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 Stock-out 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 Stock-out 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 Stock-out • Max Safety Stock based on 4 StDev above mean • Expected Stock-out Quantity near optimal probability of stock-out 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 stock-out 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 Demand 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 stock-out costs • WHILE LEAN OFFERED IMPROVEMENT, ALTERNATIVES OFTEN ATTAINED GREATER GAINS European DSI 2014 Swenseth & Olson