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Slide 1 Supply Chain Management © Van Mieghem Supply Chain Management Managing the Supply Chain Key to matching demand with supply Cost and Benefits of inventory Levers for reducing mismatch costs Cycle Inventory and Economies of Scale Safety Inventory and Uncertainty Structuring Supply Chains Centralization & Pooling efficiencies Postponement Accurate Response Palu Gear Movie Rental Business

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Page 1: Slide 1Supply Chain Management© Van Mieghem Supply Chain Management  Managing the Supply Chain  Key to matching demand with supply  Cost and Benefits

Slide 1Supply Chain Management © Van Mieghem

Supply Chain Management Managing the Supply Chain

Key to matching demand with supply Cost and Benefits of inventory

Levers for reducing mismatch costs Cycle Inventory and Economies of Scale Safety Inventory and Uncertainty

Structuring Supply Chains Centralization & Pooling efficiencies Postponement Accurate Response

– Palu Gear– Movie Rental Business

Page 2: Slide 1Supply Chain Management© Van Mieghem Supply Chain Management  Managing the Supply Chain  Key to matching demand with supply  Cost and Benefits

Slide 2Supply Chain Management © Van Mieghem

What is Supply Chain Management?

Managing supply chain flows and assets to maximize supply chain surplus in a sustainable manner.

The Procurementor supply system

The OperatingSystem The Distribution System

Raw Materialsupply points

Movement/Transport

Raw MaterialStorage Movement/

TransportMovement/Transport

STORAGE

STORAGE

STORAGE

PLANT 1

PLANT 2

PLANT 3

WAREHOUSE

WAREHOUSE

WAREHOUSE

Movement/Transport

MARKETS

Manufacturing

Finished GoodsStorage

A

B

C

Page 3: Slide 1Supply Chain Management© Van Mieghem Supply Chain Management  Managing the Supply Chain  Key to matching demand with supply  Cost and Benefits

Slide 3Supply Chain Management © Van Mieghem

12 months ending 1/31 of:(Millions USD)

2011 2010 2009 2008 2007

Total Revenue 418,952 408,214 404,374 377,023 348,368

Cost of Revenue, Total

315,287 304,657 304,056 284,137 263,979

Accounts Receivable - Trade, Net

5,089 4,144 3,905 3,642 2,840

Total Inventory 36,318 33,160 34,511 35,159 33,685

Gross Profit 103,665 100,389 97,031 89,684 80,780

SG&A Expense

81,020 79,607 77,520 70,934 63,892

Wal-Mart Financials over time

What questions would you ask the Wal-Mart CFO?

Page 4: Slide 1Supply Chain Management© Van Mieghem Supply Chain Management  Managing the Supply Chain  Key to matching demand with supply  Cost and Benefits

Slide 4Supply Chain Management © Van Mieghem

Total Receivables, Net

1,587 988 827 682 382

Total Inventory 3,202 2,171 1,399 1,200 877

12 months ending 12/31 of:(Millions USD) 2010 2009 2008 2007 2006

Total Revenue 34,204 24,509 19,166 14,835 10,711

Cost of Revenue, Total

26,561 18,978 14,896 11,482 8,255

Gross Profit 7,643 5,531 4,270 3,353 2,456

What questions would you ask the Amazon CFO?

Amazon Financials over time

Page 5: Slide 1Supply Chain Management© Van Mieghem Supply Chain Management  Managing the Supply Chain  Key to matching demand with supply  Cost and Benefits

Slide 5Supply Chain Management © Van Mieghem

The Role of Inventory in the Supply Chain

Goal: Match supply and demand

Otherwise: Mismatch cost:– Overstocking = available amount > demand

liquidation, obsolescence, holding– Under-stocking = demand > available amount

lost sales and resulting lost margin and future sales

What are the causes (challenges) driving this mismatch?

Page 6: Slide 1Supply Chain Management© Van Mieghem Supply Chain Management  Managing the Supply Chain  Key to matching demand with supply  Cost and Benefits

Slide 6Supply Chain Management © Van Mieghem

Magazine sales at newsstands:as % of copies shipped to newsstands

In StylePeopleVanity FairVogueThe New YorkerGQNew YorkEsquireRolling StoneUsTalk

64.7%54.5%45.6%42.1%39.9%39.4%35.1%31.0%28.0%23.9%18.0%

Data for Oct. 1999 – Oct. 2000

Page 7: Slide 1Supply Chain Management© Van Mieghem Supply Chain Management  Managing the Supply Chain  Key to matching demand with supply  Cost and Benefits

Slide 7Supply Chain Management © Van Mieghem

The challenge of increased responsiveness: A Key to Matching Supply and Demand

When would you rather place your bet?

A B C D

A: A month before start of DerbyB: The Monday before start of DerbyC: The morning of start of DerbyD: The winner is an inch from the finish line

Page 8: Slide 1Supply Chain Management© Van Mieghem Supply Chain Management  Managing the Supply Chain  Key to matching demand with supply  Cost and Benefits

Slide 8Supply Chain Management © Van Mieghem

Push/Pull View of Supply Chains

CustomerOrder Arrives

PUSH PROCESSES

Process 1 Process

2 Process

3

Process k

Processk+1

Process

N

Push/Pull Boundary

PULL PROCESSES

Procurement,

Manufacturing and

Replenishment cycles

Customer order cycle

Page 9: Slide 1Supply Chain Management© Van Mieghem Supply Chain Management  Managing the Supply Chain  Key to matching demand with supply  Cost and Benefits

Slide 9Supply Chain Management © Van Mieghem

Improve Matching of Supplyand Demand

Improved Forecasting

Reduce Material Flow Time

Reduce Waiting Time

Reduce Buffer Inventory

Economies of ScaleSupply / Demand

VariabilitySeasonal

Variability

Cycle Inventory Safety InventoryFigure Error! No text of

Seasonal Inventory

Role of Inventory in the Supply Chain

Page 10: Slide 1Supply Chain Management© Van Mieghem Supply Chain Management  Managing the Supply Chain  Key to matching demand with supply  Cost and Benefits

Slide 10Supply Chain Management © Van Mieghem

Supply Chain Management Managing the Supply Chain

Key to matching demand with supply Cost and Benefits of inventory

Levers for reducing mismatch costs Cycle Inventory and Economies of Scale Safety Inventory and Uncertainty

Page 11: Slide 1Supply Chain Management© Van Mieghem Supply Chain Management  Managing the Supply Chain  Key to matching demand with supply  Cost and Benefits

Slide 11Supply Chain Management © Van Mieghem

Annual jacket revenues at a Palü Gear retail store are roughly $1M. Palü jackets sell at an average retail price of $325, which represents a mark-up of 30% above what Palü Gear paid its manufacturer. Being a profit center, each store made its own inventory decisions and was supplied directly from the manufacturer by truck. A shipment up to a full truck load, which was about 1500 jackets, was charged a flat fee of $2,200. To exploit economies of scale, stores typically ordered full truck loads. (Palü’s cost of capital is approximately 20%.)

What order size would you recommend for a Palü store in current supply network?

retailermanufacturer

Palü Gear: Cycle Inventory & Economies of Scale

Page 12: Slide 1Supply Chain Management© Van Mieghem Supply Chain Management  Managing the Supply Chain  Key to matching demand with supply  Cost and Benefits

Slide 12Supply Chain Management © Van Mieghem

Economies of Scale: Inventory Build-Up Diagram

R: Annual demand rate,

Q: Number of wind breakers per replenishment order

Number of orders per year = R/Q.

Average number of wind breakers in inventory = Q/2 .

Q

Time t

Inventory Profile:# of wind breakers in inventory over time.

Inventory

Q/2

“cycle stock”

-R = Demandrate

Page 13: Slide 1Supply Chain Management© Van Mieghem Supply Chain Management  Managing the Supply Chain  Key to matching demand with supply  Cost and Benefits

Slide 13Supply Chain Management © Van Mieghem

Accurate Response to Scale Economies: Economic Order Quantity EOQ

The order quantity that minimizes total supply chain cost is: H

SRQEOQ

2

H Q/2: Annual holding cost

Order Size Q

Total annual costs

S R /Q:Annual setup cost

SRH2

Annual unit demand

Fixed cost per order

Annual unit holding cost

Page 14: Slide 1Supply Chain Management© Van Mieghem Supply Chain Management  Managing the Supply Chain  Key to matching demand with supply  Cost and Benefits

Slide 14Supply Chain Management © Van Mieghem

Optimal Economies of Scale: For a Palü Gear retailer

R = 3077 units/ year C = $ 250 / unit

r = 0.20/year S = $ 2,200 / order

Unit annual holding cost = H = 0.20/yr x $250 = $50/yr

Optimal order quantity = Q = sqrt(2 x 3077 x 2200/50) = 520

Number of orders per year = R/Q = 5.9

Time between orders = Q/R = 0.17yr = 8.8weeks

Annual order cost = (R/Q)S = $13,008.87/yr

Average inventory I = Q/2 = 260

Annual holding cost = (Q/2)H =$13,008.87/yr

Average flow time T = I/R = 0.084 yr = 4.4weeks

Page 15: Slide 1Supply Chain Management© Van Mieghem Supply Chain Management  Managing the Supply Chain  Key to matching demand with supply  Cost and Benefits

Slide 15Supply Chain Management © Van Mieghem

Costs associated with batches

Order Costs (S)

– Setup/Changeover of process– Transportation– Receiving

Holding costs (H)

– Physical holding cost– Cost of capital– Cost of obsolescence

Page 16: Slide 1Supply Chain Management© Van Mieghem Supply Chain Management  Managing the Supply Chain  Key to matching demand with supply  Cost and Benefits

Slide 16Supply Chain Management © Van Mieghem

Learning Objectives: Batching & Economies of Scale

Increasing batch size Q of order (or production) increases average inventories (and thus flow times).– Average inventory for a batch size of Q is Q/2.

The optimal batch size minimizes supply chain costs by trading off setup cost and holding cost and is given by the EOQ formula.

To reduce batch size, one must reduce setup cost (time). Economies of scale are manifested by the square-root

relationship between QEOQ and (R, S):– If demand increases by a factor of 4, it is optimal to increase batch size

by a factor of 2 and produce (order) twice as often.– To reduce batch size by a factor of 2, setup cost has to be reduced by a

factor of 4.

Page 17: Slide 1Supply Chain Management© Van Mieghem Supply Chain Management  Managing the Supply Chain  Key to matching demand with supply  Cost and Benefits

Slide 17Supply Chain Management © Van Mieghem

Demand uncertainty and forecasting:How good is “your forecast?”

Year Demand Forecast

1994 323

1995 258?

1996 303?

1997 304?

1998 284?

1999 285?

Bin: 1 2 3 4 5 6 7 8260 270 280 290 300 310 320

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Page 18: Slide 1Supply Chain Management© Van Mieghem Supply Chain Management  Managing the Supply Chain  Key to matching demand with supply  Cost and Benefits

Slide 18Supply Chain Management © Van Mieghem

Demand uncertainty and forecasting:Key Facts about Forecasting

Forecasts should capture all available knowledge: historical data, “market intelligence,” etc.

(Point) Forecasts are usually (always?) wrong A good forecast has at least 2 numbers: it includes a measure of forecast error or

variability, e.g., standard deviation s Operational response =

The longer the forecast horizon, the less accurate the forecast The forecast horizon must at least be as large as the lead time

Demand during shorter lead times has less variability Operational response =

Aggregate forecasts tend to be more accurate Pooled demand has less “relative variability” (s /mean)

Operational response =

Page 19: Slide 1Supply Chain Management© Van Mieghem Supply Chain Management  Managing the Supply Chain  Key to matching demand with supply  Cost and Benefits

Slide 19Supply Chain Management © Van Mieghem

Learning Objectives safety inventory and uncertainty

Safety stock is a hedge against uncertainty

Need more safety stock when there is an increase in– service level,– demand variability or forecast error,– delivery lead time,– delivery lead time variability.

Page 20: Slide 1Supply Chain Management© Van Mieghem Supply Chain Management  Managing the Supply Chain  Key to matching demand with supply  Cost and Benefits

Slide 20Supply Chain Management © Van Mieghem

Supply Chain Management Managing the Supply Chain

Key to matching demand with supply Cost and Benefits of inventory

Levers for reducing mismatch costs Cycle Inventory and Economies of Scale Safety Inventory and Uncertainty

Structuring Supply Chains Centralization & Pooling efficiencies Postponement Accurate Response

– Palu Gear– Movie Rental Business

Page 21: Slide 1Supply Chain Management© Van Mieghem Supply Chain Management  Managing the Supply Chain  Key to matching demand with supply  Cost and Benefits

Slide 21Supply Chain Management © Van Mieghem

Structuring Drivers of Supply Chain Performance to Improve Matching of Supply and Demand

Improve Matching of Demand with Supply

Transportation InformationInventory Facilities

Page 22: Slide 1Supply Chain Management© Van Mieghem Supply Chain Management  Managing the Supply Chain  Key to matching demand with supply  Cost and Benefits

Slide 22Supply Chain Management © Van Mieghem

Structuring Inventory for Accurate Response

System A (Decentralized) System B (Centralized)

How do both systems compare?

Page 23: Slide 1Supply Chain Management© Van Mieghem Supply Chain Management  Managing the Supply Chain  Key to matching demand with supply  Cost and Benefits

Slide 23Supply Chain Management © Van Mieghem

Actions to improve supply chain profitability: Various possibilities to pool: Aggregation Actions

Physical centralization

Information centralization

Specialization

Substitution

Commonality

Postponement

Multiple locations

Multiple products

Page 24: Slide 1Supply Chain Management© Van Mieghem Supply Chain Management  Managing the Supply Chain  Key to matching demand with supply  Cost and Benefits

Slide 24Supply Chain Management © Van Mieghem

Accurate Response using Speed

Principle: Long term forecasts are less accurate than short term forecasts.

Action: Shorten time of information and physical flows Reduce replenishment lead time Reduce supply uncertainty or replenishment lead time

uncertainty Increase reorder frequency or go to continuous review

Speed, however, comes at a cost!

Page 25: Slide 1Supply Chain Management© Van Mieghem Supply Chain Management  Managing the Supply Chain  Key to matching demand with supply  Cost and Benefits

Slide 25Supply Chain Management © Van Mieghem

Mexico-China?

You are a $10B high-tech US manufacturer of wireless transmission components, about 20SKUs. Intense global competition put pressure on margins and working capital

You have two assembly plants, one in China and another in Mexico, that supply a warehouse in McAllen, TX.

How can you best manage this existing global network?

insight.kellogg.northwestern.edu

Global Dual Sourcing StrategiesShould you source your carbon fiber bicycle frames from Mexico or China?Based on the Research of Gad Allon And Jan A. Van Mieghem

Page 26: Slide 1Supply Chain Management© Van Mieghem Supply Chain Management  Managing the Supply Chain  Key to matching demand with supply  Cost and Benefits

Slide 26Supply Chain Management © Van Mieghem

Digital Tech & Social Media to improve information

The value of early information and forecast updating

Even for stable products, clickstream tracking of non-transactional websites can improve holding and backlogging costs by 5% (Huang & Van Mieghem 2011)

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Actual total sales: Each data point represents the forecast and the actual season sales for a particular item (at the style-color level).

Updated Forecast after observing 20% of sales

Initial ForecastUpdated Forecast after observing 80% of sales

insight.kellogg.northwestern.edu

From Web Visits to Firm Orders:Analyzing web visitor click data to streamline sales efforts

Based on the research of Tingliang Huang And Jan A. Van Mieghem

Page 28: Slide 1Supply Chain Management© Van Mieghem Supply Chain Management  Managing the Supply Chain  Key to matching demand with supply  Cost and Benefits

Slide 28Supply Chain Management © Van Mieghem

Improve Matching ofSupply and Demand

Improved Forecasting

Reduce Material FlowTime

Reduce Waiting Time

Reduce Buffer Inventory

Economies of Scale

Supply / DemandVariability Seasonal Variability

1. Reduce fixed cost perbatch

2. Evaluate quantitydiscounts

3. Reduce trade promotions

1. Reduce demand variability2. Reduce delivery lead time3. Reduce variability of delivery lead time4. Pool the safety stock using

Physical Centralization Information centralization Specialization Raw material commonality / postponement Substitution

Reduceinformationuncertainty

Summary:Improved Matching of Supply and Demand