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Copyright © 2013 Dorling Kindersley (India) Pvt. Ltd. 
Chapter 9 
Sales and Operations Planning: 
Planning Supply and Demand in a 
Supply Chain 
Supply Chain Management: Strategy, Planning, and Operation, 5/e Authors: Sunil Chopra, Peter Meindl and D. V. Kalra
Copyright © 2013 Dorling Kindersley (India) Pvt. Ltd. 
Learning Objectives 
• Manage supply to improve synchronization in a supply chain in 
the face of predictable variability. 
• Manage demand to improve synchronization in a supply chain in 
the face of predictable variability. 
• Use sales and operations planning to maximize profitability when 
faced with predictable variability in a supply chain. 
Supply Chain Management: Strategy, Planning, and Operation, 5/e Authors: Sunil Chopra, Peter Meindl and D. V. Kalra
Responding to Predictable Variability in a 
Copyright © 2013 Dorling Kindersley (India) Pvt. Ltd. 
Supply Chain 
• Predictable variability is change in demand that can be forecasted 
• Can cause increased costs and decreased responsiveness in the 
supply chain 
• Two broad approaches 
Manage supply using capacity, inventory, subcontracting, and 
backlogs 
Manage demand using short-term price discounts and trade 
promotions 
Supply Chain Management: Strategy, Planning, and Operation, 5/e Authors: Sunil Chopra, Peter Meindl and D. V. Kalra
Copyright © 2013 Dorling Kindersley (India) Pvt. Ltd. 
Managing Supply 
• Managing capacity 
Time flexibility from workforce 
Use of seasonal workforce 
Use of subcontracting 
Use of dual facilities – specialized and flexible 
Designing product flexibility into production processes 
• Managing inventory 
Using common components across multiple products 
Build inventory of high demand or predictable demand products 
Supply Chain Management: Strategy, Planning, and Operation, 5/e Authors: Sunil Chopra, Peter Meindl and D. V. Kalra
Copyright © 2013 Dorling Kindersley (India) Pvt. Ltd. 
Inventory/Capacity Trade-off 
• Leveling capacity forces inventory to build up in anticipation of 
seasonal variation in demand 
• Carrying low levels of inventory requires capacity to vary with 
seasonal variation in demand or enough capacity to cover peak 
demand during season 
Supply Chain Management: Strategy, Planning, and Operation, 5/e Authors: Sunil Chopra, Peter Meindl and D. V. Kalra
Copyright © 2013 Dorling Kindersley (India) Pvt. Ltd. 
Managing Demand 
• Promotion at Red Tomato and Green Thumb 
Item Cost 
Material cost $10/unit 
Inventory holding cost $2/unit/month 
Marginal cost of stockout/backlog $5/unit/month 
Hiring and training costs $300/worker 
Layoff cost $500/worker 
Labor hours required 4/unit 
Regular time cost $4/hour 
Overtime cost $6/hour 
Cost of subcontracting $30/unit 
Table 9-1 
Supply Chain Management: Strategy, Planning, and Operation, 5/e Authors: Sunil Chopra, Peter Meindl and D. V. Kalra
Copyright © 2013 Dorling Kindersley (India) Pvt. Ltd. 
Managing Demand 
Supply Chain Management: Strategy, Planning, and Operation, 5/e Authors: Sunil Chopra, Peter Meindl and D. V. Kalra 
Figure 9-1
Copyright © 2013 Dorling Kindersley (India) Pvt. Ltd. 
Managing Demand 
Total cost over planning horizon = $422,275 
Revenue over planning horizon = $640,000 
Profit over planning horizon = $217,725 
= 
5 (å ) 
(I0 + I6) / 2+ I t=1 t 
T 
= 
5,367 
6 
= 895 
Average 
seasonal 
inventory 
= 
average inventory 
average sales 
= 
895 
2,667 
= 0.34 months 
Average 
flow time 
Supply Chain Management: Strategy, Planning, and Operation, 5/e Authors: Sunil Chopra, Peter Meindl and D. V. Kalra
Copyright © 2013 Dorling Kindersley (India) Pvt. Ltd. 
The Timing of a Promotion 
• Impact of the promotion on demand 
• Cost of holding inventory 
• Cost of changing the level of capacity 
• Product margins 
• Increase in demand from 
Market growth 
Stealing share 
Forward buying 
Supply Chain Management: Strategy, Planning, and Operation, 5/e Authors: Sunil Chopra, Peter Meindl and D. V. Kalra
Copyright © 2013 Dorling Kindersley (India) Pvt. Ltd. 
When to Promote 
• Is it more effective to promote during the peak period of off-peak? 
• Analyze the impact of a promotion on demand and the resulting 
optimal aggregate plan 
Supply Chain Management: Strategy, Planning, and Operation, 5/e Authors: Sunil Chopra, Peter Meindl and D. V. Kalra
Copyright © 2013 Dorling Kindersley (India) Pvt. Ltd. 
Promotion in January 
Supply Chain Management: Strategy, Planning, and Operation, 5/e Authors: Sunil Chopra, Peter Meindl and D. V. Kalra 
Figure 9-2
Copyright © 2013 Dorling Kindersley (India) Pvt. Ltd. 
Promotion in January 
Total cost over planning horizon = $421,915 
Revenue over planning horizon = $643,400 
Profit over planning horizon = $221,485 
• Lower seasonal inventory 
• A somewhat lower total cost 
• A higher total profit 
Supply Chain Management: Strategy, Planning, and Operation, 5/e Authors: Sunil Chopra, Peter Meindl and D. V. Kalra
Copyright © 2013 Dorling Kindersley (India) Pvt. Ltd. 
Promotion in April 
Supply Chain Management: Strategy, Planning, and Operation, 5/e Authors: Sunil Chopra, Peter Meindl and D. V. Kalra 
Figure 9-3
Copyright © 2013 Dorling Kindersley (India) Pvt. Ltd. 
Promotion in April 
Total cost over planning horizon = $438,857 
Revenue over planning horizon = $650,140 
Profit over planning horizon = $211,283 
• Higher seasonal inventory 
• A somewhat higher total cost 
• A slightly smaller total profit 
Supply Chain Management: Strategy, Planning, and Operation, 5/e Authors: Sunil Chopra, Peter Meindl and D. V. Kalra
Copyright © 2013 Dorling Kindersley (India) Pvt. Ltd. 
Discount Leads to 
Large Increase in Consumption 
• Promotion in January 
Figure 9-4 
Supply Chain Management: Strategy, Planning, and Operation, 5/e Authors: Sunil Chopra, Peter Meindl and D. V. Kalra
Copyright © 2013 Dorling Kindersley (India) Pvt. Ltd. 
Discount Leads to 
Large Increase in Consumption 
Total cost over planning horizon = $456,750 
Revenue over planning horizon = $699,560 
Profit over planning horizon = $242,810 
• Higher total profit than base case 
Supply Chain Management: Strategy, Planning, and Operation, 5/e Authors: Sunil Chopra, Peter Meindl and D. V. Kalra
Copyright © 2013 Dorling Kindersley (India) Pvt. Ltd. 
Discount Leads to 
Large Increase in Consumption 
• Promotion in April 
Figure 9-5 
Supply Chain Management: Strategy, Planning, and Operation, 5/e Authors: Sunil Chopra, Peter Meindl and D. V. Kalra
Copyright © 2013 Dorling Kindersley (India) Pvt. Ltd. 
Discount Leads to 
Large Increase in Consumption 
Total cost over planning horizon = $536,200 
Revenue over planning horizon = $783,520 
Profit over planning horizon = $247,320 
• Much higher level of seasonal inventory 
• Uses more stockouts and subcontracting 
• Revenues increase 
• Overall profits higher 
Supply Chain Management: Strategy, Planning, and Operation, 5/e Authors: Sunil Chopra, Peter Meindl and D. V. Kalra
Copyright © 2013 Dorling Kindersley (India) Pvt. Ltd. 
Supply Chain Performance 
Regular 
Price 
Promotion 
Price 
Promotion 
Period 
Percentage 
of Increase 
in Demand 
Percentage 
of Forward 
Buying Profit 
Supply Chain Management: Strategy, Planning, and Operation, 5/e Authors: Sunil Chopra, Peter Meindl and D. V. Kalra 
Average 
Inventory 
$40 $40 NA NA NA $217,725 895 
$40 $39 January 10% 20% $221,485 523 
$40 $39 April 10% 20% $211,283 938 
$40 $39 January 100% 20% $242,810 208 
$40 $39 April 100% 20% $247,320 1,492 
$31 $31 NA NA NA $ 73,725 895 
$31 $30 January 100% 20% $ 84,410 208 
$31 $30 April 100% 20% $ 69,120 1,492 
Table 9-2
Copyright © 2013 Dorling Kindersley (India) Pvt. Ltd. 
Impact on Promotion Timing 
Factor Impact on Timing of Promotion/Forward 
Buy 
High forward buying Favors promotion during low-demand periods 
High ability to steal market share Favors promotion during peak-demand periods 
High ability to increase overall market Favors promotion during peak-demand periods 
High margin Favors promotion during peak-demand periods 
Low margin Favors promotion during low-demand periods 
High manufacturer holding costs Favors promotion during low-demand periods 
High costs of changing capacity Favors promotion during low-demand periods 
High retailer holding costs Decreases forward buying by retailer 
High promotion elasticity of consumer Decreases forward buying by retailer 
Supply Chain Management: Strategy, Planning, and Operation, 5/e Authors: Sunil Chopra, Peter Meindl and D. V. Kalra 
Table 9-3
Copyright © 2013 Dorling Kindersley (India) Pvt. Ltd. 
Conclusions on Promotion 
• Average inventory increases if a promotion is run during the peak 
period and decreases if the promotion is run during the off-peak 
period 
• Promoting during a peak-demand month may decrease overall 
profitability if there is a small increase in consumption and a 
significant fraction of the demand increase results from a forward 
buy 
Supply Chain Management: Strategy, Planning, and Operation, 5/e Authors: Sunil Chopra, Peter Meindl and D. V. Kalra
Copyright © 2013 Dorling Kindersley (India) Pvt. Ltd. 
Conclusions on Promotion 
• As consumption increase from discounting grows and forward 
buying becomes a smaller fraction of the demand increase from a 
promotion, it is more profitable to promote during the peak 
period 
• As the product margin declines, promoting during the peak-demand 
period becomes less profitable 
Supply Chain Management: Strategy, Planning, and Operation, 5/e Authors: Sunil Chopra, Peter Meindl and D. V. Kalra
Copyright © 2013 Dorling Kindersley (India) Pvt. Ltd. 
Implementing Sales and Operations 
Planning in Practice 
• Coordinate planning across enterprises in the supply chain 
• Take predictable variability into account when making strategic 
decisions 
• Design S&OP to understand and manage the drivers of demand 
usage 
• Ensure that the S&OP process modifies plans as the reality or 
forecasts change 
Supply Chain Management: Strategy, Planning, and Operation, 5/e Authors: Sunil Chopra, Peter Meindl and D. V. Kalra
Copyright © 2013 Dorling Kindersley (India) Pvt. Ltd. 
Summary of Learning Objectives 
• Manage supply to improve synchronization in a supply chain in 
the face of predictable variability 
• Manage demand to improve synchronization in a supply chain in 
the face of predictable variability 
• Use sales and operations planning to maximize profitability when 
faced with predictable variability in a supply chain 
Supply Chain Management: Strategy, Planning, and Operation, 5/e Authors: Sunil Chopra, Peter Meindl and D. V. Kalra

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Chopra Meindl Chapter 9

  • 1. Copyright © 2013 Dorling Kindersley (India) Pvt. Ltd. Chapter 9 Sales and Operations Planning: Planning Supply and Demand in a Supply Chain Supply Chain Management: Strategy, Planning, and Operation, 5/e Authors: Sunil Chopra, Peter Meindl and D. V. Kalra
  • 2. Copyright © 2013 Dorling Kindersley (India) Pvt. Ltd. Learning Objectives • Manage supply to improve synchronization in a supply chain in the face of predictable variability. • Manage demand to improve synchronization in a supply chain in the face of predictable variability. • Use sales and operations planning to maximize profitability when faced with predictable variability in a supply chain. Supply Chain Management: Strategy, Planning, and Operation, 5/e Authors: Sunil Chopra, Peter Meindl and D. V. Kalra
  • 3. Responding to Predictable Variability in a Copyright © 2013 Dorling Kindersley (India) Pvt. Ltd. Supply Chain • Predictable variability is change in demand that can be forecasted • Can cause increased costs and decreased responsiveness in the supply chain • Two broad approaches Manage supply using capacity, inventory, subcontracting, and backlogs Manage demand using short-term price discounts and trade promotions Supply Chain Management: Strategy, Planning, and Operation, 5/e Authors: Sunil Chopra, Peter Meindl and D. V. Kalra
  • 4. Copyright © 2013 Dorling Kindersley (India) Pvt. Ltd. Managing Supply • Managing capacity Time flexibility from workforce Use of seasonal workforce Use of subcontracting Use of dual facilities – specialized and flexible Designing product flexibility into production processes • Managing inventory Using common components across multiple products Build inventory of high demand or predictable demand products Supply Chain Management: Strategy, Planning, and Operation, 5/e Authors: Sunil Chopra, Peter Meindl and D. V. Kalra
  • 5. Copyright © 2013 Dorling Kindersley (India) Pvt. Ltd. Inventory/Capacity Trade-off • Leveling capacity forces inventory to build up in anticipation of seasonal variation in demand • Carrying low levels of inventory requires capacity to vary with seasonal variation in demand or enough capacity to cover peak demand during season Supply Chain Management: Strategy, Planning, and Operation, 5/e Authors: Sunil Chopra, Peter Meindl and D. V. Kalra
  • 6. Copyright © 2013 Dorling Kindersley (India) Pvt. Ltd. Managing Demand • Promotion at Red Tomato and Green Thumb Item Cost Material cost $10/unit Inventory holding cost $2/unit/month Marginal cost of stockout/backlog $5/unit/month Hiring and training costs $300/worker Layoff cost $500/worker Labor hours required 4/unit Regular time cost $4/hour Overtime cost $6/hour Cost of subcontracting $30/unit Table 9-1 Supply Chain Management: Strategy, Planning, and Operation, 5/e Authors: Sunil Chopra, Peter Meindl and D. V. Kalra
  • 7. Copyright © 2013 Dorling Kindersley (India) Pvt. Ltd. Managing Demand Supply Chain Management: Strategy, Planning, and Operation, 5/e Authors: Sunil Chopra, Peter Meindl and D. V. Kalra Figure 9-1
  • 8. Copyright © 2013 Dorling Kindersley (India) Pvt. Ltd. Managing Demand Total cost over planning horizon = $422,275 Revenue over planning horizon = $640,000 Profit over planning horizon = $217,725 = 5 (å ) (I0 + I6) / 2+ I t=1 t T = 5,367 6 = 895 Average seasonal inventory = average inventory average sales = 895 2,667 = 0.34 months Average flow time Supply Chain Management: Strategy, Planning, and Operation, 5/e Authors: Sunil Chopra, Peter Meindl and D. V. Kalra
  • 9. Copyright © 2013 Dorling Kindersley (India) Pvt. Ltd. The Timing of a Promotion • Impact of the promotion on demand • Cost of holding inventory • Cost of changing the level of capacity • Product margins • Increase in demand from Market growth Stealing share Forward buying Supply Chain Management: Strategy, Planning, and Operation, 5/e Authors: Sunil Chopra, Peter Meindl and D. V. Kalra
  • 10. Copyright © 2013 Dorling Kindersley (India) Pvt. Ltd. When to Promote • Is it more effective to promote during the peak period of off-peak? • Analyze the impact of a promotion on demand and the resulting optimal aggregate plan Supply Chain Management: Strategy, Planning, and Operation, 5/e Authors: Sunil Chopra, Peter Meindl and D. V. Kalra
  • 11. Copyright © 2013 Dorling Kindersley (India) Pvt. Ltd. Promotion in January Supply Chain Management: Strategy, Planning, and Operation, 5/e Authors: Sunil Chopra, Peter Meindl and D. V. Kalra Figure 9-2
  • 12. Copyright © 2013 Dorling Kindersley (India) Pvt. Ltd. Promotion in January Total cost over planning horizon = $421,915 Revenue over planning horizon = $643,400 Profit over planning horizon = $221,485 • Lower seasonal inventory • A somewhat lower total cost • A higher total profit Supply Chain Management: Strategy, Planning, and Operation, 5/e Authors: Sunil Chopra, Peter Meindl and D. V. Kalra
  • 13. Copyright © 2013 Dorling Kindersley (India) Pvt. Ltd. Promotion in April Supply Chain Management: Strategy, Planning, and Operation, 5/e Authors: Sunil Chopra, Peter Meindl and D. V. Kalra Figure 9-3
  • 14. Copyright © 2013 Dorling Kindersley (India) Pvt. Ltd. Promotion in April Total cost over planning horizon = $438,857 Revenue over planning horizon = $650,140 Profit over planning horizon = $211,283 • Higher seasonal inventory • A somewhat higher total cost • A slightly smaller total profit Supply Chain Management: Strategy, Planning, and Operation, 5/e Authors: Sunil Chopra, Peter Meindl and D. V. Kalra
  • 15. Copyright © 2013 Dorling Kindersley (India) Pvt. Ltd. Discount Leads to Large Increase in Consumption • Promotion in January Figure 9-4 Supply Chain Management: Strategy, Planning, and Operation, 5/e Authors: Sunil Chopra, Peter Meindl and D. V. Kalra
  • 16. Copyright © 2013 Dorling Kindersley (India) Pvt. Ltd. Discount Leads to Large Increase in Consumption Total cost over planning horizon = $456,750 Revenue over planning horizon = $699,560 Profit over planning horizon = $242,810 • Higher total profit than base case Supply Chain Management: Strategy, Planning, and Operation, 5/e Authors: Sunil Chopra, Peter Meindl and D. V. Kalra
  • 17. Copyright © 2013 Dorling Kindersley (India) Pvt. Ltd. Discount Leads to Large Increase in Consumption • Promotion in April Figure 9-5 Supply Chain Management: Strategy, Planning, and Operation, 5/e Authors: Sunil Chopra, Peter Meindl and D. V. Kalra
  • 18. Copyright © 2013 Dorling Kindersley (India) Pvt. Ltd. Discount Leads to Large Increase in Consumption Total cost over planning horizon = $536,200 Revenue over planning horizon = $783,520 Profit over planning horizon = $247,320 • Much higher level of seasonal inventory • Uses more stockouts and subcontracting • Revenues increase • Overall profits higher Supply Chain Management: Strategy, Planning, and Operation, 5/e Authors: Sunil Chopra, Peter Meindl and D. V. Kalra
  • 19. Copyright © 2013 Dorling Kindersley (India) Pvt. Ltd. Supply Chain Performance Regular Price Promotion Price Promotion Period Percentage of Increase in Demand Percentage of Forward Buying Profit Supply Chain Management: Strategy, Planning, and Operation, 5/e Authors: Sunil Chopra, Peter Meindl and D. V. Kalra Average Inventory $40 $40 NA NA NA $217,725 895 $40 $39 January 10% 20% $221,485 523 $40 $39 April 10% 20% $211,283 938 $40 $39 January 100% 20% $242,810 208 $40 $39 April 100% 20% $247,320 1,492 $31 $31 NA NA NA $ 73,725 895 $31 $30 January 100% 20% $ 84,410 208 $31 $30 April 100% 20% $ 69,120 1,492 Table 9-2
  • 20. Copyright © 2013 Dorling Kindersley (India) Pvt. Ltd. Impact on Promotion Timing Factor Impact on Timing of Promotion/Forward Buy High forward buying Favors promotion during low-demand periods High ability to steal market share Favors promotion during peak-demand periods High ability to increase overall market Favors promotion during peak-demand periods High margin Favors promotion during peak-demand periods Low margin Favors promotion during low-demand periods High manufacturer holding costs Favors promotion during low-demand periods High costs of changing capacity Favors promotion during low-demand periods High retailer holding costs Decreases forward buying by retailer High promotion elasticity of consumer Decreases forward buying by retailer Supply Chain Management: Strategy, Planning, and Operation, 5/e Authors: Sunil Chopra, Peter Meindl and D. V. Kalra Table 9-3
  • 21. Copyright © 2013 Dorling Kindersley (India) Pvt. Ltd. Conclusions on Promotion • Average inventory increases if a promotion is run during the peak period and decreases if the promotion is run during the off-peak period • Promoting during a peak-demand month may decrease overall profitability if there is a small increase in consumption and a significant fraction of the demand increase results from a forward buy Supply Chain Management: Strategy, Planning, and Operation, 5/e Authors: Sunil Chopra, Peter Meindl and D. V. Kalra
  • 22. Copyright © 2013 Dorling Kindersley (India) Pvt. Ltd. Conclusions on Promotion • As consumption increase from discounting grows and forward buying becomes a smaller fraction of the demand increase from a promotion, it is more profitable to promote during the peak period • As the product margin declines, promoting during the peak-demand period becomes less profitable Supply Chain Management: Strategy, Planning, and Operation, 5/e Authors: Sunil Chopra, Peter Meindl and D. V. Kalra
  • 23. Copyright © 2013 Dorling Kindersley (India) Pvt. Ltd. Implementing Sales and Operations Planning in Practice • Coordinate planning across enterprises in the supply chain • Take predictable variability into account when making strategic decisions • Design S&OP to understand and manage the drivers of demand usage • Ensure that the S&OP process modifies plans as the reality or forecasts change Supply Chain Management: Strategy, Planning, and Operation, 5/e Authors: Sunil Chopra, Peter Meindl and D. V. Kalra
  • 24. Copyright © 2013 Dorling Kindersley (India) Pvt. Ltd. Summary of Learning Objectives • Manage supply to improve synchronization in a supply chain in the face of predictable variability • Manage demand to improve synchronization in a supply chain in the face of predictable variability • Use sales and operations planning to maximize profitability when faced with predictable variability in a supply chain Supply Chain Management: Strategy, Planning, and Operation, 5/e Authors: Sunil Chopra, Peter Meindl and D. V. Kalra