Data sources | Procurement | Transportation | Demand chain | Warehouse operations | Volume | Velocity | Variety | ||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Low | Medium | High | Low | Medium | High | Low | Medium | High | |||||
EDI invoices | * | Â | Â | Â | * | Â | Â | * | Â | Â | Â | * | Â |
EDI purchase orders | * | Â | Â | Â | * | Â | Â | * | Â | Â | Â | * | Â |
Crowd-based Pickup and Delivery | Â | * | Â | Â | Â | * | Â | Â | * | Â | Â | Â | * |
GPS-enabled big data telematics | Â | * | Â | Â | Â | Â | * | Â | Â | * | Â | Â | * |
Intelligent Transport Systems | Â | * | Â | Â | Â | Â | * | Â | Â | * | Â | Â | * |
Traffic density | Â | * | Â | Â | Â | * | Â | Â | * | Â | Â | Â | * |
Transportation costs | Â | * | Â | Â | * | Â | Â | * | Â | Â | * | Â | Â |
CRM transaction data | Â | Â | * | Â | Â | * | Â | Â | * | Â | * | Â | Â |
Customer location and channel | Â | Â | * | Â | Â | * | Â | Â | * | Â | Â | * | * |
Customer surveys | Â | Â | * | Â | Â | * | Â | Â | * | Â | Â | * | Â |
Demand forecasts | Â | Â | * | Â | Â | * | Â | Â | * | Â | * | Â | Â |
Loyalty program | Â | Â | * | Â | * | Â | Â | * | Â | Â | Â | * | * |
Twitter feeds | Â | Â | * | Â | Â | * | Â | Â | * | Â | Â | Â | * |
Web logs | Â | Â | * | Â | Â | Â | * | Â | Â | * | Â | * | Â |
Delivery expedite instances | * | * | Â | Â | Â | * | Â | Â | * | Â | Â | * | Â |
Delivery times and terms | * | * | Â | Â | Â | * | Â | Â | * | Â | * | * | Â |
Claims data | * | Â | * | Â | Â | * | Â | Â | * | Â | Â | * | Â |
Competitor pricing | * | Â | * | Â | * | Â | Â | * | Â | Â | Â | * | Â |
Bar code systems | Â | * | Â | * | Â | * | Â | Â | * | Â | * | * | Â |
Origination and destination (OND) | Â | * | Â | * | * | Â | Â | * | Â | Â | * | Â | Â |
Facebook status | Â | * | * | Â | Â | * | Â | Â | * | Â | Â | Â | * |
Mobile location | Â | * | * | Â | Â | Â | * | Â | Â | * | Â | * | Â |
Weather data | Â | * | * | Â | Â | Â | * | Â | Â | * | Â | * | * |
Blogs and news | * | * | * | Â | Â | * | Â | Â | * | Â | Â | Â | * |
Call logs voice audio | * | * | * | Â | Â | Â | * | Â | Â | * | Â | Â | * |
Internet of things sensing | Â | * | * | * | Â | Â | * | Â | Â | * | Â | Â | * |
RFID | Â | * | * | * | Â | Â | * | Â | Â | * | Â | * | Â |
Call center logs | * | * | * | * | Â | * | Â | Â | * | Â | Â | * | * |
Email records | * | * | * | * | Â | * | Â | Â | * | Â | Â | Â | * |
ERP transaction data | * | * | * | * | Â | * | Â | Â | * | Â | * | Â | Â |
Machine-generated data | * | * | * | * | Â | Â | * | Â | Â | * | Â | * | * |
On-shelf-availability | * | * | * | * | Â | * | Â | Â | * | Â | * | * | Â |