product availability
b. Increased product variety
c. Shorter product life cycle
• a and b pushes a firm to increase safety inventory whereas
c pushes it to decrease safety inventory.
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Level of Safety inventory is decided by capturing :
1. Uncertainty in demand
2. Uncertainty in supply
for a given Target service level
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Capturing Uncertainty:
Uncertainty in demand is captured using demand distribution.
In real life situations, demand can be assumed to follow a normaldistribution.
Uncertainty is measured using: Standard deviation ,Coefficient of variation, Range.
Standard deviation is most widely used measure.
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Coefficient of Variation = Standard deviation / Mean
Slow moving items typically have higher uncertainty and
higher CV while fast moving items have lower uncertainty andlower CV.
For a new item or new supplier where past data is not available,
a subjective assessment of standard deviation can be made as :Standard Deviation =
Range (i.e optimistic estimate – pessimistic estimate)/ 6
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Demand distribution is characterized by mean demandand standard deviation of demand.
Let d1, d2, d3, d4………….. dn be the demand observed for n
days. Mean or average demand = d=(d1 + d2+ d3+ d4 …. dn )/ n
Standard deviation of daily demand = d
= ((d1 - d)^2 + (d2 - d)^2 + ………….(dn - d)^2) / n
Similarly for supply uncertainty, mean lead timebe L and standard deviation of lead time is L
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Safety Inventory Model:
Referring to the model, there is no possibility of stockout between the point
the replenishment arrives and reorder point.
Firm is exposed to stockout only after placement of order and arrival of
replenishment i.e. during the lead time.
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Let LTD denotes the mean value of the total lead timedemand and Lead Time Demand is the standard deviation of lead time demand.
Uncertainty during the lead time is because of uncertainty in actual demand and/or uncertainty is
supply.
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Value of LTD and Lead Time Demand can be calculated from leadtime demand distribution, if it is available from historicaldata.
Or by using the formulas as:
(L= Average Lead time, d = Average Daily Demand)
LTD = L x d
Lead Time Demand = L d2 + d2 L2
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Safety Stock = K x Lead Time Demand
Here K is the Safety Factor= Nos. of standarddeviation corresponding to service level probability.
K indicates product availability.
Safety Stock = K d L if L is zero
Reorder Point (when to place the order)=
LTD + Safety Stock = LTD + K Lead Time Demand 4-23
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Safety Stock
Distribution of Demand During Lead Time
Inventory Management
LTD = d L
Probability of Stockout
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Reorder Point For a Service Level
13-25
Probability ofmeeting demand duringlead time = service level
Probability ofa stockout
R
Safety stock
d L
Demand
K d L
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Demand Data
d1 d2 d3 d4 d5 d6 d7 d 8 d 9 d10
Demand 115 95 150 125 28 90 93 115 93 96
Lead-time data
L1 L2 L3 L4 L5 L6 L7 L 8 L 9 L10
Lead-time
12 15 4 21 18 11 12 18 19 20
Determine safety stock, R eorder point with a 95% servicelevel and a 5% stockout probability. Basic demand and lead-time data is given.
Safety Stock For Variable Demand with supplyuncertaintyIllustration - 1
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Daily Demand d, Mean d = 100 , d = 30
Supplier Performance
Mean lead time = L= 15 Days , L = 5
LTD = 100 x 15=1500
Lead Time Demand = 513
Now,
Safety Stock = K x Lead Time Demand
For a 95% service level, K = 1.65
Safety Stock = 846
Reorder Point = 1500 +846 = 2346
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There exists a relationship between service level and K (which isnon-linear). Given the desired service level, value of K can bedetermined or vice versa
( Using excel function :Service level = NORM.DIST(K,0,1,1) or K
= NORM.INV (s/100, 0,1); or K = NORMSINV(s); Alternatively ztable can be used.
In the present problem, if K=1 then Service Level = 84.1%,then Safety stock = 513 units.
It means with this safety stock chances of stockout in areplenishment cycle are 15.9 percent only (100-84.1).
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Impact of Service Level On Safety StockInventory Management
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Measuring Product Availability
• Cycle service level (CSL)
Fraction of replenishment cycles that end with all customer
demand being met.
It is the probability of not having stockout in a replenishment
cycle
• Product fill rate ( fr ) : Fraction of product demand satisfied
from product in inventory
• Order fill rate: Fraction of orders filled from available inventory
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Safety Stock For Variable Demand but no supplyuncertaintyIllustration - 2
Copyright 2011 John Wiley & Sons, Inc. 13-31
Daily demand of a product at a paint store is 30 gallons and standard deviation of 5
gallons per day. Demand is normally distributed. Lead time for receiving a new order
is 10 days with no uncertainty. The paint store wants a reorder point with a 95% CSL
and a 5% stockout probability
d = 30 gallons per day L = 10 days
d = 5 gallons per day
LTD= Lead Time Demand= d L
For a 95% service level, K = 1.65
R = dL + K d L
= 30(10) + (1.65)(5)( 10)
= 326.1 gallons
Safety stock = K d L
= (1.65)(5)( 10)
= 26.1 gallons
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Inventory Control Systems
13-32
Continuous system (fixed-order-quantity) Constant amount ordered when inventory declines to
predetermined level Inventory is tracked continuously
Time between orders is not fixed Order quantity is fixed
Periodic system (fixed-time-period) Order placed for variable amount after fixed passage of time
Order is placed to raise the inventory to prespecified threshold. Inventory is not tracked continuously Time between orders is fixed Order quantity is not fixed
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Impact of Supply Chain Redesign on Inventory: Impact of Aggregation : Centralisation vs Decentralisation
Any supply chain redesign has a significant impact on costs
especially inventory and transportation costs.
With centralization, firm will be able to reduce inventory relatedcosts but will increase its transportation cost to maintain sameservice level.
Supply chain managers need to justify the same with rigorous cost– benefit analysis by taking into account inventory related costsand transportation costs.
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Impact of Aggregation on
Safety Inventory
Aggregation and safety inventories in Centralisation
Di: Mean weekly demand in region i, i = 1,…, k
i: Standard deviation of weekly demand in region i, i = 1,…, k
r
ij
: Correlation of weekly demand for regions i, j,
1 ≤ i ≠ j ≤ k
: Demand faced by Central location
: Standard Deviation of weekly demand for central location
DC = Dii=1
k
; var DC ( ) = i
2+2
ij i j
i> j
i=1
k
;
D
C = var D
C ( )
C D
C
D
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Centralization vs Decentralization
Illustration:
Let us consider the case of a company that currently has 16 regionalstock points/warehouses and serves its dealers from the closest
stock point.
The supply chain manager is exploring the option of centralising itsinventory.
Let each region have similar demand distribution with meandaily demand=d= 100 and standard deviation = 30.
Demand of different regions in independent
Each stock point/ warehouse in both centralisation and
decentralization gets served by plant with lead time of exactly 15days. 4-35
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Average transportation cost in decentralization case is Rs 1 / unitand in centralization case increases by 10% i.e. Rs 1.1 / unit.
Ordering Cost = Co (or S) = Rs 256 / order
Inventory holding cost per unit per year = Cc = Rs 6
Required service level = 97.7% (K=2)
Working days per year = 300
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Cycle Inventory:
Centralized case
D = 16 x 100 x 300; Qopt = 6400,
Hence Cycle Inventory = 6400/2 = 3200
Decentralized case D for each Stock point in decentralized case = 100 x 300;
Qopt = 1600, Hence Cycle Inventory = 1600/2 = 800
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Safety Inventory:
Demand faced by centralized stock point:
d = d1 +d2 + d3…………dn
D = d12 + d22 + d32 ………. dn2 The phenomenon is called “Risk Pooling” which
suggests that demand uncertainty is reduced whendemand across demand locations is pooled.
It happens because higher demand in one loactionoffsets lower demand in another location.
Lower demand uncertainty leads to lower safety stockin the centralized case.
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Safety Stock:
In case of centralisation
D = 302 x 16 = 120
Safety stock = K D L = 2 x 120 x 15 = 928
In case of Decentralisation
For each regional stock point,d= 30, K=2, Safety stock = K d L = 2 x 30 x 15 = 232
For all 16 locations, Safety Inventory = 16 x 232
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4-40
Decentralised system – 16
stock points
Centralised system – 1
stock point
Cycle stock/stock point =
Qopt / 2
800 3200
Safety Stock per stock point 232 928
Total Inv. in units for the
system
(232+800) 16
= 16512
928+3200
= 4128
Total Inv. carrying cost 16512 6
= 99072
4128 6
= 24768
Incremental Transportation
cost
300100160.1
=48,000
Inventory Management
Option of centralising the inventory should be chosen
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Note:
Safety stock decreases due to risk pooling and lowerdemand uncertainty faced by centralised location.
Cycle stock in centralized case reduces because of aggregation.
If in this case, transportation costs say increases by say 25%
, then centralisation will not be beneficial.
Benefit of centralization / aggregation decreases asdemand of different decentralized locations becomepositively correlated.
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Impact of Aggregation on
Safety Inventory
The Square-Root Law
If nos. of independent stocking locations decreases by m, the
average safety inventory decreases by a factor of
m
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Centralisation vs Decentralisation:i. Higher the demand uncertainty of the product, higher will be
the savings in safety stock when moving from decentralisationto centralisation.
ii. For fast moving products like salt, wheat with low demand uncertainty and high transportation cost, centralisation is notbeneficial.
iii. For slow moving products with high demand uncertainty, it isbetter to centralise.
iv. Higher the nos. regional stock points, higher will be the savingsin cycle inventory in case of centralization because of
economies of scale (square root law). 4-43
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• Two possible disadvantages to aggregation
Increase in response time to customer order
Increase in transportation cost to customer
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Managerial Levers to Reduce safety Stock:
1. Reduction in Demand Uncertainty:
This can be achieved with better forecasting or entering intocontracts with some customers with assured stable demand.
2. Reduction in Supplier Lead Time: This can be achieved by working with supplier and by using faster mode of transport.
3. Reduction in supply uncertainty: This can be achieved usingmore reliable modes of transport and working with supplier.
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Managing Seasonal Inventory:
A firm that faces seasonal variation in demand can followeither of the two basic approaches:
Chase Option: Produce as per demand in each season andcarry no seasonal inventory. During peak season demandcan be met by either hiring more labour, running overtime,outsourcing etc.
Level Option: Produce at the same level through out the year and build inventory during lean season and use thisinventory to take care of excess demand during the peakseason.
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Illustration: A toy manufacturer faces demand for toys as given.
Inventory carrying cost per unit per quarter is Rs3. Each worker can produce 500 units of toys per quarter.
Each temporary worker hired during the peak demandquarter (Q4) will result in additional cost of Rs 6000.
Manufacturer needs to decide whether to pursue chase orlevel option to meet demand.
Relevant costs to be considered are the incremental costs of hiring in chase option and inventory carrying costs in caseof level option.
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Short lifecycle products:
1. Selling season is small.
2. Either physical deterioration (perishable goods) or
perceived value (style goods) decreases after sellingseason.
3. One does not have opportunity of replenishmentduring selling season.
4. Sales should be anticipated before selling season andrequisite stock carried.
5. E.g. fashion products, bread, newspaper
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Optimum Order size for short life cycle products Cu = Cost of understocking
Co = Cost of Overstocking
Optimal service level = (Cu x 100) / (Cu + Co) Optimal order size = Mean Demand + K x
standard deviation of demand
K = Service factor
Cost of understocking is an opportunity loss by thefirm for each unit of lost sales.
The cost of overstocking is the loss incurred by a firmfor each unit at the end of the selling season.
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Illustration: Optimum Order for a New Music CD
CD purchase price = Rs. 200
CD sales price = Rs. 300
CD sales price after first weeks = Rs. 62.
Demand: Average 100 and Standard Deviation 30
Find optimum order quantity.
If manufacturer offers buyback scheme with cost of
administering return- Rs. 53, what would be thedecision?
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With Cu = 100, Co = 138
Optimum service level = .42 = 42 %
Corresponding K = -0.2Optimum order size = 100 – 0.2 x 30 = 94
In case of buyback:
Cu = 100, Co = 53
Optimum service level = .655 = 65.5 %
Corresponding K = 0.4
Optimum order size = 100 + 0.4 x 30 = 112
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Multiple – item, Multiple location InventoryManagement:
1. Managing inventory in actual supply chain involvesdealing a large number of items often stocked at multiplestock points at various stages in the supply chain.
2. Inventory management need to be carried out at each of these stock points and integrated with the rest of thesupply chain.
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Inventory Management For multiple items, theoretically inventory
management and supply chain analysis is to be carriedout for each and every items.
Since nos. of items are in general large and have varying importance, managers divide items intomultiple categories and handle different
categories in different ways. There are several classification schemes for
categorizing items or SKU
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Inventory Management1. ABC Classification:
Items are classified on the basis of sales on value terms.
A = very Important
B = Moderate Important
C = Little Important
ABC analysis is used for a) allocation of management time b)Improvement Efforts c) Setting up service levels d)Stocking decisions – e.g. A category items at regionaldistribution points, C category items at central warehouse,B category at few regional locations
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ABC Classification
Class A
5 – 15 % of units
70 – 80 % of value Class B
30 % of units
15 % of value
Class C 50 – 60 % of units
5 – 10 % of value
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Illustration:
The maintenance department for a small manufacturingfirm has responsibility for maintaining an inventory of spare parts for the machinery it services. The partsinventory, unit cost, annual usage are given in followingtable.
The department manager wants to classify the inventory parts according to the ABC system to determine whichstocks of parts should be closely monitored.
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ABC Classification
ABC Classification Illustration
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ABC Classification- Illustration
13-58
1 $ 60 90
2 350 40
3 30 130
4 80 60
5 30 100
6 20 180
7 10 170
8 320 50
9 510 6010 20 120
PART UNIT COST ANNUAL USAGE/Demand
ABC Cl ifi ti
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ABC Classification
13-59
9 $30,600 35.9 6.0 6.0
8 16,000 18.7 5.0 11.0
2 14,000 16.4 4.0 15.0
1 5,400 6.3 9.0 24.0
4 4,800 5.6 6.0 30.03 3,900 4.6 10.0 40.0
6 3,600 4.2 18.0 58.0
5 3,000 3.5 13.0 71.0
10 2,400 2.8 12.0 83.0
7 1,700 2.0 17.0 100.0
TOTAL % OF TOTAL % OF TOTAL
PART VALUE VALUE QUANTITY % CUMMULATIVE
A
B
C
$85,400
ABC Classification
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ABC Classification
13-60
Example 10.1
% OF TOTAL % OF TOTALCLASS ITEMS VALUE QUANTITY
A 9, 8, 2 71.0 15.0
B 1, 4, 3 16.5 25.0
C 6, 5, 10, 7 12.5 60.0
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2. FSN classification
Items are classified as Fast moving , slow moving andnon-moving.
Slow moving items are stored centrally and fastmoving items are stocked de-centrally.
Non-moving items are candidates for disposal.
This type of classification is popular in retail industry.
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3. VED Classification:
Items are classified on criticality:
Vital = V, Essential = E , Desirable = D
This type of classification is popular in maintenancemanagement.
One can fix different service levels for different items.
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Two Forms of Demand
13-63
Dependent
Demand for items used to produce final products
Tires for autos are a dependent demand item Independent
Demand for items used by external customers
Cars, appliances, computers, and houses are
examples of independent demand inventory
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Inventory Management
Decoupling Inventory:
• Entire supply chain is usually divided into multiple stages with
multiple decision makers.
• Decision making units can be both at both organisational and
departmental level.• At organisational and departmental boundaries large
inventories can be held.
• The decoupling inventory provides the flexibility needed
by each decision making unit to manage its operations
independently and to optimise its performance.
• Improved coordination among stages can reduce decoupling
inventory significantly. 4-64
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Illustration :
LT -Shipment by air = 7 days
LT- Shipment by sea = 45 days
Average demand = 100/day
Pipeline Inventory ( Shipment by air) = 700 units
Pipeline Inventory ( Shipment by Sea = 4500 units
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Inventory Management
Dead Inventory or Stock:
Dead Stock refers to that part of non-movinginventory that is unlikely to be of any further use insupply chain operations or markets.
Dead Stock, essentially includes items that have become
obsolete because of changes in customer preferences,design, production processes.
Unfortunately, in many firms dead stock is allowed toaccumulate as disposal of dead stock show up in balance
sheets as financial loss. Rather it is wrongly shown asassets.
Firms should carefully monitor dead stock and find meansto reduce it.