using 21st century tools to model, simulate, and optimize ... · optimize your supply chain network...
TRANSCRIPT
APICS Professional Development Webinar
Using 21st Century Tools to Model, Simulate, and Optimize Your Supply Chain Network
Camila Suarez & Ben Unpingco
12.5.19
Agenda
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an unknown printer took a galley of type and scrambled it to make a type specimen
book.
01
Why we Model
02
Modeling in Steps
03
Use Cases
03 04
Making Decisions (Current State)
Source: AIMMS, Buyer’s Guide for Supply Chain Network Design Software
The Use Cases we see in the Market
Prescriptive
(What is currently happening)
Predictive
(Under future/abnormal conditions)
• What If my demand exceeds capacity?
• Where should I move the operation?
• How many shifts should I run?
• Where should I produce what product?
• What is my network actually acting like?
• Where do I have opportunities for quick
wins in my network?
• How do my metrics compare to my
competition’s metrics?
Target DesignQuestion to be Resolved
Current Design (based on seeing the work)
Criteria for Success
Barriers to Impact
Execution Plan/ Track Results
What did we learn and what is next?
Common Design & Decision Applications
• Mid-Long Term Forecasting• Product Life Cycle• Causal Modeling• Clustering
• Distribution Network Optimization• Manufacturing Footprint Optimization• Strategic Optimal Sourcing• Product Flow Optimization• Mid/Long Term Capacity Planning• Production Optimization• S&OP Support• Cost to Serve Optimization• Portfolio Optimization• Tax & Supply Chain Optimization• *Product Freshness• Mergers & Acquisitions• *CO2 Optimization
• *Holistic Inventory Optimization• Safety Stock Optimization• Service Level Optimization
*Project may cross technologies
Network Optimization Inventory Optimization
• Contingency Planning• Bottleneck Detection• Business Logic Insights• Risk Analysis
Simulation
Demand Modeling
• Transportation Asset Optimization• Route Optimization• Mode Optimization/Bid Optimization• *CO2 Optimization• Hub Optimization• Backhaul Optimization
Transportation Optimization
*Project may cross technologies
Process to build a Digital Twin
CO
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Pro
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Scope DefinitionData Collection
& AnalysisBaseline Modeling
& Validation
• Business problem & objectives
• As-is SC structure and processes
• High-level scenario requirements
• Data & integration requirements
• Modeling strategy
• Staffing roles & responsibilities
• Project scope
• Detailed project plan and timeline
• Summary of input data in multiple formats
• Trends and patterns
• Documentation of any assumptions or
alternative methods for data gaps
• Baseline performance capture
• Validated baseline model
• Documentation of validation criteria
• Comparison of operational and financial
statistics against model results
• Baseline presentation
Scenario AnalysisBusiness Change
PlanImplement &
Repeat
• Cost summaries by categories
• Service metrics
• Capacity utilization
• Detailed maps for supply chain flows
• CO2 emission implications
• Comparison of cost and service
• Scorecard comparison of scenarios
• Business case
• Implementation roadmap
• Final executive presentation
• Support for other supply chain projects
• Planning post-project benefit audit
Modeling In Steps
“Great Network Design will make a poorly run supply chain better
But a great supply chain will not make a poorly designed network any better”
~ Source Unknown
Base
lin
eO
pti
mal
Modeling in Steps
1. Baseline (Historical)
2. Optimal Baseline (Best with current structure)
3. Rationalization Scenarios (what should be in the network)
4. Optimization Scenarios (how everything should work together)
Measuring the success of the Digital Twin
• Know what KPIs matter• Miles Traveled
• Fill Rate
• Service Distance
• OpEx
• Operable Results• How well did we model?
• Can we implement the
proposed changes?
• Realistic Savings?
• Repeatability• Can we replicated the modeling
process quickly and accurately
• Did we learn anything new? • How revealing was the exercise of
constructing and operating the
model?
• Unexpected learnings
PotentialUse Cases
Identify GAP and Value
Financial
Service &
Performance
Process
Efficiency
People Skills
Cost Reduction X%:
• Baseline cost: Sourcing Cost, Transportation Cost – IB, Transportation Cost – OB, Warehouse Costs
(Fixed & Variable), Production Costs and Inventory Carrying Costs (All or Some).
• Volume and Time
• Service level increment ->5%.
• Inventory on hand reduction from 2% to 7%
• CO2 reduction in X Tons
• Number of Trips reduction in at least 1 per line in a week
• Frequency reduction: from 3 times per week to twice per week
• Process Time reduction in at least 10%
• Develop people skills improve at least one level
Question to be Resolved
Key points
• Reference something
that the organization/
leadership cares about
• Identify the GAP
(Current design vs
Target Design)
• GAP must be
quantifiable
Merger & AcquisitionsUse Case
Mergers and Acquisitions (M&A)
M&A drives a large number of options to select from for the design of the new organization’s supply chain
Constraints
Inputs
• Regulations
• Taxes
• Total capacity of each facility
• Open and Close costs
• Shared resource/tooling
availability
• Projected demand based on
combined products and
customers
• Number of facilities (existing and
potential)
• Fixed Cost, Closing Cost, Startup
Cost
• Sourcing Policies
• Depreciation plan
• Market share/coverage
• Demand fluctuations
• Customer portfolio
• Inventory holding Cost
• Potential new lanes, volumes and
costs
• Targeted synergy savings
Demand
Portfolio
Opex
KPIs
Source
Negotiation
Vertical
Merger
Capex
Budget
Horizontal
Merger
Organizational Impact
Beneficiaries & Metrics
Primary Beneficiaries
› Demand Planning
› Sourcing
› Manufacturing
› Logistics
› Finance
› Merchandising
› Marketing
› Sales
› Pricing
Metrics Impacted
› Revenue increase
› Improved service
› Cost avoidance
› Reduced risk
› Sourcing cost savings
› Production cost savings
› Inventory cost savings
› Transportation cost savings
› Fixed op cost savings
› Handling cost savings
Model the Current Structure,
costs and constraints of each
company to be merged
Build and Optimize
Design a future supply
chain
Visualize and analyze
the supply chain
operations
Inventory OptimizationUse Case
Inventory Optimization
Decide best use of safety stock based on desired service levels and overall working capital
Constraints
Inputs
• Demand must be satisfied
• Service Level Requirement
(Max/Min, ABC category)
• RM/FG material inventory
balance
• Inventory Capital
• Product Specification (Cost,
Weight/Volume)
• Inventory Carrying Cost
• Customer Demand Quantity
• Order Date or Date of Receipt
• Initial Inventory
• Lead times with Variability
• Inventory Turns
• Inventory Capacity
• Production Capacity
• Distribution Capacity
• Shelf Life
• Minimum Order Quantity and
Replenishment Frequency
• Fixed Network
• Service Level and Service Time
Postponement
Strategy
Service Level
and
Segmentation
Site Stocking
Option
Demand and
Supply
Variability
Prebuilt stock
Lead time
Demand
Classification
Inventory
Budget
Cycle stock
Organizational Impact
Beneficiaries & Metrics
Primary Beneficiaries
› Demand Planning
› Sourcing
› Manufacturing
› Logistics
› Finance
› Merchandising
› Marketing
› Sales
› Pricing
Metrics Impacted
› Revenue increase
› Improved service
› Cost avoidance
› Reduced risk
› Sourcing cost savings
› Production cost savings
› Inventory cost savings
› Transportation cost savings
› Fixed op cost savings
› Handling cost savings
Tax and Duties
Taxes & Duties
Decide optimal product sourcing and flow paths incorporating tax and duty costs
Constraints
Inputs
• Export restrictions
• Production Capacity/Capability
• Storage capacity/compatibility
• Lead time requirements
• Production locations
• Sourcing Costs
• Labor Costs
• Conversion Costs
• Transportation Costs
• Rules related to FTZ, FTA,
Bonded Warehousing
• Freight capacities
• Product shelf-life
• Local content requirements
• Other overhead and variable costs
• Selling Price
• Duty/Tax rates
• Transfer price/Markup
Free Trade
Agreements
Off-Shore
vs
On-Shore
Taxable
Income
Free Trade
Zones
Where to
Produce
Labor
Costs
Local
Content
Flow PathBonded
Whse
How do we address?
Primary Beneficiaries
› Demand Planning
› Sourcing
› Manufacturing
› Logistics
› Finance
› Merchandising
› Marketing
› Sales
› Pricing
Metrics Impacted
› Revenue increase
› Improved service
› Cost avoidance
› Reduced risk
› Sourcing cost savings
› Production cost savings
› Inventory cost savings
› Transportation cost savings
› Fixed op cost savings
› Handling cost savings