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OMSAN LOJİSTİK
Customer Service / Fill Rate Planning
Inventory Planning and Management
Latin America Logistics Center
Logistics Management Series -
Fill Rate Planning
Fill RateForecastingEOQReplenishmentPositioning
Inventory
Segmentation of the Logistics and Inventory Planning Strategy
Channel 1 Channel 2 Channel 3 Channel nA B C A B C A B C nA nB nC
Commodity 1ABC
Commodity 2ABC
Commodity 3ABC
Commodity nnAnBnC
The logistics strategy addressing customer service policy, inventory strategy, supply strategy, transportation strategy, and warehousing strategy should be segmented by channel and customer class within channel and by commodity and item class within a commodity.
What Customers Want?
Fill Rate Planning
• Optimum Fill Rate vs. Actual Fill Rate
• Customer Satisfaction
• Computer Assisted Fill Rate Planning
• Case Studies
DefinitionFill Rate
• Inventory Fill Rate is the Definition and Planning of the Product Availability to Satisfy Customer Orders
• Fill Rate should be defined by:– Product Type– Customer Type– Channel– Method of Evaluation
Optimum Customer Service Level / Fill Rate
$-
$500
$1,000
$1,500
$2,000
$2,500
$3,000
50.0
00%
60.0
00%
65.0
00%
70.0
00%
75.0
00%
80.0
00%
85.0
00%
90.0
00%
92.5
00%
95.0
00%
97.0
00%
98.0
00%
99.0
00%
99.5
00%
99.7
00%
99.9
50%
Customer Service Level Measured as Fill Rate
Inventory Carrying Cost
Lost Sales Cost
Total Policy Cost
Total Inventory Cost vs. Fill Rate
• TIC = Lost Sales Cost + Inventory Carrying Cost = LSC + ICC
• LSC = Unsatisfied Demand x Unit Price x Scarcity Factor = AD x (1-FR) x UP x SF
• ICC = Average Inventory Level x Unit Inventory Value x Inventory Carrying Rate = AIL x UIV x ICR
Total Cost of the Inventory Policy
Annual DemandAD
% Unsatisfied Demand(1-ufr)
Unit Sales PriceUSP
Scarcity FactorSF
Lost Sales CostLSC = f(ufr)
Purchase Order CostPOC
Annual DemandAD
1/Unit Inventory Value.1/UIV
1/Inventory Carrying Rate. 1/ICR
Economic Order Quantity (half)EOQ/2
Lead TimeL
Unit Fill Rateufr
Forecast Errore
Safety StockSS
Average Inventory LevelAIL
Unit Inventory ValueUIV
Average Inventory ValueAIV
Inventory Carrying RateICR
Inventory Carrying CostICC = f(ufr)
Total Policy CostTPC = f(ufr)
+x
xx
x
x
EOQ = [(2*AD*POC)/(ICR*UIV)]1/2
SS = f(e, ufr, L)
+
Optimum Fill Rate Planning Parameters
• Inventory Carrying Rate (ICR)• Purchase Order Cost (POC)• Scarcity Factor (SF)• Unit Sales Price (USP)• Unit Inventory Value (UIV)• Lead Time (L)• Annual Demand (AD)• Forecast Error (e)
Expected Outcome
• Optimum Fill Rate
• Optimum Inventory Turnover
• Efficient Order Quantities
• Outcomes Segmentation– By Product/segment– By Customer/segment
ParametersInventory Carrying Cost
ParametersBy Product Type
OutcomeEconomic / Efficient Order Quantity
OutcomeAverage Inventory Value vs. Turns
OutcomeFill Rate Optimization
What Fill Rate?
SCENARIO 1SCENARIO 1
Part Ordered Received
A 1,000 990 B 2,000 1,990 C 4,000 3,990 D 2,000 1,990 E 1,000 990
Total 10,000 9,950
Line Fill Rate 0.0%
Order Fill Rate 99.5%
SCENARIO 2SCENARIO 2
Part Ordered Received
A 1,000 1,000B 2,000 2,000C 4,000 0D 2,000 2,000E 1,000 1,000
Total 10,000 6,000
Line Fill Rate 80%
Order Fill Rate 60%
Fill Rate by Product
PART FILL RATE
PART VALUE ($)
INVENTORY ($)
95% 95%
$1,054
$50
$1,384
$500
98% 0%
$1,216
$50
$0
$500
Same FILL RATEFILL RATE
Product Service Level
Probality of being in the
order*
95%
97% 3%
* Frequency that the part is needed
Keyboard
PC
CPU
95%
97% 3%
Different FILL RATEDifferent FILL RATE
Keyboard
PC
CPU
Order versus Product: Fill Rate?
Define: Pij = Probability that product j is required in order i
i = Proportion of orders i completed on time
j = Fill Rate product j
j jijP
i11
PRODUCT versus ORDER FILL RATE
Probability Productof being in Fill Ratethe Order
Product 1 0.9 0.95Product 2 0.9 0.95Product 3 0.9 0.9Product 4 0.6 0.8Product 5 0.6 0.8Product 6 0.6 0.8
ORDER FILL RATE = 0.57
Average FILL RATE = 0.87
Modeling Fill Rate Recommendations
A's B's C's D's E's TotalsLine Fill 91.66% 98.21% 72.90% 90.00% 92.6%Units per Line 29 6 3 1Fill Rate 99.7% 99.7% 90.0% 90.0% 0.0% 91.6%Turns 12.85 9.90 8.84 4.17 0 2.48 SKUs 1,068 2,080 4,884 20,097 40,720 68,849
%ActSKUs 3.8% 7.9% 17.3% 71.5% 0.0% 100.5%%CatSKUs 2.6% 3.0% 7.1% 29.2% 59.1% 100.0%%Sales 47.0% 32.0% 14.0% 7.0% 0.0% 100.0%UAIV 13,286$ 8,544$ 3,013$ 1,193$ #N/AUICC 5,580$ 3,588$ 1,266$ 501$ #N/ACAIV 14,189,935$ 17,771,402$ 14,717,300$ 23,985,323$ 15,651,000$ 86,314,960$ %CAIV 16% 21% 17% 28% 18% 100%CICC 5,959,773$ 7,463,989$ 6,181,266$ 10,073,836$ 6,573,420$ 36,252,283$ %Issues 83% 12% 4% 2%
Model vs. Current Fill RateBy Category
92,5%
90,0% 90,0%
85,0%
91,8%
98,1%
94,9%
86,7%
69,3%
93,0%
92,0%92,0% 92,0% 92,0%
92,0%
65,0%
70,0%
75,0%
80,0%
85,0%
90,0%
95,0%
100,0%
A+ A B C Total
Fill R
ate
Popularity Strata
Model vs. Current Fill Rate
DS - Model Unit Fill
RTS - Model Line Fill
Current Line Fill
$0
$20.000.000
$40.000.000
$60.000.000
$80.000.000
$100.000.000
$120.000.000
A+ A B C D Total
On-
Han
d In
ven
tory
Valu
e
Popularity Strata
Model vs. Current - Total On-Hand Inventory
Current On-Hand
Model On-Hand
The model results suggest an opportunistto save over $9.5 million in annual
inventory carrying cost and reduce theon-hand inventory by up to $22 million.
On-Hand Inventory Model vs. Current
Model vs. Current – DC On-Hand Inventory
$0
$5.000.000
$10.000.000
$15.000.000
$20.000.000
$25.000.000
$30.000.000
$35.000.000
$40.000.000
$45.000.000
$50.000.000
A+ A B C D Total
On
-Han
d In
ven
tory
Val
ue
Popularity Strata
Model vs. Current - DC On-Hand Inventory
Current On-Hand
Model On-Hand
Model vs. Current Service Stock
$0
$10.000.000
$20.000.000
$30.000.000
$40.000.000
$50.000.000
$60.000.000
$70.000.000
$80.000.000
$90.000.000
A+ A B C D Total
On-
Han
d In
ven
tory
Popularity Strata
Model vs. Current - RTS On-Hand Inventory
Current On-Hand
Model On-Hand
Model vs. Current Direct Sales Inventory Turns
16,7
6,34,8
1,50,0
6,86,0
3,82,9
1,50,0
4,6
0,0
2,0
4,0
6,0
8,0
10,0
12,0
14,0
16,0
18,0
A+ A B C D Total
Inve
nto
ry T
urn
s
Popularity Strata
Current vs. Model DS Inventory Turns
DS-Current Turns
DS-Model Turns
Model vs. Current Service Stock Turns
2,6
0,6
0,30,1
0,0
0,9
3,1
1,5 1,5
0,9
0,0
1,8
0,0
0,5
1,0
1,5
2,0
2,5
3,0
3,5
A+ A B C D Total
Inven
tory
Tu
rns
Popularity Strata
Current vs. Model RTS Inventory Turns
RTS-Current Turns
RTS-Model Turns
Model vs. Current Inventory Turns per Category
7,0
2,0 2,0
0,6
0,0
2,6
5,7
2,92,6
1,5
0,0
3,3
0,0
1,0
2,0
3,0
4,0
5,0
6,0
7,0
8,0
A+ A B C D Total
Inven
tory
Tu
rns
Popularity Strata
Current vs. Model Inventory Turns - Milpitas
Total-Current Turns
Total-Model Turns
Inventory Model Analysis
2,6%
3,0%
7,1%
29,2%
59,1%
47,0%
32,0%
14,0%
7,0%
0,0%
16%
20%
21%
27%
17%
0,0% 10,0% 20,0% 30,0% 40,0% 50,0% 60,0% 70,0%
A's
B's
C's
D's
E's
%CAIV
%Sales
%CatSKUs
Recommendations from a Model of Fill Rate Planning
91,66%
98,21%
97,03%
90,00%
93,5%
92,0%
95%
97%
12,85
9,90
6,96
4,17
0
2,35 2,30 2,35 3,00
0,00
2,00
4,00
6,00
8,00
10,00
12,00
14,00
84,00%
86,00%
88,00%
90,00%
92,00%
94,00%
96,00%
98,00%
100,00%
A's B's C's D's E's Model Current Initial Target World-Class Target
Tu
rns
Fill
Rat
e
Line Fill
Turns
Recommendations from a Model of Fill Rate Planning
91,66%
88,58%
91,27%
90,00%
98,56%
99,70%99,10%
92,50%
13,9
9,8
5,9
3,4
8,78
5,8
3,3
0
2
4
6
8
10
12
14
16
85,00%
87,00%
89,00%
91,00%
93,00%
95,00%
97,00%
99,00%
101,00%
DS A's DS B's DS C's DS D's RTS A's RTS B's RTS C's RTS D's
Tu
rns
Fill
Rat
e
Line Fill
Turns
Inventory EquilibriumExercise using the Fill Rate Planner ®
Unit Fill Rate (UFR)
Economic Order Quantity (EOQ)
Total Policy Cost (TPC)
Inventory Carring Rate (ICR)
Purchase Order Cost (POC)
Scarcity Factor (SF)
Unit Sales Price (USP)
Unit Inventory Value (UIV)
Lead Time (L)
Annual Demand (AD)
Forecast Error (e)