• 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 » The New Competitive Edge: Analytics-Driven Supply Chain Design
SUPPLY CHAIN ANALYTICS

The New Competitive Edge: Analytics-Driven Supply Chain Design

February 6, 2023
Milena Janjevic, Research Scientist, MIT Center for Transportation & Logistics


MIT-Janjevic.pngAnalyst Insight: Recent supply chain issues and disruptions have shone a spotlight on deficiencies in supply chain design. Companies’ responses have mostly been operational; they were able to absorb some of the shocks and not others. This raises the question: Is this a one-time glitch, or is there something more profoundly problematic with our supply chain?

MIT Center for Transportation & Logistics Research has found that how supply chains are designed is responsible for most supply chain problems. Traditional supply chain design has focused on standardization and efficiency, which lead to economies of scale, centralized distribution and just-in-time, lean manufacturing. However, the rise of trends like globalization, outsourcing and e-commerce have placed significant strain on supply chains. In a world where we have both delocalized production and same-day delivery, our global supply chain model has been stretched too thin.

Despite this, companies are not rethinking their legacy models: We’re still using the same basic paradigms of efficiency and cost minimization when designing our supply chains.

The deficiencies we see in supply chains today are due to outdated methods and approaches to supply chain design. We need to use a more holistic approach to succeed in today’s business environment:

  • Move from a cost- to a value-driven approach. Supply chains are not only a cost center but a driver of competitive advantage. Rather than focusing on cost minimization, companies should focus on long-term value creation. Given the current competitive environment, it is absolutely crucial to consider the interaction between supply chain design choices and revenue management.
  • Move from a siloed to a collaborative approach. More stakeholders need to be involved in the process. Supply chain design should no longer be confined to the logistics department; it should include other functions, like sales, finance, and marketing.
  • Move from an event-based to a continuous design approach. Traditionally, we redesign our supply chains every few years in response to some specific event, like changes in the market or corporate strategy. Given the pace of change today, this approach is obsolete. We need to continuously monitor our supply chain design and adapt it.
  • Embrace the power of data and analytics. Traditionally, supply chain design tools used aggregate data and were constrained by computational power. Now, however, we have the ability to use new methods like machine learning and network science to analyze highly complex supply chains. This allows us to have a much more accurate understanding of our supply chains, incorporating (1) more granular data reflecting real-life operations, (2) tactical and operational planning decisions that were typically left out of supply chain studies, and (3) a much larger set of future scenarios, allowing us to make supply chains more resilient.

In the near term, a lot of companies are aware of the problems, but they don’t necessarily have the solution yet. Supply chains are at the center stage of corporate strategy and there is a lot of excitement and a lot of experimentation happening, particularly around new products and services enabled by new designs. And, thankfully, the requirements to incorporate risk and uncertainty are now much clearer. But this experimentation is not always supported by a data-driven approach, and companies have largely not readjusted their organizational structures to allow for these new design principles.

Outlook: The next few years will allow us to identify winning strategies. An intentional, analytics-driven approach will be key. Specifically: Striking a balance between customer-centricity and global operations, leveraging new business models and collaborative relationships to build in design flexibility , accounting for risk and uncertainty in a more structural manner, and setting up organizational structures to account for a link between supply chain design and other decision-making.

    RELATED CONTENT

    RELATED VIDEOS

    Business Strategy Alignment Global Supply Chain Management
    • Related Articles

      Supply Chain Design: Making the Transition From Project to Process

      2024 Predictions: A New Era of Strategic Supply Chain Design

    Milena Janjevic, Research Scientist, MIT Center for Transportation & Logistics

    More from this author

    Subscribe to our Daily Newsletter!

    Timely, incisive articles delivered directly to your inbox.

    Featured Product

    Popular Stories

    • A GROUP OF NINE PEOPLE STAND SMILING IN A ROW IN THE SUNSHINE BENEATH A SIGN SAYING PORT OF LOS ANGELES

      Transportation Secretary Announces American Supply Chain Sovereignty Initiative

      Global Gateways
    • Ebook_TransformingSupplyChain_thumbnail.jpg

      Transforming Your Supply Chain From Cost Center to Growth Driver

      Forecasting & Demand Planning
    • TWO WORKERS DISCUSS DATA SHOWN ON COMPUTER SCREENS

      Gartner: Gap in SC AI Talent Cannot Be Closed by Hiring Alone

      Artificial Intelligence
    • A pair of hands reaches towards a cluster of icons showing global logistics network distribution and transportation

      CSCMP's State of Logistics Report: Get Used to the Fog

      Logistics
    • tankers and container cargo ships clustered in aerial 3D illustration render.

      Ships, Seafarers Stuck in Gulf Face Tough Choices

      Global Gateways

    Digital Edition

    2026 esg cover main scb q2 2026 cover

    SupplyChainBrain 2026 ESG Guide: ESG — The Supply Chain’s Biggest Secret

    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 Arkieva Blue Yonder
    Carton Cloud CoEnterprise Dassault
    Duravant E2Open General Logistics Systems
    Hy-Tek iGPS Korber
    Lyngsoe Procurability Quinyx
    SAP Sikick Systech
    S&P Global Mobility TADA TransImpact
    US Bank Werner Enterprises 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