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1 Networking Semiconduct. Agribusiness Phantom Motivation October 4, 2002 Do shortages matter? Do shortages matter? Paulo Gonçalves Albany-MIT PhD Colloquium

1 MotivationPhantomNetworkingAgribusinessSemiconduct. October 4, 2002 Do shortages matter? Paulo Gonçalves Albany-MIT PhD Colloquium

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Page 1: 1 MotivationPhantomNetworkingAgribusinessSemiconduct. October 4, 2002 Do shortages matter? Paulo Gonçalves Albany-MIT PhD Colloquium

1Networking Semiconduct.AgribusinessPhantomMotivation

October 4, 2002

Do shortages matter?Do shortages matter?

Paulo GonçalvesAlbany-MIT PhD Colloquium

Page 2: 1 MotivationPhantomNetworkingAgribusinessSemiconduct. October 4, 2002 Do shortages matter? Paulo Gonçalves Albany-MIT PhD Colloquium

2Networking Semiconduct.AgribusinessPhantomMotivation

Nintendo is warning they won’t have

enough game cubes to meet initial

demand when they launch next month

Microsoft is saying the same thing

about its xbox game system

It’s 25 million now. I was bored

yesterday

You don’t suppose they took

our 20 million pre-

orders seriously, do you?

Page 3: 1 MotivationPhantomNetworkingAgribusinessSemiconduct. October 4, 2002 Do shortages matter? Paulo Gonçalves Albany-MIT PhD Colloquium

3Networking Semiconduct.AgribusinessPhantomMotivation

Agenda

• Motivation– Relevance and impacts

• Modeling Phantom Demand– Dynamic hypotheses– Model and analysis– Policy insights

• Field Study– Networking equipment industry

• Problem and motivation

Page 4: 1 MotivationPhantomNetworkingAgribusinessSemiconduct. October 4, 2002 Do shortages matter? Paulo Gonçalves Albany-MIT PhD Colloquium

4Networking Semiconduct.AgribusinessPhantomMotivation

Relevance• Supply shortages occur in several industries

– Automotive – GM Suburbans (Blumenstein 1996)

– Personal Computers – (Greek 2000)

– Pharmaceuticals – (Hwang and Valeriano 1992)

– Semiconductor – DRAM chips (Lode 1992), Pentium II

(Thompson 1998), Pentium III (McWilliams 2000)

– Telecommunications – (Lee et al. 1997b)

• Causes of shortages– Costly capacity

– Long capacity acquisition delays

– High demand uncertainty

– High process uncertainty

Page 5: 1 MotivationPhantomNetworkingAgribusinessSemiconduct. October 4, 2002 Do shortages matter? Paulo Gonçalves Albany-MIT PhD Colloquium

5Networking Semiconduct.AgribusinessPhantomMotivation

Impacts of Shortages

• Traditional ones– Lost sales and loss of shareholder value (Singhal and

Hendricks 2002)

– Financial and reputation losses (Greek 2000)

– Poor growth prospects (Savage 1999)

• Others– Shifts in the modes of operation in supply chains

• Decreased performance and increased instability

– Phantom demand

• Excess capacity and low capacity utilization

• Increased returns and excess inventory

Page 6: 1 MotivationPhantomNetworkingAgribusinessSemiconduct. October 4, 2002 Do shortages matter? Paulo Gonçalves Albany-MIT PhD Colloquium

6Networking Semiconduct.AgribusinessPhantomMotivation

How do companies deal with shortages?

• Increase supply– Increase production

• Increase capacity utilization• Improve efficiency• Expand capacity• Increase sources and reliability of supply

– Effective in the long-term but limited effect in the short-term

• Constrain demand– Decrease product attractiveness

• Increase prices• Reduce product quality

– Effective in the short-term but limited ability to implement them

Page 7: 1 MotivationPhantomNetworkingAgribusinessSemiconduct. October 4, 2002 Do shortages matter? Paulo Gonçalves Albany-MIT PhD Colloquium

7Networking Semiconduct.AgribusinessPhantomMotivation

How do Shortages cause Bubbles?• Suppliers allocate capacity among retailers

– Proportional to orders– Proportional to past sales– Fixed quantities

• Supplier reliability decreases– Service levels drop– Delivery delays increase

• Retailers reactions generate the bubble – Inflate their orders with any supplier– Place the same order with multiplet suppliers

• Suppliers increase production– Invest in new capacity and increase utilization– Enter into long-term contracts

• Retailers cancel orders as supply increases• Suppliers suffer the consequences

Page 8: 1 MotivationPhantomNetworkingAgribusinessSemiconduct. October 4, 2002 Do shortages matter? Paulo Gonçalves Albany-MIT PhD Colloquium

8Networking Semiconduct.AgribusinessPhantomMotivation

Manager’s Intended RationalityControl the Supply Line

ChannelOrder

Backlog

CustomerOrders

ChannelOrders

+

+ -

B1

AdjustSupply Line

Page 9: 1 MotivationPhantomNetworkingAgribusinessSemiconduct. October 4, 2002 Do shortages matter? Paulo Gonçalves Albany-MIT PhD Colloquium

9Networking Semiconduct.AgribusinessPhantomMotivation

First Unintended ConsequenceRetailers Order Ahead

ChannelOrder

Backlog

ChannelDesiredBacklog

CustomerOrders

LeadTime

ChannelOrders

+

+

+

+ -

B1

AdjustSupply Line

R1

Order Ahead

Capacity-

+

Page 10: 1 MotivationPhantomNetworkingAgribusinessSemiconduct. October 4, 2002 Do shortages matter? Paulo Gonçalves Albany-MIT PhD Colloquium

10Networking Semiconduct.AgribusinessPhantomMotivation

ChannelOrder

Backlog

ChannelDesiredBacklog

CustomerOrders

LeadTime

ChannelOrders

DeliveryReliability

+

+

+

+ -

B1

AdjustSupply Line

R2

OrderDefensively

R1

Order Ahead

Capacity-

+-

-

Second Unintended ConsequenceRetailers Order Defensively

Page 11: 1 MotivationPhantomNetworkingAgribusinessSemiconduct. October 4, 2002 Do shortages matter? Paulo Gonçalves Albany-MIT PhD Colloquium

11Networking Semiconduct.AgribusinessPhantomMotivation

Supplier’s Balancing ResponseAdjust Capacity

ChannelOrder

Backlog

ChannelDesiredBacklog

CustomerOrders

LeadTime

ChannelOrders

DeliveryReliability

+

+

+

+ -

B1

AdjustSupply Line

R2

OrderDefensively

R1

Order Ahead

Capacity-

+

+

Delay

B2

AdjustCapacity

--

Page 12: 1 MotivationPhantomNetworkingAgribusinessSemiconduct. October 4, 2002 Do shortages matter? Paulo Gonçalves Albany-MIT PhD Colloquium

12Networking Semiconduct.AgribusinessPhantomMotivation

Model for Supplier-Retailer SystemActual

Demand(d)

Backlog(B)Retailer

Demand(R)

Shipments(S)

DesiredBacklog

(B*)

BacklogAdjustment

Time to AdjustBacklog (TB)

DesiredShipments

(S*)

InitialChannelDemand

Input(beta)

DeliveryDelay

+ -

Retailer'sPerceivedDemand

+

+

-Initial

Backlog

+

TargetDelivery

Delay(TD)

+

ExpectedDelivery

DelayTableEff DD

(f)+

+

+

CumulativeDemand

(Dc)

ExcessOrders

Time toCancelExcess

(TC)

OrdersReceived

By Retailers(Sr)

OrdersReceived

+

DemandInflow

+

Cancellations(C)+

SupplyDemand

Imbalance

-

+

+

Capacity(K)

DesiredCapacity Time to

BuildCapacity

(TK)

+

++

Page 13: 1 MotivationPhantomNetworkingAgribusinessSemiconduct. October 4, 2002 Do shortages matter? Paulo Gonçalves Albany-MIT PhD Colloquium

13Networking Semiconduct.AgribusinessPhantomMotivation

Structure of the System

dDc

KSr

KKBK

KBKBfddK

)/(

KBKBfd

dBB

)/(

8

00 8

6

2

2 6

4

4

Delivery DelayE

xpec

ted

Del

iver

y D

ela

y

10Aggressive

Strategy

Myopic Strategy

BaseCase

Page 14: 1 MotivationPhantomNetworkingAgribusinessSemiconduct. October 4, 2002 Do shortages matter? Paulo Gonçalves Albany-MIT PhD Colloquium

14Networking Semiconduct.AgribusinessPhantomMotivation

Solve System with Fixed Capacity

KBKBd

dBB

/

Backlog

40,000

30,000

20,000

10,000

03 3 3 3 3 3 3 3 3 32 2 2 2 2

2

22 2 2

1 11

1

11 1 1 1 1

0 12 24 36 48 60Time (Month)

Aggressive Units1 1 1 1 1 1 1 1Normal Units2 2 2 2 2 2 2 2 2Myopic Units3 3 3 3 3 3 3 3 3

• System is unstable if agents are not fully rational

• Even Myopic (fully rational) retailers will cause orders to increase

Page 15: 1 MotivationPhantomNetworkingAgribusinessSemiconduct. October 4, 2002 Do shortages matter? Paulo Gonçalves Albany-MIT PhD Colloquium

15Networking Semiconduct.AgribusinessPhantomMotivation

System Stable when Capacity Changes

Shipments and Capacity

6,000

4,500

3,000

1,500

0

3 33 3

3 3 3 3 3 32 2 2 2 22

2 22 2

1 1 1 1 11 1

1 1 1 1

0 12 24 36 48 60Time (Month)

Shipments Units/Month1 1 1 1 1 1 1Capacity Units/Month2 2 2 2 2 2 2 2Demand Units/Month3 3 3 3 3 3 3 3

Backlog

24,000

16,000

8,000

03 3

3

3

3

3

3 3 3 32 2 2

2

22

22 2 21 1 1 1 1 1 1 1 1 1

0 12 24 36 48 60Time (Month)

Steady State Units1 1 1 1 1 1 1 1Backlog Units2 2 2 2 2 2 2 2 2Desired Backlog : Pulse Units3 3 3 3 3 3 3

Page 16: 1 MotivationPhantomNetworkingAgribusinessSemiconduct. October 4, 2002 Do shortages matter? Paulo Gonçalves Albany-MIT PhD Colloquium

16Networking Semiconduct.AgribusinessPhantomMotivation

Long Delays and High Cancellations

Delivery Delay

6

4.5

3

1.5

0

2 2 2

2

2

2

22 2 2 21 1 1

1

1

1

1

1 1 1 1

0 12 24 36 48 60Time (Month)

Actual Month1 1 1 1 1 1 1 1 1Expected Month2 2 2 2 2 2 2 2 2

Cancellations

6,000

4,500

3,000

1,500

0 1 1 1 1 11

1

1 1 1 10 12 24 36 48 60

Time (Month)

Cancellations Units/Month1 1 1 1 1 1 1

Page 17: 1 MotivationPhantomNetworkingAgribusinessSemiconduct. October 4, 2002 Do shortages matter? Paulo Gonçalves Albany-MIT PhD Colloquium

17Networking Semiconduct.AgribusinessPhantomMotivation

Capacity Flexibility is crucial

• Supplier’s ability to build capacity quickly– Reduce the size of the bubble

– Reduce the duration of the problem

• Strategies to flexibility ramp up production– The semiconductor industry builds the building

infrastructure (the shell) well in advance of need

– Building is never a constraint in ramping up production

of a new fabrication facility

– The equipment is positioned as it becomes necessary

Page 18: 1 MotivationPhantomNetworkingAgribusinessSemiconduct. October 4, 2002 Do shortages matter? Paulo Gonçalves Albany-MIT PhD Colloquium

18Networking Semiconduct.AgribusinessPhantomMotivation

Impacts of Real Time Supply Chain Mgm

• Alan Greenspan, Chairman of the Fed:– “The faster adjustment process raises some

warning flags. Business managers have access to more information, but everyone gets similar signals. As a consequence, firms appear to be acting in far closer alignment with one another than in decades past. The result is not only a faster adjustment, but one that is potentially more synchronized, compressing changes into an even shorter time frame.”

Page 19: 1 MotivationPhantomNetworkingAgribusinessSemiconduct. October 4, 2002 Do shortages matter? Paulo Gonçalves Albany-MIT PhD Colloquium

19Networking Semiconduct.AgribusinessPhantomMotivation

Business managers views• “By sharing knowledge of orders or parts shortages or

other factors, companies across the high-tech industry are probably more in sync than they ever have been before. This has been the promise of the e-business revolution, but no one ever realized how this information might be used. I'd say we're getting our first taste of how companies might react to up-to-the-minute operational information. In short, they would move more quickly to protect profits. Even Fed Chairman Alan Greenspan has theorized publicly that the improved efficiency of forecasting systems has exacerbated the severity of the economic slowdown, which gripped the country more quickly than anyone predicted.”

Page 20: 1 MotivationPhantomNetworkingAgribusinessSemiconduct. October 4, 2002 Do shortages matter? Paulo Gonçalves Albany-MIT PhD Colloquium

20Networking Semiconduct.AgribusinessPhantomMotivation

Causes of Component Shortages In the networking equipment industry

• Strong demand from several industries

– PCs, mobile phones, handheld devices, and telecom.

• Wide adoption of lean manufacturing and build-

to-order models

– Limited capital investment in manufacturing equipment

• Earthquake in Taiwan in September 1999

– Taiwan is the world's third-largest information

technology provider after the US and Japan

Page 21: 1 MotivationPhantomNetworkingAgribusinessSemiconduct. October 4, 2002 Do shortages matter? Paulo Gonçalves Albany-MIT PhD Colloquium

21Networking Semiconduct.AgribusinessPhantomMotivation

Industry Response• Quote attributed to Stephen P. Kaufman, Chairman and CEO

Arrow Electronics Inc.– “An Arrow customer builds a product that is heavily dependent

on flash-memory devices. On learning that the Palm Pilot organizers use the same flash chips as his company's product, the OEM's chief executive summoned all employees to hand over their Palm Pilots. Production workers promptly pulled the flash devices out of the units and walked them down to the production lines. Employees then received vouchers for new Palm Pilots.” [1]

• Cisco’s action:– “We made a conscious decision when our lead times were 12 to

13 weeks to build inventory, because we were leaving a sizable amount of revenue on the table every quarter” [2]

[1] Ojo, B. and C. Serant. (2000) “Parts shortages prompt companies to adopt unusual measures,” EBN, May 22[2] Byrne, John A. and Elign, Ben, “Cisco Behind the Hype”, BusinessWeek, January 2002.

Page 22: 1 MotivationPhantomNetworkingAgribusinessSemiconduct. October 4, 2002 Do shortages matter? Paulo Gonçalves Albany-MIT PhD Colloquium

22Networking Semiconduct.AgribusinessPhantomMotivation

Significant Impact to the Bottom Line

• “Cisco’s market value had fallen by some $430 billion, to $154 billion, one of the deepest losses of shareholder wealth in history.”[4]

[4] Heskett, B. 2002. “Chambers’ Tale of Icarus,” c|net News.Com. (http://news.com.com/html/ne/vs/2022-1120-808669.html)

Page 23: 1 MotivationPhantomNetworkingAgribusinessSemiconduct. October 4, 2002 Do shortages matter? Paulo Gonçalves Albany-MIT PhD Colloquium

23Networking Semiconduct.AgribusinessPhantomMotivation

John Chambers Comments

• Macroeconomic challenges facing the

industry are proof that "a 100-year flood

can happen in your lifetime.“[3]

• “If you told me [sales] could go down 30

percent after 70 percent growth in 45 days

I’d say it was mathematically impossible.

And it did.”[4]

[3] --- 2001. “Cisco issues revenue warning: Says sales will be down 30% in third quarter; announces write-down, new layoffs.” The Gazette, Montreal, April 17, D1.

[4] Heskett, B. 2002. “Chambers’ Tale of Icarus,” c|net News.Com. (http://news.com.com/html/ne/vs/2022-1120-808669.html)

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24Networking Semiconduct.AgribusinessPhantomMotivation

Contract manufacturers tried to help

• Susan Wang, Solectron’s CFO, commenting on OEM’s orders:– Gee, if each one of the OEM’s thinks they’re

going to gain share, we’re going to have more than 100 % share. That doesn’t make sense.”

• Although they tried to prevent OEMs, they did not want to hear bad news.”– “If we had said no, they would have told us,

‘You’re not a good partner for me – we’ll find somebody else,’ our only responsible reply was, ‘Yes, of course, we’ll try.’”