Date post: | 23-Jan-2018 |
Category: |
Data & Analytics |
Upload: | anubhav-dhiman |
View: | 35 times |
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Mapping and Consolidating Manufacturing Data
Devices and Sensors
Plant and Operations
Supply Chain and Inventory
Marketing and CRM
Public and Trade
- RFID- Software Logs- Vehicle Telemetry- Quality/ Testing
- MES- Video- Line Productivity- Machines- Scheduling- Forecasts
- ERP- Suppliers- Receivables- Commodity Price- Scorecards- Delivery Metrics- Stock Transfers
- Warranties- Aftermarket- Affiliates- Competitive Intelligence
- Market Intelligence- Policy/ Regulation- Demographics- Geography- Macroeconomic- Gas Prices- Journals/ EditorialsData:
a. Structuredb. Semi-Structurec. Unstructured
1. Core Transactional Data2. Internal System Data3. Other …? 2
VP Supply Chain- Inventory Balance- Shipping Performance- Sales Cycle
VP Sales- Revenue- Trends- Sales cycle
Sales Representative- Customer Report- Sales Cycle- Warranty Claims
Procurement Manager- Shipping Performance- Fulfillment- Backlog
Inventory Manager- Overview - Activities- Exceptions
Tailoring analytics to needs of the job
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Order management & Fulfillment Metrics
- # of Orders- Ordered, Invoiced, Cancelled- Discount- COGS- Margins- Returns- On time Pick Rate- On time Shipping Performance- Order to Invoice Lag
Inventory Metrics
- Available Consignments- Blocked Consignments- Days Inventory Outstanding- In Transit Quantity- Inspection Reports- Inventory Turn- Opening Quantity- Replenishment Quantity
Data: a. Structuredb. Semi-Structurec. Unstructured
1. Core Transactional Data2. Internal System Data3. Other …?
Defining business KPIs
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Target for predictive Analytics in Supply chain
Network Planning and Optimization – Do I have the right network of manufacturing and warehousing facilities?
● Optimized flow paths to fulfill segments of demand at lowest total cost.
Impacts: Fixed and variable costs of operations.
Transportation Analytics – Optimizing transportation routes and loads including contract compliance
● Optimizing shipment schedules, routes including backhaul.
Impacts: freight costs, equipment utilization, contract compliance.
Procurement Analytics – How to achieve lowest landed cost and secure long-term high quality supplier partners?
● Implementing scoring models for vendor quality, cost, and stability.
Impacts: total landed cost, security and quality of the supplier chain.
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Use Case: Upstream multi-tier visibility and analytics
Tier N Tier 2 Tier 1 Tier 0
➔ Suppliers ➔ Component Manufacturers
➔ Suppliers
➔ Manufacturer➔ Component
Manufacturers
➔ Manufacturer
● Components ● Sub assemblies● Components
● Final Product ● Sub assemblies
● Final Product
Actors
Value Add
Critical Parts Management
Parts Flow
Information and Planning Flow
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Use Case: Pricing shipments & Capacity sourcing for 3PL
Input Output
Models
Datasets
● Shipment attributes● Carrier attributes● Lane attributes● Weather● Locations● Events● Contracts● Historical Performance
Shipment X from i to j
1. Shipper 1 $Bid A2. Carrier 2 $Bid B3. Carrier 3 $Bid C
● Acceptance model ● Profit maximization model● Ranked carrier list● Optimal shipper price
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Demo: Price Variance Dashboard
Price variance dashboard References:
● Open dashboard: Click here
● Online pricing and capacity sourcing for third-party logistics providers: Click here
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Demo: Sandy Snow Removal Operations Web App
References:
● Open web app: Click here● Network and locational
analysis: Click here
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Use Case: pactris for Smart Cars
References:
● Open video: Click here● Optimization of
heterogeneous Bin packing using adaptive genetic algorithm: Click here
● Warehouse Optimization: Packing-algorithms for goods with complex geometries: Click here
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Planetary-scale applications with open geospatial data
● Routing● Planning● Predictive modeling and● Mapping
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Use Case: Delivery zones for a restaurant
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References:
● Open web app: Click here
Use Case: World Risk Map
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References:
● Open live reporting: Click here