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Chapter 7 
Distribution 
Strategies 
McGraw-Hill/Irwin Copyright © 2008 by The McGraw-Hill Companies, Inc. All rights reserved.
7-2 
7.1 Introduction 
 Focus on the distribution function. 
 Various possible distribution strategies, and the 
opportunities and challenges associated with these 
strategies. 
 Two fundamental distribution strategies: 
 Items can be directly shipped from the supplier or manufacturer 
to the retail stores or end customer 
 Use intermediate inventory storage points (typically 
warehouses and/or distribution centers). 
 Issues with warehouses 
 Manufacturing strategy (make-to-stock vs. make-to-order) 
 Number of warehouses 
 Inventory policy 
 Inventory turn over ratio 
 Internal warehouses vs. outside distributor 
 Owned by a single firm or by a variety of firms
7-3 
7.2 Direct Shipment Distribution 
Strategies 
 Advantages: 
 The retailer avoids the expenses of operating a distribution 
center 
 Lead times are reduced. 
 Disadvantages: 
 Risk-pooling effects are negated 
 Manufacturer and distributor transportation costs increase 
 Commonly used scenarios: 
 Retail store requires fully loaded trucks 
 Often mandated by powerful retailers 
 Lead time is critical. 
 Manufacturer may be reluctant but may have no choice 
 Prevalent in the grocery industry 
 lead times are critical because of perishable goods.
7-4 
7.3. Intermediate Inventory Storage 
Point Strategies 
 Variety of characteristics distinguish different 
strategies. 
 Length of time inventory is stored at warehouses and 
distribution centers. 
 Strategies: 
 Traditional warehousing strategy 
 distribution centers and warehouses hold stock inventory 
 provide their downstream customers with inventory as 
needed. 
 Cross-docking strategy 
 warehouses and distribution centers serve as transfer points 
for inventory 
 no inventory is held at these transfer points. 
 Centralized pooling and transshipment strategies 
 may be useful when there is a large variety of different 
products
7-5 
Traditional Warehousing 
 Inventory management and risk pooling 
key factors 
 Other factors also play a significant role 
 Centralized vs Decentralized Management 
 Central vs Local Facilities
7-6 
Centralized vs Decentralized 
Management 
 Decentralized system 
 Each facility identifies its most effective strategy without 
considering the impact on the other facilities in the supply 
chain. 
 Leads to local optimization. 
 Centralized system 
 decisions are made at a central location for the entire 
supply network. 
 Typical objective: minimize the total cost of the system 
subject to satisfying some service-level requirements. 
 Centralized control leads to global optimization. 
 At least as effective as the decentralized system. 
 Allow use of coordinated strategies 
 If system cannot be centralized 
 often helpful to form partnerships to approach the 
advantages of a centralized system.
7-7 
Central vs. Local Facilities 
 Centralized facilities 
 Employ both fewer warehouses and distribution centers 
 Facilities are located further from customers. 
 Other factors: 
 Safety stock. Lower safety stock levels with centralized 
facilities 
 Overhead. Lower total overhead cost with centralized facilities 
 Economies of scale. Greater economies of scale with 
centralized facilities 
 Lead time. Lead time to market reduced with local facilities 
 Service. 
 Utilization of risk pooling better with centralized 
 Shipping times better with local 
 Transportation costs. 
 Costs between production facilities and warehouses higher with 
local 
 Costs from warehouses to retailers lesser with local
7-8 
A Hybrid Decision 
 Some products use centralized strategy 
while others use local strategy 
 Not an either or decision 
 Varying degrees of centralization and 
localization due to the varying levels of 
advantages and disadvantages
7-9 
Cross-Docking 
 Popularized by Wal-Mart 
 Warehouses function as inventory coordination 
points rather than as inventory storage points. 
 Goods arriving at warehouses from the 
manufacturer: 
 are transferred to vehicles serving the retailers 
 are delivered to the retailers as rapidly as possible. 
 Goods spend very little time in storage at the 
warehouse 
 Often less than 12 hours 
 Limits inventory costs and decreases lead times
7-10 
Issues with Cross-Docking 
 Require a significant start-up investment and are 
very difficult to manage 
 Supply chain partners must be linked with 
advanced information systems for coordination 
 A fast and responsive transportation system is 
necessary 
 Forecasts are critical, necessitating the sharing 
of information. 
 Effective only for large distribution systems 
 Sufficient volume every day to allow shipments of fully 
loaded trucks from the suppliers to the warehouses. 
 Sufficient demand at retail outlets to receive full 
truckload quantities
7-11 
Inventory Pooling – GM Example 
 1,500 Cadillacs parked at a regional distribution 
center in Orlando 
 Await delivery to dealers statewide within 24 
hours 
 10% to 11% sales loss because a car is not 
available… 
 Test program expected to: 
 improve customer service 
 boost sales of Cadillacs by 10%
7-12 
Centralized Pooled Systems 
Perform Better 
 For the same inventory level, a centralized system 
provides: 
 higher service level 
 higher sales 
 Push-pull supply chain 
 Moving from a push supply chain 
 Dealers have to order before demand is realized 
 To a push-pull supply chain 
 Dealers pull from regional distribution centers. 
 Implications: 
 End consumers will see better customer service 
 More cars are available to them.
7-13 
Other Factors 
 Will GM sell more cars to GM dealers? 
 Total number of cars ordered by dealers will not 
necessarily increase, even as customer service 
increases. 
 What about the dealers? 
 Dealers have access to more inventory 
 Potentially can sell more. 
 Levels out the playing field between dealers. 
 Small dealers would favor such a system Competitive 
advantage of large dealers wiped out
7-14 
Example of Inventory Pooling 
 Two retailers face random demand for a single 
product. 
 No differences between the retailers 
 Compare two systems 
 centralized pooled system, 
 retailers together operate a joint inventory facility 
 take items out of the pooled inventory to meet demand. 
 decentralized system 
 each retailer individually orders from the manufacturer 
to meet demand 
 In both systems, inventory is owned by the 
retailers
7-15 
The Two Systems 
FIGURE 7-9: The centralized 
and decentralized systems 
FIGURE 7-10: Probabilistic 
demand faced by each retailer
7-16 
Other Data 
 Wholesale price = $80 per unit 
 Selling price = $125 per unit 
 Salvage value = $20 per unit 
 Production cost = $35 per unit
Costs and Profits in the Two Systems 
7-17 
 Decentralized system 
 Each dealer orders 12,000 units 
 Expected profit per dealer = $470,000, Total = 
$940,000 
 Expected sales = 11,340 units, Total = 22,680 units 
 Manufacturer profit = $1,080,000 
 Centralized system 
 Two dealers together will order 26,000 units 
 Total expected profit = $1,009,392 
 Joint expected sales = 24,470 units 
 Manufacturer profit = $1,170,000
7-18 
Customer Search 
 If the customer arrives at a dealer and 
does not find the item 
 Switches to another dealer 
 Helps the manufacturer sell more products 
 Which system is better under customer 
search? 
 No impact on the centralized system
7-19 
Impact on Decentralized System 
 If a dealer knows that its competitors do not keep 
enough inventory 
 this dealer should raise the inventory level to satisfy: 
 its own demand 
 demand of customers who initially approach other dealers 
with limited inventory. 
 If a dealer knows that its competitors has significant 
inventory 
 this dealer will reduce the inventory level 
 It is not likely to see customers who switch 
 Dealer’s strategy depends on its competitor’s 
strategy. 
 Dealers may/may not know their competitor strategy 
 not clear how they decide on their inventory level. 
 not clear about the impact of search on the manufacturer
7-20 
Nash Equilibrium (Game Theory) 
 If two competitors are making decisions, 
they have reached Nash equilibrium if they 
have both made a decision 
 Both have decided on an amount to order 
 neither can improve their expected profit by 
changing the order amount if the other dealer 
doesn’t change his order amount.
7-21 
Example 
 α = percentage of customers that search the 
system 
 Each retailer can determine what their effective 
demand will be if the other retailer orders a 
specific amount. 
 Based on this information, they can calculate 
how much they should order given any order by 
their competitors. 
 Best response
7-22 
Best Response with α=90% 
FIGURE 7-11: Retailers’ best response
7-23 
Nash Equilibrium of the System 
 Retailer one orders about 20,000 units, retailer two will 
respond by ordering about 12,000 units 
 If this is the case, then retailer one should modify its 
strategy and reduce the order quantity 
 No retailer has an incentive to modify its strategy 
 They order amounts associated with the intersection of 
the two curves. 
 Optimal order quantity for each retailer = 13,900 units 
 Total expected profit for each retailer = $489,460 
 Total expected profit = $978,920 
 Total expected sales = 25,208 
 Total amount ordered from the manufacturer = 27,800 
 Manufacturer’s profit = $1,251,000.
7-24 
Decentralized and Centralized 
Systems for Search Level of 90% 
Strategy Retailers Manufacturer Total 
Decentralized 978,920 1,251,000 2,229,920 
Centralized 1,009,392 1,170,000 2,179,392 
 Centralized system does not dominate the decentralized 
system. 
 Retailers prefer the centralized system 
 Manufacturer’s profit is higher in the decentralized system
7-25 
As α Increases 
 Each retailer’s order quantity and profit 
increases 
 Retailers’ total expected profit will be 
higher in the centralized pooling system 
than in the decentralized system.
7-26 
As α Increases 
 With larger α 
 retailers will order more in a decentralized 
system 
 manufacturer will prefer a decentralized 
system 
 retailers will prefer a centralized system 
 With smaller α 
 manufacturer will order less in a decentralized 
system 
 both the retailers and the manufacturer will 
prefer a centralized pooling system.
7-27 
Effect of α on Amounts Ordered 
FIGURE 7-12: Amount ordered by dealers as a function of the search level
7-28 
Critical Search Level 
 Presence of a critical search level 
 manufacturer prefers the centralized system 
below the level 
 otherwise, manufacturer prefers the 
decentralized system. 
 Manufacturer always prefers a higher 
search level
7-29 
How Can the Search Level Be 
Increased? 
 Increase brand loyalty 
 customers will more likely search for a particular 
brand at another retailer if their first choice does not 
have the product in inventory. 
 Information technology initiatives to increase 
communication between retailers 
 increases the ease with which customers can search 
in the system 
 higher likelihood that customers will search in the 
system
7-30 
Transshipment 
 Shipment of items between different 
facilities at the same level in the supply 
chain to meet some immediate need 
 Occurs mostly at the retail level 
 Can be achieved: 
 with advanced information systems 
 Shipping costs are reasonable 
 Retailers have same owner
7-31 
Retailers with Different Owners 
 May not want to do transshipments 
 Distributor Integration strategies may be 
adopted 
 Not clear regarding inventory levels 
 A retailer’s strategy depends on competitors’ 
strategies
7-32 
Which Strategy to Adopt? 
 Different approaches for different products 
 Factors: 
 Customer demand and location 
 Service level 
 Costs => transportation & inventory costs 
 Demand Variability
7-33 
Summary of the Distribution 
Strategies 
Strategy → 
Attribute ↓ 
Direct 
shipment Cross-docking 
Inventory at 
warehouses 
Risk pooling Take advantage 
Transportation 
costs 
Reduced inbound 
costs 
Reduced inbound 
costs 
Holding costs No warehouse 
cost 
No holding costs 
Allocation Delayed Delayed
7-34 
Summary 
 Critical to implement effective distribution 
strategies regardless of the total level of supply 
chain integration. 
 Strategies: 
 direct shipping 
 warehouses or distribution centers 
 Related decisions 
 Should there be many or only a few warehouses or 
DC’s? 
 Should inventory be held at these locations, or 
transshipped? 
 As a retailer, does it make sense to participate in a 
centralized inventory pooling system? 
 What about a transshipment system?

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distribution stategies

  • 1. Chapter 7 Distribution Strategies McGraw-Hill/Irwin Copyright © 2008 by The McGraw-Hill Companies, Inc. All rights reserved.
  • 2. 7-2 7.1 Introduction  Focus on the distribution function.  Various possible distribution strategies, and the opportunities and challenges associated with these strategies.  Two fundamental distribution strategies:  Items can be directly shipped from the supplier or manufacturer to the retail stores or end customer  Use intermediate inventory storage points (typically warehouses and/or distribution centers).  Issues with warehouses  Manufacturing strategy (make-to-stock vs. make-to-order)  Number of warehouses  Inventory policy  Inventory turn over ratio  Internal warehouses vs. outside distributor  Owned by a single firm or by a variety of firms
  • 3. 7-3 7.2 Direct Shipment Distribution Strategies  Advantages:  The retailer avoids the expenses of operating a distribution center  Lead times are reduced.  Disadvantages:  Risk-pooling effects are negated  Manufacturer and distributor transportation costs increase  Commonly used scenarios:  Retail store requires fully loaded trucks  Often mandated by powerful retailers  Lead time is critical.  Manufacturer may be reluctant but may have no choice  Prevalent in the grocery industry  lead times are critical because of perishable goods.
  • 4. 7-4 7.3. Intermediate Inventory Storage Point Strategies  Variety of characteristics distinguish different strategies.  Length of time inventory is stored at warehouses and distribution centers.  Strategies:  Traditional warehousing strategy  distribution centers and warehouses hold stock inventory  provide their downstream customers with inventory as needed.  Cross-docking strategy  warehouses and distribution centers serve as transfer points for inventory  no inventory is held at these transfer points.  Centralized pooling and transshipment strategies  may be useful when there is a large variety of different products
  • 5. 7-5 Traditional Warehousing  Inventory management and risk pooling key factors  Other factors also play a significant role  Centralized vs Decentralized Management  Central vs Local Facilities
  • 6. 7-6 Centralized vs Decentralized Management  Decentralized system  Each facility identifies its most effective strategy without considering the impact on the other facilities in the supply chain.  Leads to local optimization.  Centralized system  decisions are made at a central location for the entire supply network.  Typical objective: minimize the total cost of the system subject to satisfying some service-level requirements.  Centralized control leads to global optimization.  At least as effective as the decentralized system.  Allow use of coordinated strategies  If system cannot be centralized  often helpful to form partnerships to approach the advantages of a centralized system.
  • 7. 7-7 Central vs. Local Facilities  Centralized facilities  Employ both fewer warehouses and distribution centers  Facilities are located further from customers.  Other factors:  Safety stock. Lower safety stock levels with centralized facilities  Overhead. Lower total overhead cost with centralized facilities  Economies of scale. Greater economies of scale with centralized facilities  Lead time. Lead time to market reduced with local facilities  Service.  Utilization of risk pooling better with centralized  Shipping times better with local  Transportation costs.  Costs between production facilities and warehouses higher with local  Costs from warehouses to retailers lesser with local
  • 8. 7-8 A Hybrid Decision  Some products use centralized strategy while others use local strategy  Not an either or decision  Varying degrees of centralization and localization due to the varying levels of advantages and disadvantages
  • 9. 7-9 Cross-Docking  Popularized by Wal-Mart  Warehouses function as inventory coordination points rather than as inventory storage points.  Goods arriving at warehouses from the manufacturer:  are transferred to vehicles serving the retailers  are delivered to the retailers as rapidly as possible.  Goods spend very little time in storage at the warehouse  Often less than 12 hours  Limits inventory costs and decreases lead times
  • 10. 7-10 Issues with Cross-Docking  Require a significant start-up investment and are very difficult to manage  Supply chain partners must be linked with advanced information systems for coordination  A fast and responsive transportation system is necessary  Forecasts are critical, necessitating the sharing of information.  Effective only for large distribution systems  Sufficient volume every day to allow shipments of fully loaded trucks from the suppliers to the warehouses.  Sufficient demand at retail outlets to receive full truckload quantities
  • 11. 7-11 Inventory Pooling – GM Example  1,500 Cadillacs parked at a regional distribution center in Orlando  Await delivery to dealers statewide within 24 hours  10% to 11% sales loss because a car is not available…  Test program expected to:  improve customer service  boost sales of Cadillacs by 10%
  • 12. 7-12 Centralized Pooled Systems Perform Better  For the same inventory level, a centralized system provides:  higher service level  higher sales  Push-pull supply chain  Moving from a push supply chain  Dealers have to order before demand is realized  To a push-pull supply chain  Dealers pull from regional distribution centers.  Implications:  End consumers will see better customer service  More cars are available to them.
  • 13. 7-13 Other Factors  Will GM sell more cars to GM dealers?  Total number of cars ordered by dealers will not necessarily increase, even as customer service increases.  What about the dealers?  Dealers have access to more inventory  Potentially can sell more.  Levels out the playing field between dealers.  Small dealers would favor such a system Competitive advantage of large dealers wiped out
  • 14. 7-14 Example of Inventory Pooling  Two retailers face random demand for a single product.  No differences between the retailers  Compare two systems  centralized pooled system,  retailers together operate a joint inventory facility  take items out of the pooled inventory to meet demand.  decentralized system  each retailer individually orders from the manufacturer to meet demand  In both systems, inventory is owned by the retailers
  • 15. 7-15 The Two Systems FIGURE 7-9: The centralized and decentralized systems FIGURE 7-10: Probabilistic demand faced by each retailer
  • 16. 7-16 Other Data  Wholesale price = $80 per unit  Selling price = $125 per unit  Salvage value = $20 per unit  Production cost = $35 per unit
  • 17. Costs and Profits in the Two Systems 7-17  Decentralized system  Each dealer orders 12,000 units  Expected profit per dealer = $470,000, Total = $940,000  Expected sales = 11,340 units, Total = 22,680 units  Manufacturer profit = $1,080,000  Centralized system  Two dealers together will order 26,000 units  Total expected profit = $1,009,392  Joint expected sales = 24,470 units  Manufacturer profit = $1,170,000
  • 18. 7-18 Customer Search  If the customer arrives at a dealer and does not find the item  Switches to another dealer  Helps the manufacturer sell more products  Which system is better under customer search?  No impact on the centralized system
  • 19. 7-19 Impact on Decentralized System  If a dealer knows that its competitors do not keep enough inventory  this dealer should raise the inventory level to satisfy:  its own demand  demand of customers who initially approach other dealers with limited inventory.  If a dealer knows that its competitors has significant inventory  this dealer will reduce the inventory level  It is not likely to see customers who switch  Dealer’s strategy depends on its competitor’s strategy.  Dealers may/may not know their competitor strategy  not clear how they decide on their inventory level.  not clear about the impact of search on the manufacturer
  • 20. 7-20 Nash Equilibrium (Game Theory)  If two competitors are making decisions, they have reached Nash equilibrium if they have both made a decision  Both have decided on an amount to order  neither can improve their expected profit by changing the order amount if the other dealer doesn’t change his order amount.
  • 21. 7-21 Example  α = percentage of customers that search the system  Each retailer can determine what their effective demand will be if the other retailer orders a specific amount.  Based on this information, they can calculate how much they should order given any order by their competitors.  Best response
  • 22. 7-22 Best Response with α=90% FIGURE 7-11: Retailers’ best response
  • 23. 7-23 Nash Equilibrium of the System  Retailer one orders about 20,000 units, retailer two will respond by ordering about 12,000 units  If this is the case, then retailer one should modify its strategy and reduce the order quantity  No retailer has an incentive to modify its strategy  They order amounts associated with the intersection of the two curves.  Optimal order quantity for each retailer = 13,900 units  Total expected profit for each retailer = $489,460  Total expected profit = $978,920  Total expected sales = 25,208  Total amount ordered from the manufacturer = 27,800  Manufacturer’s profit = $1,251,000.
  • 24. 7-24 Decentralized and Centralized Systems for Search Level of 90% Strategy Retailers Manufacturer Total Decentralized 978,920 1,251,000 2,229,920 Centralized 1,009,392 1,170,000 2,179,392  Centralized system does not dominate the decentralized system.  Retailers prefer the centralized system  Manufacturer’s profit is higher in the decentralized system
  • 25. 7-25 As α Increases  Each retailer’s order quantity and profit increases  Retailers’ total expected profit will be higher in the centralized pooling system than in the decentralized system.
  • 26. 7-26 As α Increases  With larger α  retailers will order more in a decentralized system  manufacturer will prefer a decentralized system  retailers will prefer a centralized system  With smaller α  manufacturer will order less in a decentralized system  both the retailers and the manufacturer will prefer a centralized pooling system.
  • 27. 7-27 Effect of α on Amounts Ordered FIGURE 7-12: Amount ordered by dealers as a function of the search level
  • 28. 7-28 Critical Search Level  Presence of a critical search level  manufacturer prefers the centralized system below the level  otherwise, manufacturer prefers the decentralized system.  Manufacturer always prefers a higher search level
  • 29. 7-29 How Can the Search Level Be Increased?  Increase brand loyalty  customers will more likely search for a particular brand at another retailer if their first choice does not have the product in inventory.  Information technology initiatives to increase communication between retailers  increases the ease with which customers can search in the system  higher likelihood that customers will search in the system
  • 30. 7-30 Transshipment  Shipment of items between different facilities at the same level in the supply chain to meet some immediate need  Occurs mostly at the retail level  Can be achieved:  with advanced information systems  Shipping costs are reasonable  Retailers have same owner
  • 31. 7-31 Retailers with Different Owners  May not want to do transshipments  Distributor Integration strategies may be adopted  Not clear regarding inventory levels  A retailer’s strategy depends on competitors’ strategies
  • 32. 7-32 Which Strategy to Adopt?  Different approaches for different products  Factors:  Customer demand and location  Service level  Costs => transportation & inventory costs  Demand Variability
  • 33. 7-33 Summary of the Distribution Strategies Strategy → Attribute ↓ Direct shipment Cross-docking Inventory at warehouses Risk pooling Take advantage Transportation costs Reduced inbound costs Reduced inbound costs Holding costs No warehouse cost No holding costs Allocation Delayed Delayed
  • 34. 7-34 Summary  Critical to implement effective distribution strategies regardless of the total level of supply chain integration.  Strategies:  direct shipping  warehouses or distribution centers  Related decisions  Should there be many or only a few warehouses or DC’s?  Should inventory be held at these locations, or transshipped?  As a retailer, does it make sense to participate in a centralized inventory pooling system?  What about a transshipment system?