• Advertise
  • Contact Us
  • About Us
  • Supplier Directory
  • SCB YouTube
  • Login
  • Subscribe
  • Logout
  • My Profile
  • LOGISTICS
    • Air Cargo
    • All Logistics
    • Express/Small Shipments
    • Facility Location Planning
    • Freight Forwarding/Customs Brokerage
    • Global Gateways
    • Global Logistics
    • Last Mile Delivery
    • Logistics Outsourcing
    • LTL/Truckload Services
    • Ocean Transportation
    • 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
    • Sales & Operations Planning
    • SC Finance & Revenue Management
    • SC Planning & Optimization
    • Sourcing/Procurement/SRM
    • Supply Chain Visibility
    • Transportation Management
  • GENERAL SCM
    • Business Strategy Alignment
    • Education & Professional Development
    • Global Supply Chain Management
    • Global Trade & Economics
    • HR & Labor Management
    • Quality & Metrics
    • Regulation & Compliance
    • SC Security & Risk Mgmt
    • Supply Chains in Crisis
    • Sustainability & Corporate Social Responsibility
  • WAREHOUSING
    • All Warehouse Services
    • Conveyors & Sortation
    • Lift Trucks & AGVs
    • Order Fulfillment
    • Packaging
    • RFID, Barcode, Mobility & Voice
    • Robotics
    • 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
  • VIDEOS
  • WHITEPAPERS
Home » IoT Data Predicts Machine Failures, Lowers Safety Stock, Study Says

IoT Data Predicts Machine Failures, Lowers Safety Stock, Study Says

June 20, 2016
OnProcess Technology

“Companies tend to overstock inventory so that when customers’ products break down, they have replacement parts readily available. But purchasing and storing all that extra ‘safety stock’ is very costly. With the proliferation of connected products, we saw an opportunity to analyze each product’s machine signals to predict when components may fail and, thus, develop a more sophisticated forecasting model,” said Mike Wooden, CEO of OnProcess Technology. “It’s clear that the more accurately you can predict failures, the lower average inventory you need. This has the potential to save companies millions of dollars every year.”

Traditionally, supply chain experts have used mathematical models to calculate the right inventory based on factors such as past demand, variations in demand, the amount of stock in the market and lead time from suppliers. MIT students and research staff developed a new inventory model that incorporates machine failure predictability. They found that even seemingly poor machine failure predictability tests can lead to a significant reduction in inventory levels. It can also enable a superior ability to predicate part demands, which leads to improved service levels.

According to Dr. Chris Caplice, Executive Director, MIT Center for Transportation & Logistics, “Improving the demand forecast for repair parts can lead to significant inventory reductions, but it is notoriously difficult. This project has shown that utilizing machine data proactively can lead to better forecast accuracy and, in turn, potentially result in higher service levels with less inventory.”

Source: OnProcess Technology

RELATED CONTENT

RELATED VIDEOS

Data Management (Big Data/IoT/Blockchain) Inventory Planning/ Optimization Technology Consumer Packaged Goods High-Tech/Electronics
KEYWORDS Big Data/IOT consumer packaged goods High-Tech/Electronics Inventory Planning/ Optimization Technology
  • Related Articles

    Gartner Predicts Decline of Mobile Apps, Loss of IoT Data

    Digital Transformation, IoT Will Drive Investment in IT Management Tools Through 2020, Study Says

    Most Retailers Plan to Use RFID, IoT Technologies by 2021, Study Says

OnProcess Technology

Optimizing Post-Sales Supply Chains With Intelligent Control Towers

More from this author

Subscribe to our Daily Newsletter!

Timely, incisive articles delivered directly to your inbox.

Popular Stories

  • DOCUMENTS BEARING THE INSIGNIA OF US CUSTOMS AND BORDER PROTECTION LIE ON A TABLE

    New CBP Regs Call for Greater Diligence by Brokers in Reporting Security Breaches

    Freight Forwarding/Customs Brokerage
  • A WORKER IN A WAREHOUSE, SUPERIMPOSED WITH GRAPHICS SHOWING SUPPLY NETWORK

    Enabling Intelligent Visibility With Supply Chain Analytics

    Data Management (Big Data/IoT/Blockchain)
  • GSCMS-Promo.png

    Watch: Introducing the Global Supply Chain Marketing Summit

    Education & Professional Development
  • A HAND TURNS A LARGE, LIGHTED DIAL WITH THE WORD RISK ON IT iStock-NicoElNino-1364371014.jpg

    Measuring KPIs and KRIs for Comprehensive Supplier Performance Management

    Technology
  • DEEPLY CRACKED EARTH UNDER A BLUE CLOUDY SKY

    Why Maritime Supply Chains Must Adapt to Sustainability Regulations

    Ocean Transportation

Digital Edition

Scb nov 2022 sm

2022 Supply Chain Innovator of the Year

VIEW THE LATEST ISSUE

Case Studies

  • New Revenue for Cloud-Based TMS that Embeds Orderful’s Modern EDI Platform

  • Convenience Store Client Maximizes Profit and Improves Customer Service

  • A Digitally Native Footwear Brand Finds Rapid Fulfillment

  • Expanding Apparel Brand Scales Seamlessly with E-Commerce Technology

  • How a Global LSP Scaled its Security Program and Won More Business

Visit Our Sponsors

Orderful Yang Ming Alithya
Barcoding Blue Yonder BNSF Logistics
CoEnterprise Data Capture Deposco
E2open GAINSystems Generix
Geodis GEP GreyOrange
Here Honeywell Intelligrated IFM
Infor Inmar Keelvar
Kinaxis Korber Lean Solutions Group 2H
Liberty SBF Locus Robotics Logility
LogistiVIEW Lucas Systems MCA Connect
MPO Nvidia Old Dominion
OpenText ORTEC Overhaul
Parsyl PMMI QIMA
Redwood Logistics Ryder E-commerce by Whiplash Saddle Creek Logistics
Schneider Dedicated Setlog Holding AG Ship4WD
Shipwell Tecsys TGW Systems
Thomson Reuters Tive Trailer Bridge
Vecna Robotics Verity
Verusen
  • More From SCB
    • Featured Content
    • Video Library
    • Think Tank Blog
    • SupplyChainBrain Podcast
    • Whitepapers
    • On-Demand Webinars
    • Upcoming Webinars
  • Digital Offerings
    • Digital Issue
    • Subscribe
    • Manage Your Subscription
    • Newsletters
  • Resources
    • Events Calendar
    • 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 ©2023 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