Strategic, Tactical and Operational Conflicts in Lean Supply Chain Management Scott R. Swenseth, University of Nebraska David L. Olson, University of Nebraska European DSI 2014 Swenseth & Olson Globalization (and global warming) • SUPPLY CHAINS • • • • Need lean Need green Need agile Need resilient • Continuous improvement the goal • Improvement is never finished • Lean effective at tactical, operational levels • OUR FOCUS: STRATEGIC SUPPLY CHAIN IMPLEMENTATION OF LEAN European DSI 2014 Swenseth & Olson Views • Operators don’t have confidence that upper management understands lean • Don’t believe upper management supports lean applications • Upper management continues to demand improvements generated by lean • PREMISE: UPPER MANAGEMENT DOES CARE & SUPPORTS LEAN • But they have many factors to consider • Some of these factors may trump lean • STUDY: one major supply chain player • Interacting upstream European DSI 2014 Swenseth & Olson Our Model: Data assumed as inputs • Average annual (& daily) demand (and standard deviation) • Unit weight • Unit purchasing price • Holding cost as % of unit price • Order cost • Backorder cost per unit • Truckload shipping rate (assume full truckloads) European DSI 2014 Swenseth & Olson AGILE • Lean a good deal • Agile also good in supply chains [Borgstrom & Hertz, 2011; many others] • Agile provides information visibility • Agile has relative advantage in low demand, high variety environments • Extension of lean to supply chains challenging [Liu, et al., 2013] • No decision maker can have all needed knowledge • Internet helps [Hines, et al., 2004] • Can synchronize decisions, share goals [Manuj & Sahin, 2011] • But Bullwhip studies indicate difficulties [Disney, Towill, many times] European DSI 2014 Swenseth & Olson RESILIENT • Lean focus on cost minimization • Zero inventories cause problems [Christopher & Peck, 2004] • Supply chains may have high levels of uncertainty [Nauhria et al., 2009] • On-time delivery critical, as is product quality • Agile refocus on developing capacity • Provide the ability to cope with unexpected disturbances [Carvalho & Machado, 2009; Pettit, et al., 2010] • Highly appropriate if demand rapidly changing European DSI 2014 Swenseth & Olson Environmental Sustainability • Lean can help environment [Sobral, et al., 2013] • Improve efficiency ecologically at a profit [Rao & Holt, 2005] • GREEN SYSTEM consideration of Product Life Cycle [Srivastava, 2007] • • • • • • Green product design Material sourcing & selection Marketing Consumption Manufacturing Delivery European DSI 2014 Swenseth & Olson Environmental Sustainability Redux • Little evidence of green supply chain practice [Genovese, et al., 2013] • Need holistic approach [Lee, 2010] • • • • Environmental complexity includes many goals Inventory studies [Borgstrom & Hertz, 2011; Chung, et al., 2012] Need to consider overall supply chain system [Mollenkopf, et al., 2010] Efficiency trade-offs with environmental sustainability [Wolters, et al., 1997] • Wal-Mart, Caterpillar, Toyota European DSI 2014 Swenseth & Olson Lean Implementation • [Miller 2011] survey • Mixed findings of Managers knowing what lean really is • But it is critical they be involved • Managers should improve process rather than allocate blame • International Survey of Lean Healthcare Users [2012] • Primary barriers to lean • Resources • Knowledge gaps • Conflicting priorities • [Zhang, et al. 2012] • • • • Need management engagement & commitment Organizational culture Reviews & tracking Communication & assessment • [Fricke, 2010] • The larger the organization, the greater the awareness of lean European DSI 2014 Swenseth & Olson Problem Scenario • Supplier shipping TL quantities to customer • Basic system, lean & agile modifications • PARAMETERS • • • • • • • Purchasing Ordering Carrying Shipping Risk of stock-out Risk of defects Demand variability European DSI 2014 Swenseth & Olson Input Parameters Variables Average Annual Demand (Units) Unit Weight (Pounds) Unit Purchase Price ($) Unit Selling Price ($) Holding Cost (% of Unit Purchase Price) Order Cost ($/Order) Backorder Cost ($/Unit) Shipping Rate ($/Shipment) TL Shipping Weight (lbs.) Shipping Rate ($/Unit) Product Defect Rate D w P’ P i C b R W r q European DSI 2014 Swenseth & Olson Values 50,000 25 $200 $300 75% $500 $200 $750 50,000 $ 0.375 5.00% Intermediate Factors Demand per Day (annual demand/365) TL Quantity (50,000 lbs/Unit wgt) Orders/Year Cycle time (days) Lead time (days) Max Safety Stock (units) Expected defects/order European DSI 2014 Swenseth & Olson Variables Values d Q 137 2,000 25 14.6 14.6 697.9 100 t l Output Measures Values Cost $10,000,000.00 $ 150,000.00 $ 12,500.00 $ 49,222.62 $ 27,731.08 $ 18,750.00 $ 750,000.00 $11,008,203.70 Cost Term Annual Purchase Cost Annual Holding Cost Annual Ordering Cost Annual Safety Stock Cost Annual Stockout Cost Annual Shipping Cost Annual Product Defect Cost Annual Total Cost European DSI 2014 Swenseth & Olson Assumptions • Lead Time – same as cycle time (supplier producing to customer demand) • Standard deviation of Daily Demand = 1/3 daily demand, normally distributed • Optimal Probability of Stockout based on backorder unit cost • Not allowed to be > 0.5, as that would yield negative safety stock • Optimal Service Level = 1 – Optimal Probability of Stockout • Max Safety Stock based on 4 StDev above mean • Expected Stockout Quantity near optimal probability of stockout times likely number of units stocked out Q 2 D Q • TC = P ′ ∗ D + ∗ i ∗ P ′ + ∗ C + Z ∗ σddlt ∗ i ∗ P ′ + E s ∗ p ∗ • 𝐷 ∗ 𝑃 − 𝑇𝐶 European DSI 2014 Swenseth & Olson D Q +R∗ D Q + D ∗ P′ ∗ q Implementing Lean Alternatives • • • • • • • • • • Unit Price reduction – work with supplier, or design changes Unit Weight reduction – work with supplier to be greener Unit Demand increase – lower price increases demand Order Cost reduction – cost of individual order reduced Shipping Cost reduction – consolidation improves lean & green Backorder Cost reduction – impact of stockout reduced Lead Time reduction – countered by higher number Holding Cost reduction – decrease in rate and decrease in unit value Product Defect Rate reduction Standard Deviation of Deman During Lead Time reduction European DSI 2014 Swenseth & Olson IMPACT • Previous Lead Time: 14.6 days • Previous Order Quantity: (50,000 lbs/shipment)/(25 lbs/unit) = 2,000 units • Cycle Time = Lead Time (2000/50000)*365 days/year = 14.6 days • Current Lead Time: 11.68 days • Current Order Quantity: (50,000 lbs/shipment)/(18.75 lbs/unit) = 2,667 units • Without Learning Cycle Time: (2667/62500)*365 = 15.58 days • With Learning Cycle Time: 15.58*0.75 = 11.68 days • Because demand increases at same rate that unit weight decreases, shipment size increases at rate causing average DDLT to be constant European DSI 2014 Swenseth & Olson Lean Cycle Comparison Outputs Lean 1 Lean 5 Lean 10 Lean 20 $10,000,000 $9,375,000 $7,247,706 $6,026,506 $4,853,907 $12,500 $8,789 $4,307 $2,785 $1,715 Cycle stock holding cost $150,000 $112,500 $71,307 $55,447 $42,395 Safety stock holding cost $49,223 $32,545 $15,047 $9,533 $5,778 Stock-out cost $27,731 $16,645 $7,081 $4,365 $2,590 Shipping cost $18,750 $13,184 $6,460 $4,177 $2,572 $750,000 $703,125 $543,578 $451,988 $364,043 $11,008,204 $8,488.212 $14,973.861 $17,900,548 $20,487,439 $3,991,796 $8,488,212 $14,973,861 $17,900,548 $20,487,.440 Purchase cost Order cost Defect cost Total Cost Total PROFIT Original European DSI 2014 Swenseth & Olson RESULTS • Columns represent rounds of lean improvement • Greater improvement rates during early stages • Assumes one improvement cycle per year • Compound profit improvement 8.52 % per year European DSI 2014 Swenseth & Olson STRATEGIC ALTERNATIVE TO LEAN & GREEN • Unit Price further reduced - (30% of current price) • Unit Weight same • Unit Demand same • Order Cost increase – new supplier • Shipping Cost per truckload increase – overseas • Backorder Cost per unit increased – multiple suppliers • Lead Time increased – overseas • Holding Cost % same • Product Defect Rate increased – multiple overseas suppliers European DSI 2014 Swenseth & Olson Global Outsourcing Outputs Original Purchase cost $10,000,000 $7,000,000 -$3,000,000 $12,500 $12,500 - Cycle stock holding cost $150,000 $315,000 +$165,000 Safety stock holding cost $49,223 $111,761 +$62,539 Stock-out cost $27,731 $54,038 +$26,307 Shipping cost $18,750 $18,750 - $750,000 $2,250,000 +$1,500,000 $11,008,204 $9,762,050 -$1,246,154 $3,991,796 $5,237,950 +$1,246,154 Order cost Defect cost Total Cost Total PROFIT Global European DSI 2014 Swenseth & Olson Change SIMULATION • • • • 1,000 randomly generated scenarios Varied stages of learning Global outsourcing gains pick up after 5 periods Considered impact of different change factors on results • Correlation between input factor and change in profit • GREATEST IMPACT: • Defective products • Greater initial levels of defective product allows lean to improve more • Can’t transfer this to alternate suppliers • 2nd GREATEST IMPACT • Learning Rate • Greater learning rate, more lean benefits European DSI 2014 Swenseth & Olson CONCLUSIONS • Multiple ways to implement lean, green, agile methods • We focused on decision processes • Operational level gains may seem ignored when changes made at tactical level • Gains at the operational & tactical levels may seem ignored at the strategic level • EACH LEVEL HAS TO UNDERSTAND HIGHER LEVELS HAVE BROADER CONSIDERATIONS • What appears detrimental at lower levels may have a compelling higher-level justification European DSI 2014 Swenseth & Olson Learning/experience curve • Used to emulate progression through lean • Reflect: • • • • • • Improving product design Affecting unit weight Affecting defect levels Affecting holding inventory Affecting placing orders Affecting shipping costs • Improvements from managing demand • Impact safety stock • Impact stockout costs • WHILE LEAN OFFERED IMPROVEMENT, ALTERNATIVES OFTEN ATTAINED GREATER GAINS European DSI 2014 Swenseth & Olson