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The Bullwhip Effect in
Supply Chains
Leslie Gardner, Ph.D.
University of Indianapolis
School of Business
Institute for Emerging Careers
2
Institute for Emerging Careers
Funded by Lilly Endowment
Research emerging and expanding
career fields in Indiana as well as to
find ways to prevent "brain drain."
Identify future Indiana industries and
determine careers needed to support
future business development in Indiana.
3
$50,000 Grants
For emerging careers
Develop curriculum
Develop internships
Do research to develop faculty
expertise in area of emerging career
4
Planning, organizing, directing, & controlling
flows of materials
Begins with raw materials
Continues through internal operations
Continues through distribution of finished goods
Ends with returns or disposal of used up goods
Involves everyone in supply-chain
Example: Your supplier’s supplier, logistics providers,
information systems
Objective: Maximize value & lower waste
Materials arrive when and where they should, JIT
Minimize excess inventory, minimize backorders
Supply-Chain Management
5
Consumer
Retailer
Manufacturing
Material Flow
VISA
®
Credit Flow
Supplier
Supplier Wholesaler
Retailer
Cash
Flow
Order
FlowSchedules
The Supply-Chain
6
The Supply Chain
Supplier
Supplier
Supplier
Inventory
Inventory
Distributor
Inventory Inventory
Manufacturer
Customer
Customer
Customer
Market research data
Scheduling information
Engineering and design data
Order flow and cash flow
Ideas and design to
satisfy end customer
Material flow
Credit flow
7
Demand Amplification & Forrester
Flywheel Effect
Shortages
Over Ordering
Late
Deliveries
Increase in
Safety
Stock
Excess
Inventories
Reduce
Inventories
8
Bullwhip Effect
With the Bullwhip effect demand order
variability is amplified as one moves up the
supply chain.
This is because demand information is distorted
as it is transmitted up the supply chain.
Causes erratic shifts in orders up and down the
supply chain.
Proctor and Gamble – Pampers
Hewlett-Packard - Printers
9
Symptoms of
the Bullwhip Effect
Excessive Inventory
Poor Forecasts
Insufficient and/or excessive capacities
Unavailable Products
Long Backlogs
Costs for Expedited Shipments and
Overtime
10
The Beer Game
Prod’n
Delay
oooo
RETAIL
oooooo
oooooo
WHLSLR
oooooo
oooooo
DIST’R
oooooo
oooooo
FACT’RY
oooooo
oooooo
Shipping
Delay
oooo
Shipping
Delay
oooo
Shipping
Delay
oooo
Shipping
Delay
oooo
Shipping
Delay
oooo
Shipping
Delay
oooo
Prod’n
Delay
oooo
Raw
Mat’l
Cust
Order
Order
Plac’d
Inc’g
Order
Order
Plac’d
Inc’g
Order
Order
Plac’d
Inc’g
Order
Prod
Order
Developed at MIT more than 40 years ago to
teach students about simulation and economic
dynamics
Does a good job of teaching students about
the bullwhip effect but not how to prevent it
11
What can we learn from the
Beer Game?
I have developed a Microsoft Excel
simulation to test various strategies
Goal – teach our students how to
minimize the bullwhip effect
Bullwhip effect does not occur unless
backordering (filling orders late when
product is available) is allowed
12
Impact of Ordering Strategies on
Bullwhip Effect
Naïve forecast – order only what is ordered
Exponential smoothing at α=0.1, 0.5, and 0.9
Order what is ordered plus cumulative
backlog
Order what is ordered + cumulative backlog
unless inventory is some amount more than
order + cumulative backlog
Order what is ordered + this period backlog
(not cumulative)
13
Naïve Forecast
Order what was ordered from you
Last time 4 units were ordered from you
Order 4 this time
Last time 8 units were ordered from you
Order 8 this time
14
No bullwhip, but you never catch up on
orders
Beer Game - Naive Forecast
-15
-10
-5
0
5
10
15
0 5 10 15 20 25 30
Week
InventoryLevel
Retail
Wholesale
Distributor
Factory
15
Exponential smoothing at 0.1
Forecast = (0.1)(last actual)
+(1-0.1)(last forecast)
Forecast=(0.1)(8)+(0.9)(4)=4.4
Order 4
16
No bullwhip, but retailer falls further
and further behind
Beer Game - Exponential Smoothing
(0.1)
-150
-100
-50
0
50
0 5 10 15 20 25 30
Week
InventoryLevel
Retail
Wholesale
Distributor
Factory
17
Exponential smoothing at 0.5
Forecast = (0.5)(last actual)
+(1-0.5)(last forecast)
Forecast=(0.5)(8)+(0.5)(4)=6
Order 6
18
No bullwhip, but retailer, wholesaler
and distributor are always behind
Beer Game - Exponential Smoothing
(0.5)
-20
-10
0
10
20
0 5 10 15 20 25 30
Week
InventoryLevel
Retail
Wholesale
Distributor
Factory
19
Exponential smoothing at 0.9
Forecast = (0.9)(last actual)
+(1-0.9)(last forecast)
Forecast=(0.9)(8)+(0.1)(4)=7.6
Order 8
20
No bullwhip, but retailer, wholesaler and
distributor are always behind, but not as far
as for 0.5
Beer Game - Exponential Smoothing
(0.9)
-20
-10
0
10
20
0 5 10 15 20 25 30
Week
InventoryLevel
Retail
Wholesale
Distributor
Factory
21
Naïve plus cumulative backlog
Order what is ordered plus cumulative
backlog
Last time 12 were ordered from you, you have 8
in stock, and you have a backlog of 12
Order 12+12=24
Ship 8, your backlog is now 16
What happens upstream?
The person upstream has nothing in stock, a
backlog of 16, and 8 coming in
He/she ships out the 8, now has a backlog of 32,
and orders 24+32=56
22
Bullwhip with inventory staying high
Beer Game - Order Naive + Backlog
-200
0
200
400
600
0 5 10 15 20 25 30
Week
InventoryLevel
Retail
Wholesale
Distributor
Factory
23
Naïve plus backlog
no order if excess inventory
Eventually, the material for the large orders
starts flowing through the system and the
placing of large orders ceases
Inventory builds up and orders become small
Quit ordering if orders are less than some
amount of inventory
No order if order less than 3x inventory
Inventory=144, last time 12 were ordered from
you, don’t order any
No order if inventory is 12 more than order size
Inventory gradually drains out
24
Compensate relative to order size - Bullwhip
with inventory gradually draining out
Beer Game - Naive +Backlog
No Order if < 3xInventory
-200
0
200
400
600
0 5 10 15 20 25 30
Week
InventoryLevel
Retail
Wholesale
Distributor
Factory
25
Compensate with inventory anchor - Bullwhip
with inventory gradually draining out
Beer Game - Naive + Backlog
No Order if < 12 + Inventory
-200
0
200
400
600
0 5 10 15 20 25 30
Week
InventoryLevel
Retail
Wholesale
Distributor
Factory
26
Naïve plus one period backlog
Order what is ordered plus only this backlog,
that is, the amount you were short this period
Last time 12 were ordered from you, you have 8
in stock, and you have a backlog of 12
Ship 8, your backlog is now 16, but you were
only 4 short this time
Order 12+4=16
27
Minimal bullwhip effect – inventories after
bullwhip close but not quite on target
Beer Game - Naive
+ One Period Backlog
-40
-20
0
20
40
0 5 10 15 20 25 30
Week
InventoryLevel
Retail
Wholesale
Distributor
Factory
28
Lessons Learned
Must compensate for backlog or you
fall further and further behind
Overcompensation for backlog causes
bullwhip effect
Undercompensation causes steady or
increasing backlog
Minimize bullwhip effect by right
amount of compensation
29
Causes of Poor Compensation
Lee, Padmanabhan, Whang (1997)
1. Demand forecast updating
2. Order batching
3. Price fluctuation
4. Rationing and shortage gaming
30
Demand Forecast Updating
Every manager will project demand
based on what he/she sees. Managers
at different levels project demand
differently (signal processing).
Safety stock complicates matters
31
Remedies for Demand Forecast
Updating
Make point-of-sale (POS) data available up
supply chain
EDI
Internet
Vendor managed inventory (VMI)
Make downstream inventory and demand info
available upstream
Shorten lead-times
Sell directly to consumer
32
Point of Sale Data (POS)
Information on retailer order passed
upstream
Everyone orders what retailer ordered
33
No bullwhip effect but strange things
happen to inventories
Beer Game - POS Data Upstream
0
5
10
15
20
0 5 10 15 20 25 30
Week
InventoryLevel
Retail
Wholesale
Distributor
Factory
34
Order Batching
Periodic ordering (once a month, once a
week, etc.)
Cannot handle frequent order processing
Transportation costs – full-truckload cheaper
than less-than-truckload rates
Push ordering
Salespeople sign orders early to fill quotas when
evaluated
Periodic execution of MRP or DRP –
sometimes order cycles overlap
35
Remedies for Order Batching
Reduce ordering cost
EDI
Blanket orders
VMI
Mixed SKU truckloads
3PLs
36
Price Fluctuation
Special promotions, discounts, etc. cause
forward buying, that is, consumers buy in
larger quantities and don’t buy again until
their stocks are depleted
Surges in shipments causes premium shipping
costs
Larger inventories to handle surges result in
damage, deterioration, obsolescence
37
Remedies for Price Fluctuation
Stabilize prices
Reduce wholesale price discounting
Uniform pricing policies
Activity-Based Costing
Conventional accounting practices may
not show hidden costs of inventory,
storage, special handling, premium
transportation, etc.
38
Rationing and
Shortage Gaming
When demand exceeds supply,
manufacturers ration products on the
basis of amounts ordered
Customers exaggerate needs to get
more
When demand cools, customers cancel
orders, manufacturers stuck with
excess
39
Remedies for Rationing and
Shortage Gaming
Allocate in proportion to past sales
records
Plan ahead, share information
Penalize returns
40
Summary
Supply chain management is a cutting
edge business strategy that integrates
internal and external logistics across
many manufacturers, suppliers,
distributors, retailers, transportation
providers, and third party logistics firms
to increase productivity and to obtain a
competitive advantage for all parties
involved.

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BULLWHIP

  • 1. 1 The Bullwhip Effect in Supply Chains Leslie Gardner, Ph.D. University of Indianapolis School of Business Institute for Emerging Careers
  • 2. 2 Institute for Emerging Careers Funded by Lilly Endowment Research emerging and expanding career fields in Indiana as well as to find ways to prevent "brain drain." Identify future Indiana industries and determine careers needed to support future business development in Indiana.
  • 3. 3 $50,000 Grants For emerging careers Develop curriculum Develop internships Do research to develop faculty expertise in area of emerging career
  • 4. 4 Planning, organizing, directing, & controlling flows of materials Begins with raw materials Continues through internal operations Continues through distribution of finished goods Ends with returns or disposal of used up goods Involves everyone in supply-chain Example: Your supplier’s supplier, logistics providers, information systems Objective: Maximize value & lower waste Materials arrive when and where they should, JIT Minimize excess inventory, minimize backorders Supply-Chain Management
  • 5. 5 Consumer Retailer Manufacturing Material Flow VISA ® Credit Flow Supplier Supplier Wholesaler Retailer Cash Flow Order FlowSchedules The Supply-Chain
  • 6. 6 The Supply Chain Supplier Supplier Supplier Inventory Inventory Distributor Inventory Inventory Manufacturer Customer Customer Customer Market research data Scheduling information Engineering and design data Order flow and cash flow Ideas and design to satisfy end customer Material flow Credit flow
  • 7. 7 Demand Amplification & Forrester Flywheel Effect Shortages Over Ordering Late Deliveries Increase in Safety Stock Excess Inventories Reduce Inventories
  • 8. 8 Bullwhip Effect With the Bullwhip effect demand order variability is amplified as one moves up the supply chain. This is because demand information is distorted as it is transmitted up the supply chain. Causes erratic shifts in orders up and down the supply chain. Proctor and Gamble – Pampers Hewlett-Packard - Printers
  • 9. 9 Symptoms of the Bullwhip Effect Excessive Inventory Poor Forecasts Insufficient and/or excessive capacities Unavailable Products Long Backlogs Costs for Expedited Shipments and Overtime
  • 11. 11 What can we learn from the Beer Game? I have developed a Microsoft Excel simulation to test various strategies Goal – teach our students how to minimize the bullwhip effect Bullwhip effect does not occur unless backordering (filling orders late when product is available) is allowed
  • 12. 12 Impact of Ordering Strategies on Bullwhip Effect Naïve forecast – order only what is ordered Exponential smoothing at α=0.1, 0.5, and 0.9 Order what is ordered plus cumulative backlog Order what is ordered + cumulative backlog unless inventory is some amount more than order + cumulative backlog Order what is ordered + this period backlog (not cumulative)
  • 13. 13 Naïve Forecast Order what was ordered from you Last time 4 units were ordered from you Order 4 this time Last time 8 units were ordered from you Order 8 this time
  • 14. 14 No bullwhip, but you never catch up on orders Beer Game - Naive Forecast -15 -10 -5 0 5 10 15 0 5 10 15 20 25 30 Week InventoryLevel Retail Wholesale Distributor Factory
  • 15. 15 Exponential smoothing at 0.1 Forecast = (0.1)(last actual) +(1-0.1)(last forecast) Forecast=(0.1)(8)+(0.9)(4)=4.4 Order 4
  • 16. 16 No bullwhip, but retailer falls further and further behind Beer Game - Exponential Smoothing (0.1) -150 -100 -50 0 50 0 5 10 15 20 25 30 Week InventoryLevel Retail Wholesale Distributor Factory
  • 17. 17 Exponential smoothing at 0.5 Forecast = (0.5)(last actual) +(1-0.5)(last forecast) Forecast=(0.5)(8)+(0.5)(4)=6 Order 6
  • 18. 18 No bullwhip, but retailer, wholesaler and distributor are always behind Beer Game - Exponential Smoothing (0.5) -20 -10 0 10 20 0 5 10 15 20 25 30 Week InventoryLevel Retail Wholesale Distributor Factory
  • 19. 19 Exponential smoothing at 0.9 Forecast = (0.9)(last actual) +(1-0.9)(last forecast) Forecast=(0.9)(8)+(0.1)(4)=7.6 Order 8
  • 20. 20 No bullwhip, but retailer, wholesaler and distributor are always behind, but not as far as for 0.5 Beer Game - Exponential Smoothing (0.9) -20 -10 0 10 20 0 5 10 15 20 25 30 Week InventoryLevel Retail Wholesale Distributor Factory
  • 21. 21 Naïve plus cumulative backlog Order what is ordered plus cumulative backlog Last time 12 were ordered from you, you have 8 in stock, and you have a backlog of 12 Order 12+12=24 Ship 8, your backlog is now 16 What happens upstream? The person upstream has nothing in stock, a backlog of 16, and 8 coming in He/she ships out the 8, now has a backlog of 32, and orders 24+32=56
  • 22. 22 Bullwhip with inventory staying high Beer Game - Order Naive + Backlog -200 0 200 400 600 0 5 10 15 20 25 30 Week InventoryLevel Retail Wholesale Distributor Factory
  • 23. 23 Naïve plus backlog no order if excess inventory Eventually, the material for the large orders starts flowing through the system and the placing of large orders ceases Inventory builds up and orders become small Quit ordering if orders are less than some amount of inventory No order if order less than 3x inventory Inventory=144, last time 12 were ordered from you, don’t order any No order if inventory is 12 more than order size Inventory gradually drains out
  • 24. 24 Compensate relative to order size - Bullwhip with inventory gradually draining out Beer Game - Naive +Backlog No Order if < 3xInventory -200 0 200 400 600 0 5 10 15 20 25 30 Week InventoryLevel Retail Wholesale Distributor Factory
  • 25. 25 Compensate with inventory anchor - Bullwhip with inventory gradually draining out Beer Game - Naive + Backlog No Order if < 12 + Inventory -200 0 200 400 600 0 5 10 15 20 25 30 Week InventoryLevel Retail Wholesale Distributor Factory
  • 26. 26 Naïve plus one period backlog Order what is ordered plus only this backlog, that is, the amount you were short this period Last time 12 were ordered from you, you have 8 in stock, and you have a backlog of 12 Ship 8, your backlog is now 16, but you were only 4 short this time Order 12+4=16
  • 27. 27 Minimal bullwhip effect – inventories after bullwhip close but not quite on target Beer Game - Naive + One Period Backlog -40 -20 0 20 40 0 5 10 15 20 25 30 Week InventoryLevel Retail Wholesale Distributor Factory
  • 28. 28 Lessons Learned Must compensate for backlog or you fall further and further behind Overcompensation for backlog causes bullwhip effect Undercompensation causes steady or increasing backlog Minimize bullwhip effect by right amount of compensation
  • 29. 29 Causes of Poor Compensation Lee, Padmanabhan, Whang (1997) 1. Demand forecast updating 2. Order batching 3. Price fluctuation 4. Rationing and shortage gaming
  • 30. 30 Demand Forecast Updating Every manager will project demand based on what he/she sees. Managers at different levels project demand differently (signal processing). Safety stock complicates matters
  • 31. 31 Remedies for Demand Forecast Updating Make point-of-sale (POS) data available up supply chain EDI Internet Vendor managed inventory (VMI) Make downstream inventory and demand info available upstream Shorten lead-times Sell directly to consumer
  • 32. 32 Point of Sale Data (POS) Information on retailer order passed upstream Everyone orders what retailer ordered
  • 33. 33 No bullwhip effect but strange things happen to inventories Beer Game - POS Data Upstream 0 5 10 15 20 0 5 10 15 20 25 30 Week InventoryLevel Retail Wholesale Distributor Factory
  • 34. 34 Order Batching Periodic ordering (once a month, once a week, etc.) Cannot handle frequent order processing Transportation costs – full-truckload cheaper than less-than-truckload rates Push ordering Salespeople sign orders early to fill quotas when evaluated Periodic execution of MRP or DRP – sometimes order cycles overlap
  • 35. 35 Remedies for Order Batching Reduce ordering cost EDI Blanket orders VMI Mixed SKU truckloads 3PLs
  • 36. 36 Price Fluctuation Special promotions, discounts, etc. cause forward buying, that is, consumers buy in larger quantities and don’t buy again until their stocks are depleted Surges in shipments causes premium shipping costs Larger inventories to handle surges result in damage, deterioration, obsolescence
  • 37. 37 Remedies for Price Fluctuation Stabilize prices Reduce wholesale price discounting Uniform pricing policies Activity-Based Costing Conventional accounting practices may not show hidden costs of inventory, storage, special handling, premium transportation, etc.
  • 38. 38 Rationing and Shortage Gaming When demand exceeds supply, manufacturers ration products on the basis of amounts ordered Customers exaggerate needs to get more When demand cools, customers cancel orders, manufacturers stuck with excess
  • 39. 39 Remedies for Rationing and Shortage Gaming Allocate in proportion to past sales records Plan ahead, share information Penalize returns
  • 40. 40 Summary Supply chain management is a cutting edge business strategy that integrates internal and external logistics across many manufacturers, suppliers, distributors, retailers, transportation providers, and third party logistics firms to increase productivity and to obtain a competitive advantage for all parties involved.