Peak Policy and Next Generation (PNG™) Inventory Models
LMI’s acclaimed tool for managing infrequent demand or frequent highly variable demand within your inventory.
Using Risk Management to Optimize Inventory
PNG™ is a suite of tools for inventory control of items with highly variable demand. The tool combines the capabilities of two of LMI's advanced inventory optimization models—Peak Policy and Next Generation (NextGen). Peak Policy optimizes inventory levels for items with infrequent, intermittent demand, while NextGen handles items with more frequent demand. Assignment logic, based on demand frequency, automatically routes items to the appropriate model. PNG™ improves forecasting accuracy while balancing the risks associated with the various dimensions of inventory performance, such as inventory value, customer service, and procurement workload.
Avoid Investing in the Wrong Items
The unstable demand patterns for many items makes them inherently unforecastable and results in large forecasting errors. Much like the flip of a coin, the processes that are generating the demand defy prediction. Buyers using traditional methods to forecast items with intermittent, unstable demand patterns frequently end up with the wrong items on the shelf. Due to such forecasting errors, enterprises experience overinvestment in some items, shortages for others, and excessive and unstable buyer workload. Safety stock and order quantity computations lose key information in the data, compounding these problems.
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Balance Investment and Risk
LMI’s advice: stop forecasting. Instead PNG™ employs a risk-based hedging strategy that uses demand history and item characteristics to set procurement levels for unforecastable inventory. Input data includes five years’ (or the available) transactional demands, prices, current asset data, replenishment lead-times, minimum buy quantities, and other item characteristics. The tools generate tradeoff curves that display tradeoffs between wait time, inventory value, and annual buys. A supply chain manager picks a point on a curve that’s best for desired business outcomes, and PNG™ calculates minimum and maximum levels for each part. PNG™ doesn’t require accepting a forecast with unknown financial implications—there’s no question of how much of the forecast to honor. It also avoids separate decisions for safety stock and order quantities—selecting a single point on a curve is both simpler and more comprehensive.
Reduce Inventory, Improve Customer Service, Lower Workload
Setting inventory levels directly based on demand transactions rather than on artificial statistical models improves forecasting accuracy and results in significant benefits. PNG™ helps planners make integrated decisions and tradeoffs that for items with volatile, intermittent demand:
- Reduce inventory investment without degrading customer service;
- Improve customer service without increasing inventory investment;
- Lower the number of procurement actions.
Rigorous testing of PNG™ against the best-known inventory approaches shows that for items with volatile demand the tools can:
- Reduce inventory investment up to 15 percent;
- Reduce procurement workload up to 50 percent;
- Reduce customer wait time 20–30 percent.
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Read more on 'Technology Integration Partner 'What We Do
Technology Integration Partner
LMI combines hands-on expertise with existing and emerging technologies, our deep understanding of logistics processes and operations, and over 60 years of experience and partnership with the government for totally integrated technical solutions.
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Read more on 'How Value-Based Care Can Improve for Patients, Providers and Payers Post COVID-19 'Insights
How Value-Based Care Can Improve for Patients, Providers and Payers Post COVID-19
The federal government has focused on value-based care to increase efficiency in healthcare. Here’s what we must do to ensure the model’s success.
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Read more on 'Modeling & Simulation 'What We Do
Modeling & Simulation
LMI’s modeling and simulation (M&S) capabilities evaluate and quantify changes to complex operations for uncertain future conditions.
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Read more on 'Infrastructure Resilience 'What We Do
Infrastructure Resilience
LMI helps federal agencies strengthen infrastructure resiliency with data-driven strategies that respect natural resources and support sustainability.
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Read more on 'Real-Time Logistics Visualization To Save Time and Money When Tracking High-Value Assets 'Insights
Real-Time Logistics Visualization To Save Time and Money When Tracking High-Value Assets
Automating logistics operations of the Naval Supply Systems Command O65 with advanced analytics and automated tracking of high-value assets using RFID.
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Read more on 'LMI Participates in Viz for Social Good Challenge for India Water Portal 'Innovation at the Pace of Need®
LMI Participates in Viz for Social Good Challenge for India Water Portal
Members of LMI’s Data Visualization community of practice volunteered their time to participate in the Viz for Social Good Challenge.
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Read more on 'LMI’s Approach to Improving Government Supply Chains 'Innovation at the Pace of Need®
LMI’s Approach to Improving Government Supply Chains
Supply chains are rapidly changing. Knowing how to make supply chains efficient and effective is more important than ever, but sometimes the challenge is knowing what to focus on and which practices to implement.
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Read more on 'LMI’s Clark Spencer Talks Joint Health Risk Management (JHRM) for Defense Health 'Insights
LMI’s Clark Spencer Talks Joint Health Risk Management (JHRM) for Defense Health
Using artificial intelligence and machine learning (AI/ML), we can make predictions about health consequences for the warfighter and deployed civilian personnel before they occur.
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Read more on 'Turning Supply Chain Risks into Decisive Action 'Innovation at the Pace of Need®
Turning Supply Chain Risks into Decisive Action
LogSmart™ Supply offers the industry's most complete insight into the impacts of supply chain risks and mitigation strategies. Turn your risk data into decisive action.
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Read more on 'Mission Engineering 'What We Do
Mission Engineering
Integrating modeling and simulation, supply chain engineering, wargaming, and more, LMI harnesses more than 60 years of cutting-edge innovation and experience to enhance capabilities and technologies in support of our customers’ most challenging mission requirements.
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Read more on 'LMI Extends Support to OSD in Electronic Warfare, Air Platforms and Weapons, and International Cooperation 'Press Release
LMI Extends Support to OSD in Electronic Warfare, Air Platforms and Weapons, and International Cooperation
LMI will continue to support the Office of the Secretary of Defense address critical acquisition challenges through a five-year contract valued at over $16 million.
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Read more on 'Logistics Automation: Where Military and Commercial Applications Converge 'Innovation at the Pace of Need®
Logistics Automation: Where Military and Commercial Applications Converge
To combat labor shortages in the transportation market, much of the world is investing in automated processes. For the U.S. military, logistics automation will be necessary in contested environments where near-peer adversaries target our logistics capabilities.
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Read more on 'Logistics Decision Dominance 'Insights
Logistics Decision Dominance
Now is the time to turn significant attention and resources to maintaining our logistics advantage.
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Read more on 'LMI Migrating the Maintenance and Availability Data Warehouse to Advana 'Press Release
LMI Migrating the Maintenance and Availability Data Warehouse to Advana
LMI has been awarded a 1-year, $1.5 million contract for a one-time data migration from the LMI-created Maintenance and Availability Data Warehouse (MADW) to the Advana Data Warehouse for the Joint Artificial Intelligence Center.
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Read more on 'LMI Symposium Brings Together Customers Tackling Complex Problems 'Insights
LMI Symposium Brings Together Customers Tackling Complex Problems
Programs are finding innovative ways to streamline their acquisition and systems engineering strategies to compress schedules.
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Read more on 'LMI Workshop Highlights Data-Driven Resiliency 'Innovation at the Pace of Need®
LMI Workshop Highlights Data-Driven Resiliency
"Analytics for Resilience: Infrastructure, Supply Chain, and Climate" attracted a cross-section of federal managers.
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Read more on 'Supply Chain Resilience Solutions 'What We Do
Supply Chain Resilience Solutions
LMI’s public-sector experts in logistics bring over 60 years of experience helping organizations mitigate supply chain risks. Our in-depth understanding of supply chain and government operations combine to provide effective, practical solutions for reducing and managing risk and increasing resiliency.
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Read more on 'DARPA LogX 'What We Do
DARPA LogX
The DARPA LogX program examines the resiliency of the global supply chain via data disruptions and various modeling approaches.
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Read more on 'Cybersecurity 'What We Do
Cybersecurity
LMI specializes in cyber governance, risk, and compliance to help government agencies establish frameworks that align with regulatory requirements and effectively manage risk.
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Read more on 'LMI Forms Digital and Analytic Solutions Unit to Accelerate Technology-Enabled Transformation for Federal Agencies 'Press Release
LMI Forms Digital and Analytic Solutions Unit to Accelerate Technology-Enabled Transformation for Federal Agencies
LMI has named Karen Britton as chief digital officer and vice president of marketing and communications and Josh Wilson as vice president of digital and analytic solutions, a new business unit resulting from the merger of its advanced analytics and digital services practices.
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Read more on 'Employee Spotlight: Meet Scot Stitely 'Culture News
Employee Spotlight: Meet Scot Stitely
Scot joined LMI when it acquired Suntiva in 2021. He and his team are responsible for LMI’s strategic planning activities such as identifying growth targets and offering development strategies for customers in the defense and space markets.
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Read more on 'Employee Spotlight: Meet Marshall Smith 'Culture News
Employee Spotlight: Meet Marshall Smith
Leveraging his over 25 years of predictive analytics experience, Marshall’s focus includes developing innovative solutions for customers and offering his expertise to grow LMI’s predictive analytics capabilities.
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Read more on 'Employee Spotlight: Meet Jordan Hefferan 'Culture News
Employee Spotlight: Meet Jordan Hefferan
As a product portfolio owner, Jordan has defined and developed applications offering on-demand supply chain resiliency through LogSmart™ Supply and created customer solutions to understand, measure, and mitigate risks to contested logistics.
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Read more on 'LMI Forge Technology Studio: Use Cases 'Innovation at the Pace of Need®
LMI Forge Technology Studio: Use Cases
Navigate LMI Forge solutions addressing specific use cases.
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Read more on 'Employee Spotlight: Meet Randy Dragon 'Culture News
Employee Spotlight: Meet Randy Dragon
Prior to joining LMI in 2019, Randy Dragon acted in executive leadership and management positions in the United States Army, joint and multinational forces, and the defense industry. Before entering the civilian sector, Randy served over 30 years in the Army, entering active duty in 1980 after being commissioned in the infantry through the Reserve Officers' Training Corps program at James Madison University.
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Read more on 'Health & Civilian 'The New Speed of Possible™
Health & Civilian
Our subject matter experts and advisors have a broad knowledge base across the spectrum of federal health and civilian agencies to enable excellence in execution that transcends boundaries.
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Read more on 'Homeland Security 'Who We Serve
Homeland Security
Delivering award-winning acquisition, modeling, financial management, scientific, and logistics management support to the Department of Homeland Security.
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Read more on 'Internet of Things (IoT) 'What We Do
Internet of Things (IoT)
LMI helps customers make better risk management decisions through IoT technologies and toolkits using near-real-time analytical data.
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Read more on 'Data & Analytics 'What We Do
Data & Analytics
LMI provides advanced data and analytic consulting expertise, pairing data scientists with domain experts to deliver innovative solutions at the pace of need.
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Read more on 'Artificial Intelligence 'What We Do
Artificial Intelligence
Our approach to applied AI includes MLOps, the practice of integrating machine learning models into production environments in a streamlined and scalable way.
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Read more on 'What We Do 'Innovation at the Pace of Need®
What We Do
Supporting missions that have shaped the nation since 1961, we apply long-standing expertise to create sustainable solutions.
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Read more on 'LMI Extends Support to USPS Corporate Sustainability and Energy Initiatives 'Press Release
LMI Extends Support to USPS Corporate Sustainability and Energy Initiatives
LMI will recommend strategies to support program and policy development, research and analysis, enterprise data management, corporate solutions and reporting, and strategic and national-level planning.
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Read more on 'LMI To Expand Support of the Marine Corps Logistics Command 'Press Release
LMI To Expand Support of the Marine Corps Logistics Command
LMI will continue to provide strategic support to the United States Marine Corps Logistics Command with a new, one-year award. This will greatly aid the Marine Corps with inventory management using the ASM® Sparing Model, proprietary software and capabilities, and budget stratification tools.
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Read more on 'LMI to Continue Support of DLA R&D Efforts 'Press Release
LMI to Continue Support of DLA R&D Efforts
LMI will continue supporting the Defense Logistics Agency by providing cutting-edge innovations to improve its technology and business processes. LMI will furnish support in the areas of planning, procurement, product quality, technical data, and data management.
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Read more on 'LMI to Continue Army Enterprise Systems Integration Program Support 'Press Release
LMI to Continue Army Enterprise Systems Integration Program Support
LMI will continue to provide program management, business transformation, technical, and professional advisory services to the Project Manager, Army Data and Analytics Platforms (PM ARDAP), with a new three-year, $211 million award. LMI’s capabilities will enable the Army to modernize business operations and implement integrated management systems to transform Army enterprise resource planning and data systems.
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Read more on 'Resources To Navigate the Age of COVID-19 'Pandemic Response Support
Resources To Navigate the Age of COVID-19
Visit our resource center for the latest information and insights to help our federal clients navigate the age of COVID-19.
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Read more on 'LMI Builds the Next Generation of DoD Civilian Scientists and Engineers with the SMART Scholarship-for-Service Program 'Press Release
LMI Builds the Next Generation of DoD Civilian Scientists and Engineers with the SMART Scholarship-for-Service Program
LMI has been awarded a new five-year, $450 million contract supporting the Department of Defense’s Science, Mathematics, and Research for Transformation (DoD SMART) Scholarship-for-Service Program.
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Read more on 'LMI Joins Digital Manufacturing Institute MxD 'Press Release
LMI Joins Digital Manufacturing Institute MxD
LMI has joined MxD, one of 14 national institutes sponsored by the federal government to strengthen American manufacturing competitiveness.
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Read more on 'LMI Awarded Larger Role Supporting Defense Acquisition and Sustainment 'Press Release
LMI Awarded Larger Role Supporting Defense Acquisition and Sustainment
LMI will support defense officials who oversee acquisition, capability development, and lifecycle support of critical weapons systems.
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Read more on 'LMI Awarded JAIC Artificial Intelligence Center BPA 'Press Release
LMI Awarded JAIC Artificial Intelligence Center BPA
LMI has been selected as a Joint Artificial Intelligence Center (JAIC) Test & Evaluation (T&E) Blanket Purchase Agreement (BPA) awardee.
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Read more on 'LMI Awarded DHA's OMNIBUS IV IDIQ Contract in All Four Market Segments 'Press Release
LMI Awarded DHA's OMNIBUS IV IDIQ Contract in All Four Market Segments
LMI has been awarded the Defense Health Agency (DHA) OMNIBUS IV indefinite delivery, indefinite quantity (IDIQ) $10 billion contract in all four market segments: (1) Research and Development; (2) Research and Development Support Services; (3) Regulatory Processes; and (4) Translational Science Support and Services.
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Read more on 'LMI and TCS Uncover Climate Risks to F-35, Announce Enhanced Climanomics Platform 'Press Release
LMI and TCS Uncover Climate Risks to F-35, Announce Enhanced Climanomics Platform
Coastal flooding, temperature extremes, and storm damage could significantly disrupt the availability of facilities supporting the F-35 weapon system over the next 30 years, according to a joint analysis by LMI and The Climate Service (TCS).
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Read more on 'LMI and Exiger to Lead DLA Pilot Program 'Press Release
LMI and Exiger to Lead DLA Pilot Program
LMI announced today that it, along with Exiger, has been awarded a contract to create a DLA pilot program to illuminate supply chain resiliency using AI/ML.
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Read more on 'LMI to Advise NASA on Future Automation in the Air Cargo Industry 'Press Release
LMI to Advise NASA on Future Automation in the Air Cargo Industry
LMI and its partners will conduct a future-focused research study that will inform federal regulatory and investment decisions.
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Read more on 'Kristen Cheman Named LMI Vice President of Digital & Analytic Solutions 'Press Release
Kristen Cheman Named LMI Vice President of Digital & Analytic Solutions
LMI has promoted Kristen Cheman to vice president of digital & analytic solutions, where she combines subject matter expertise and leading-edge technologies to bring the best ideas and digitally-enabled services to our customers.
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Read more on 'Joe Niehaus and Zaki Saleh Join LMI’s Senior Leadership Team 'Press Release
Joe Niehaus and Zaki Saleh Join LMI’s Senior Leadership Team
LMI promoted Joe Niehaus to senior vice president of the logistics service line and welcomes Zaki Saleh as senior vice president of the health & civilian market.
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Read more on 'Bruce Kaplan 'Our Team
Bruce Kaplan
With more than 35 years of experience in program management, source selection, information systems requirements and tools, and supply chain logistics, Bruce is one of LMI’s leading innovators and solution architects. He focuses on processes and technologies that cross organizational and functional boundaries to improve customer outcomes.
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Read more on 'Data Analytics Can Address the U.S. Substance Abuse Crisis 'Insights
Data Analytics Can Address the U.S. Substance Abuse Crisis
Substance abuse is on the rise in America, but the federal government has an opportunity to leverage data analytics for an effective response.
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Read more on 'Calculating Your Water Footprint to Improve Resilience 'Innovation at the Pace of Need®
Calculating Your Water Footprint to Improve Resilience
One way to calculate an organization’s water footprint is to literally measure the water used at a facility or series of facilities. But what happens when operations are far more complicated?
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Read more on 'COVID-19: What Suppliers Can Do Now 'Perspective
COVID-19: What Suppliers Can Do Now
How to stay strategic as the pandemic’s ripple effect grows.
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Read more on 'Addressing Complex Problems 'Culture News
Addressing Complex Problems
During his 30-year tenure at LMI, Bruce Kaplan has used his expertise in defense logistics and research and development to help LMI and its clients succeed. With a strong commitment to innovation and exceeding customer expectations, Bruce has led efforts to modernize logistics through finding, developing, and pushing pioneering technologies. Learn about Bruce’s role as a logistics strategy and integration fellow and his plans to continue making a positive difference at LMI.
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Read more on 'Changes to Construction Permits for Projects near Bodies of Water 'Perspective
Changes to Construction Permits for Projects near Bodies of Water
If you have construction projects taking place near or in any bodies of water, you urgently need to evaluate your project plan. The U.S. Army Corps of Engineers announced reauthorization of the Nationwide Permits (NWPs), which could impact construction projects in progress or soon to be underway.