• Advertise
  • Contact Us
  • Supplier Directory
  • SCB YouTube
  • About Us
  • Login
  • Subscribe
  • Logout
  • My Profile
  • LOGISTICS
    • Air Cargo
    • All Logistics
    • Facility Location Planning
    • Freight Forwarding/Customs Brokerage
    • Global Gateways
    • Global Logistics
    • Last Mile Delivery
    • Logistics Outsourcing
    • LTL/Truckload Services
    • Ocean Transportation
    • Parcel & Express
    • Rail & Intermodal
    • Reverse Logistics
    • Service Parts Management
    • Transportation & Distribution
  • TECHNOLOGY
    • All Technology
    • Artificial Intelligence
    • Cloud & On-Demand Systems
    • Data Management (Big Data/IoT/Blockchain)
    • ERP & Enterprise Systems
    • Forecasting & Demand Planning
    • Global Trade Management
    • Inventory Planning/ Optimization
    • Product Lifecycle Management
    • Robotics
    • Sales & Operations Planning
    • SC Finance & Revenue Management
    • SC Planning & Optimization
    • Supply Chain Visibility
    • Transportation Management
  • GENERAL SCM
    • Business Strategy Alignment
    • Customer Relationship Management
    • Education & Professional Development
    • Global Supply Chain Management
    • Global Trade & Economics
    • Green Energy
    • HR & Labor Management
    • Quality & Metrics
    • Regulation & Compliance
    • Sourcing/Procurement/SRM
    • SC Security & Risk Mgmt
    • Supply Chains in Crisis
    • Sustainability & Corporate Social Responsibility
  • WAREHOUSING
    • All Warehouse Services
    • Conveyors & Sortation
    • Lift Trucks & AGVs
    • Order Management & Fulfillment
    • Packaging
    • RFID, Barcode, Mobility & Voice
    • Warehouse Automation
    • Warehouse Management Systems
  • INDUSTRIES
    • Aerospace & Defense
    • Apparel
    • Automotive
    • Chemicals & Energy
    • Consumer Packaged Goods
    • E-Commerce/Omni-Channel
    • Food & Beverage
    • Healthcare
    • High-Tech/Electronics
    • Industrial Manufacturing
    • Pharmaceutical/Biotech
    • Retail
  • THINK TANK
  • WEBINARS
    • On-Demand Webinars
    • Upcoming Webinars
    • Webinar Library
  • PODCASTS
  • WHITEPAPERS
  • VIDEOS
Home » Technology » Predictive Analytics Aim to Transform Supply Chain Risk Management

Predictive Analytics Aim to Transform Supply Chain Risk Management

April 3, 2017
SupplyChainBrain

Today's complex supply chains make it difficult for OEMs to understand risks beyond their Tier 1 suppliers. To gain visibility into Tier 2 and beyond, where 51 percent of supply-chain disruptions occur, companies need a holistic solution that can address potential risks before they happen. Such a solution needs to integrate data from disparate systems, identifying warning signs that could create disruption, such as excessive debt, pending lawsuits and M&A activity.

By 2020, greater visibility into the supply chain will become more common as companies adopt the following elements.

Operating model framework. Effective supply-chain risk management requires a common, integrated operating model across the enterprise. With a strategic direction guided by an executive sponsor, the framework defines roles and responsibilities; establishes activities to put the supplier risk strategies in motion; and creates systems to aggregate data, support analysis and report key risks.

Supply network visibility. This is probably the most acute challenge for OEMs. To gain greater visibility into the supply network, OEMs can use third-party solutions to help vector a risk, including its direction and magnitude. Proprietary datasets, such as financial transactions, can be used to track supplier relationships beyond Tier 1. While specific businesses cannot be identified, enough information is available to discover and react to risk.

Advanced decision support. OEMs currently have tremendous amounts of data related to logistics, quality, product development and capacity, but it needs to be properly analyzed to provide actionable insights. A next-generation predictive model, using leading indicators from internal and third-party data, can help assess the likelihood and impact of component and supplier risk events.

Risk management and response. Once risks have been identified, it’s important to have a consistent response. Such a process assesses the ground-level impact of a disruption and details potential supply-chain ramifications. It prioritizes needed parts from suppliers and identifies what actions need to be taken to resolve problems. The countermeasures used for mitigation should then be reviewed and revised based on results.

Data governance and integration. More effective management of data is critical to supply-chain risk management. Where possible, data collection should be automated and centralized so analytics can be applied easily across all data sources. Analyses then can be aggregated and linked in reports and application workflows to enable proactive and reactive risk-management processes.

The Outlook

It is only a matter of time before industry-leading companies take a leap of faith and adopt a holistic solution to address supply-chain risk. The resulting increased flexibility and agility, combined with improved capability to predict outcomes and make better decisions, will create cost savings and a competitive advantage.

    RELATED CONTENT

    RELATED VIDEOS

    Technology Supply Chain Visibility Global Supply Chain Management Supply Chain Security & Risk Mgmt
    KEYWORDS Global Supply Chain Management SC Security & Risk Mgmt Supply Chain Analysis & Consulting Supply Chain Visibility Technology
    • Related Articles

      Supply Chain Risk Management: The New Discipline of Supply Chain Excellence

      Supply Chain Risk Management: Building a Resilient Global Supply Chain

    • Related Directories

      GLS US

    SupplyChainBrain

    Better Supply Chains Releases Framework for Evaluating TMS Systems

    More from this author

    Subscribe to our Daily Newsletter!

    Timely, incisive articles delivered directly to your inbox.

    Featured Product

    Popular Stories

    • Stacks of multi-colored shipping containers arranged in rows at a port, with rows of blue and grey shipping cranes lining the background along the coastline

      Port of Savannah Approved for New 3.5M TEU Terminal

      Global Gateways
    • An overhead view of a port, with stacks of containers and vehicles moving through rows

      Podcast | AI in Supply Chain Planning: Impact, Promise and Limits

      Artificial Intelligence
    • A BLUE CROSSOVER AUTOMOBILE SITS ON A GREY SHOWROOM FLOOR

      Toyota Commits to Making Cars in Canada as U.S. Rivals Downsize

      Global Supply Chain Management
    • A cartoon illustration of a man sitting at a desk in front of a laptop, surrounded by five faceless humanoid robots

      The Productivity Story Everyone is Missing

      Technology
    • A row of semi-truck cabs, with a red truck in the foreground, parked next to four white trucks, two more red ones, and three blue ones

      USDOT Announces $200M in Funding for Commercial Truck Parking

      Logistics

    Digital Edition

    Scb q3 26 cover

    100 Great Supply Chain Partners 2026: The Secret to Supply Chain Success

    VIEW THE LATEST ISSUE

    Case Studies

    • Recycled Tagging Fasteners: Small Changes Make a Big Impact

    • A GRAPHIC SHOWING MULTIPLE FORMS OF SHIPPING, WITH A HUMAN STANDING AT THE CENTER, TOUCHING A SYMBOLIC MAP OF THE WORLD

      Enhancing High-Value Electronics Shipment Security with Tive's Real-Time Tracking

    • A GRAPHIC OF INTERLACING HONEYCOMBED ELEMENTS REPRESENTING GLOBAL BUSINESS TRANSACTIONS

      Moving Robots Site-to-Site

    • JLL Finds Perfect Warehouse Location, Leading to $15M Grant for Startup

    • Robots Speed Fulfillment to Help Apparel Company Scale for Growth

    Visit Our Sponsors

    4flow Amazon Freight Anaplan
    Arkieva AutoStore Blue Yonder
    Canadian National Railway Company Carton Cloud CoEnterprise
    Dassault Descartes Dexory
    Duravant E2Open EPG
    General Logistics Systems GEP Hy-Tek
    iGPS Knapp Korber
    Lyngsoe Odyssey Logistics OMP
    PeakAI Procurability Quinyx
    SAP Sikick Staples
    S&P Global Mobility Systech TADA
    Tive TransImpact US Bank
    Werner WSI
    • More From SCB
      • Featured Content
      • Video Library
      • Think Tank Blog
      • SupplyChainBrain Podcast
      • Whitepapers
      • On-Demand Webinars
      • Upcoming Webinars
    • Digital Offerings
      • Digital Issue
      • Subscribe
      • Manage Email Preferences
      • Newsletters
    • Resources
      • Events Calendar
      • 2026 Event Coverage
      • SCB's Great Supply Chain Partners
      • Supplier Directory
      • Case Study Showcase
      • Supply Chain Innovation Awards
      • 100 Great Partners Form
    • SCB Corporate
      • Advertise on SCB.COM
      • About Us
      • Privacy Policy
      • Contact Us
      • Data Sharing Opt-Out

    All content copyright ©2026 Keller International Publishing Corp All rights reserved. No reproduction, transmission or display is permitted without the written permissions of Keller International Publishing Corp

    Design, CMS, Hosting & Web Development :: ePublishing