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Why Data Visualization is Key to Better Decision-Making in Warehouse Operations

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Why Data Visualization Is Key To Better Decision Making In Warehouse Operations

In the fast-paced, data-driven environment of today’s warehouse and distribution operations, data visualization has become a linchpin of decision-making, productivity, and user satisfaction. Data visualization plays a crucial role in how data is consumed, understood, and ultimately acted upon, transforming vast streams of information into intuitive and actionable insights for warehouse managers and workers alike.

I recently paid a visit to a prospective customer site, and my experience there reminded me of the importance of data visualization. I was giving a demonstration of our new Dynamic Slotting solution, and I would characterize their interest as solid but not urgent. But, when we shared the heatmap visualization of the tool, which highlights key operations data using an easily digestible color map, suddenly the prospects were very engaged and asked numerous questions about how Dynamic Slotting could impact their business.

This made crystal clear the fact that data visualizations can really help decision makers access the information they need to do their jobs well and make the right decisions. That started the wheels turning on some other best practices that can visually turn a flood of data into meaningful information.

Turning data into actionable insights

Warehouse software solutions generate extensive data across multiple operations—from inventory levels and picking rates to equipment usage and workforce productivity. However, data alone has limited value until it’s presented in a way that’s clear, contextual, and readily accessible. Data visualization bridges the gap between raw data and practical understanding, translating complexity into clarity and enabling quick, effective decision-making. When well-designed, these visualizations reveal patterns, trends, and anomalies that would otherwise remain hidden, empowering managers and workers with the insights needed to stay on top of evolving demands and challenges.

The power of real-time productivity dashboards and alerts

In a dynamic warehouse setting, real-time productivity dashboards and alert systems are among the most powerful data visualization tools available. These solutions provide managers with immediate access to the most crucial metrics, such as pick rates, order accuracy, and equipment utilization, and send alerts when performance deviates from expected norms.

• Empowering managers through real-time data

Real-time dashboards allow managers to take a proactive rather than reactive approach. With immediate access to productivity metrics, managers can identify potential issues before they impact overall performance. For example, if a worker’s pick rate drops, an alert can trigger a check-in or targeted coaching session, addressing potential issues such as fatigue or difficulty navigating specific areas of the warehouse.

For example, at Lucas, our management console gives supervisors and managers real-time visibility into their operations, exceptions, associate productivity, and workflow, as well as powerful tools to manage workers using our mobile applications. The management console also lets managers configure how they view information to suit their needs and preferences. And since supervisors today need to be as mobile as their workers, they can access the console on tablets, smartphones and other mobile devices.

• Supporting workers with instant feedback

Real-time feedback through dashboards or handheld devices helps workers stay on track by providing them with up-to-the-minute information about their performance. Visual cues, such as color-coded indicators, are intuitive ways to show how individual performance aligns with goals. For instance, a green indicator could signify on-target productivity, while red indicates an area needing improvement, nudging workers to adjust their pace or processes in real time.

Best practices for optimizing data visualization in warehouse software solutions

• Designing for clarity and simplicity

While it might be tempting to pack dashboards with as many data points as possible, clarity is paramount. Each metric displayed should serve a clear purpose, supporting decision-making without overwhelming the user. Effective dashboards often use simple, color-coded visuals (as in the heatmap example) to display data in a quick-to-grasp format, with straightforward filters to drill down into specific areas as needed.

• Customizable views for different roles

In a warehouse, managers and workers have distinct responsibilities, which should be reflected in their dashboards. Customizable dashboards allow users to prioritize and filter data based on their roles. Managers, for example, might prioritize broader metrics such as overall throughput, while workers may focus on individual task completion rates or inventory location efficiency. This tailored approach improves relevance, minimizing unnecessary information and enhancing engagement. Supervisors at RNDC, a leading wholesale beverage alcohol distributor, are able to view real-time progress and decide where to best allocate workers to keep operations on pace.

• Integration with automated alerts and thresholds

Automated alerts are an invaluable feature in real-time dashboards, as they draw attention to performance anomalies, or exceptions, which require immediate action. Setting up predefined thresholds—such as pick rates, order accuracy, or worker productivity benchmarks—enables software to automatically flag deviations and notify relevant team members, minimizing delays and reducing errors. Best practices for alerts include avoiding excessive notifications, which can lead to alert fatigue, and focusing on mission-critical metrics that demand prompt responses.

• Providing historical and predictive analytics

Real-time data is invaluable, but historical and predictive analytics add an essential dimension to data-driven decision-making. Incorporating trend analyses and predictive visualizations enables warehouse managers to anticipate potential bottlenecks, seasonal demand shifts, and equipment maintenance needs. The slotting example mentioned previously uses predictive info such as velocity, affinity, and seasonality to help make and visualize its slotting swap suggestions. Leveraging predictive analytics within dashboards can help warehouses become more agile, aligning labor and resources in advance rather than merely reacting to issues.

• Continuous feedback and improvement loops

Data visualization is not just about providing data; it’s about supporting a continuous improvement culture within the warehouse. Encouraging regular feedback from both managers and workers on the effectiveness of dashboards helps developers fine-tune the software for better usability and functionality. Additionally, incorporating gamification elements, such as personal bests and team milestones, can engage workers and create a positive reinforcement loop that boosts overall productivity and job satisfaction. Chattanooga, Tennessee-based 3PL Kenco Logistics incorporates gamification elements like feedback, music, and leaderboards in its warehouses. By doing so, the company has observed productivity gains of 3% to 5% in locations that previously lacked real-time performance visibility.

Visualizing data for a competitive advantage

The importance of data visualization in warehouse software solutions cannot be overstated. As warehouses strive to meet rising customer expectations and operational demands, the ability to visualize data in an actionable way becomes a key differentiator. From real-time productivity dashboards that empower managers to automated alerts that guide workers, effective data visualization elevates every aspect of warehouse operations.

By investing in clear, role-specific, and real-time data visualizations, warehouses can stay agile, optimize productivity, and build an empowered workforce aligned with organizational goals. When designed thoughtfully and used strategically, these tools become powerful assets, enabling warehouses to transform raw data into a competitive advantage in the modern supply chain.

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Rob Mitchell leads Lucas Systems in the development of data science products and solutions that allow its customers to extract more value from their warehouse and distribution center operations. Inspired by a commitment to improving the lives of our customers by making them more efficient and making their jobs easier through data, he showcases a unique skill set driven by superior knowledge in data engineering, machine learning, data visualization and Python programming.

Rob excels at creating data pipelines, training machine learning models, and building simulations that enhance value for customers, while also utilizing his knowledge of cloud computing to simplify data processes and improve performance and accessibility.

He is a graduate of the Harris School of Public Policy at the University of Chicago, where he earned a Master of Science degree in Computational Analysis and Public Policy. Rob also holds a Bachelor of Science degree in Mathematics & Political Science from the University of Alabama.

The post Why Data Visualization is Key to Better Decision-Making in Warehouse Operations appeared first on Logistics Viewpoints.

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Federal Industrial Partnerships and Supply Chain Realignment Under the Trump Administration: Pharmaceuticals, Semiconductors, Critical Minerals, and Energy

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Federal Industrial Partnerships And Supply Chain Realignment Under The Trump Administration: Pharmaceuticals, Semiconductors, Critical Minerals, And Energy

In the months leading up to the 2026 midterm elections, the Trump administration has launched a broad initiative to negotiate agreements with companies across as many as thirty industries. According to reporting from Reuters and other outlets, these deals involve a range of mechanisms, including tariff relief, equity stakes, revenue guarantees, and regulatory adjustments.

The purpose of the initiative, according to administration officials, is to strengthen U.S. national and economic security by encouraging companies to expand production domestically, reduce reliance on China, and ensure the availability of critical products.

For logistics and supply chain leaders, this represents a significant change in the relationship between government and industry. Federal agencies are no longer simply regulators or supporters of infrastructure. They are becoming active participants in corporate strategy, investment, and supply chain design.

Structure of the Deals

The administration’s approach is not uniform. Each agreement varies depending on the sector and company involved. Examples include:

Pharmaceuticals: Eli Lilly was asked to expand insulin production, Pfizer was pressed to increase output of its cancer and cholesterol drugs, and AstraZeneca was encouraged to establish a new U.S. headquarters. In exchange, companies have been offered tariff relief or regulatory flexibility.
Semiconductors: A portion of grants provided under the CHIPS Act has been converted into equity stakes, including a reported 10 percent stake in Intel.
Critical Minerals: The Department of Defense took a 15 percent stake in MP Materials, secured a floor price for future government purchases, and facilitated a $500 million supply agreement between MP Materials and Apple for rare earth magnets.
Energy: The Department of Energy has asked companies such as Lithium Americas for equity stakes in exchange for federal loans supporting domestic mining and battery production.

The unifying theme is the use of federal leverage, such as tariffs, financing programs, or regulatory approvals, to secure commitments from private companies that align with stated national security objectives.

Agencies as Dealmakers

What distinguishes this initiative is the scale of inter-agency involvement. The White House has described the approach as “whole of government.”

The Department of Health and Human Services is leading negotiations in pharmaceuticals.
The Department of Commerce, under Secretary Howard Lutnick, has overseen transactions in steel, semiconductors, and industrial manufacturing.
The Department of Energy is linking financing programs to equity arrangements in energy and mining.
The Pentagon has led negotiations with defense contractors and suppliers of critical minerals.

Senior officials, including White House Chief of Staff Susie Wiles and supply chain coordinator David Copley, are directly involved in negotiations. The presence of Wall Street dealmakers, such as Michael Grimes (formerly of Morgan Stanley) and David Shapiro (formerly of Wachtell, Lipton, Rosen & Katz), illustrates the administration’s transactional orientation.

Financing Mechanisms

The administration is using multiple sources of capital to finance these arrangements:

International Development Finance Corporation (DFC): Originally designed to support development projects abroad, the DFC has proposed expanding its budget authority from $60 billion to $250 billion. If approved by Congress, it would fund projects in infrastructure, energy, and critical supply chains within the U.S.
Investment Accelerator (Commerce Department): Seeded by $550 billion pledged by Japan as part of a bilateral trade agreement, this entity will direct capital into U.S. strategic sectors, serving as a replacement for an earlier proposal to establish a sovereign wealth fund.
Existing Programs: Agencies are repurposing funds from programs such as the CHIPS Act and Department of Energy loan guarantees, often converting grants into equity holdings.

Together, these mechanisms represent one of the largest coordinated federal interventions in U.S. industrial and supply chain development in recent decades.

Implications for Supply Chains

The administration’s policies carry several direct consequences for logistics and supply chain management.

1. Reshoring of Manufacturing

Many of the deals include explicit requirements for expanded U.S. production. This will increase demand for domestic transportation, warehousing, and distribution capacity. It also implies higher utilization of U.S. ports and intermodal corridors, as inputs shift from finished imports to raw materials and intermediate goods requiring processing inside the United States.

2. Critical Minerals and Energy Security

The focus on rare earths, lithium, and other inputs for advanced manufacturing indicates a restructuring of upstream supply chains. Logistics providers should expect increased flows from domestic mining regions, such as Nevada’s Thacker Pass lithium project, to processing and manufacturing centers. This represents a shift away from reliance on Asian supply hubs, particularly China.

3. Government as Stakeholder

Equity stakes and long-term purchase agreements create a different operating environment. Logistics providers serving these industries may find demand more stable due to government-backed contracts. However, these arrangements may also impose compliance requirements and reduce flexibility in adjusting supply networks.

4. Public-Private Coordination

Federal involvement in freight and industrial infrastructure financing could accelerate long-delayed projects. Rail expansion, port upgrades, and domestic warehouse capacity may benefit from this investment. Companies positioned to partner on these projects may see long-term opportunities.

Risks and Concerns

Several risks accompany this shift:

Policy Reversal: Executives have expressed concern that a future administration could unwind or renegotiate these deals. Supply chains built around government-backed agreements may face uncertainty if political priorities shift.
Equity Demands: Some companies are wary of ceding ownership stakes to the federal government. This creates hesitation in sectors where ownership control and investor confidence are sensitive.
Market Distortions: Critics argue that selecting which companies receive government support could disadvantage firms excluded from the arrangements, altering competitive dynamics within industries.
Implementation Capacity: The scale of proposed financing, particularly the expansion of the DFC, requires congressional approval and capable management. Delays or political opposition could slow execution.

Policy-to-Supply-Chain Impact Table

Policy Mechanism
Industry Example
Government Action
Supply Chain Impact

Tariff Relief
Pharmaceuticals (Pfizer, Eli Lilly)
Tariff exemptions in exchange for expanded U.S. production
Increases demand for domestic warehousing, distribution, and cold-chain logistics for added output

Equity Stakes
Intel (10% stake), MP Materials (15% stake)
Federal ownership through converted grants or Defense Production Act
Creates long-term stability in supply flows, but may add compliance requirements for logistics providers

Purchase Guarantees
MP Materials with Apple
Pentagon set floor prices, Apple committed to $500M supply contract
Locks in demand for rare earth shipments, increasing domestic transport flows from mining to manufacturing

Federal Loans Linked to Equity
Lithium Americas (DOE loan, 5–10% stake requested)
Loan support tied to partial government ownership
Supports new mining and battery projects, creating future logistics demand for raw materials and finished batteries

Investment Accelerator Funding
Commerce Department
$550B in financing, partly funded by Japan, allocated to U.S. manufacturing and freight infrastructure
Potential expansion of ports, intermodal rail, and distribution centers, reducing bottlenecks in supply chains

Expanded DFC Financing
Multiple critical industries
Proposed budget growth from $60B to $250B for U.S. supply chains and infrastructure
Large-scale capital for freight corridors, warehouses, and strategic materials, enabling reshoring of production

Case Examples

MP Materials

The rare earth mining company received federal backing through a 15 percent Pentagon stake, floor pricing commitments, and a supply agreement with Apple. This illustrates the administration’s template: equity participation, purchase guarantees, and private-sector co-investment.

Intel

The conversion of CHIPS Act funding into a 10 percent federal equity stake in Intel highlights the new approach to semiconductor supply chain security. By tying financial support to ownership, the government ensures both accountability and a direct role in strategic sectors.

Lithium Americas

A Department of Energy loan of $2.26 billion, paired with negotiations for a 5 to 10 percent federal equity stake, demonstrates how energy supply chains, particularly those tied to electric vehicles and batteries, are being secured through mixed financing and ownership arrangements.

Long-Term Outlook

The administration’s strategy marks a departure from the traditional U.S. model of private-sector–led industrial development. Instead, it resembles coordinated industrial policies pursued in other economies, though with American characteristics.

For supply chain professionals, this means that:

Government will play a larger role in shaping sourcing, production, and distribution decisions.
Access to federal financing and contracts will become a key factor in strategic planning.
Logistics infrastructure may receive substantial investment, creating new opportunities for providers.
Companies must assess political as well as market risks when designing long-term supply chains.

The Trump administration’s pre-midterm industrial deals reflect a significant realignment of government and industry roles in the United States. By leveraging tariffs, financing programs, and direct equity stakes, the federal government is reshaping supply chains across pharmaceuticals, energy, critical minerals, and freight.

The initiative is intended to secure domestic production, reduce reliance on China, and ensure access to strategic inputs. For logistics leaders, the result will be increased reshoring activity, new demand for domestic infrastructure, and closer integration of supply chains with federal priorities.

At the same time, risks remain. The durability of these arrangements depends on political continuity, effective implementation, and the willingness of companies to partner with government under new terms.

In this evolving environment, logistics and supply chain professionals will need to monitor policy developments as closely as they do market trends. Supply chains are no longer shaped solely by efficiency and cost considerations. They are now integral to the nation’s industrial strategy.

The post Federal Industrial Partnerships and Supply Chain Realignment Under the Trump Administration: Pharmaceuticals, Semiconductors, Critical Minerals, and Energy appeared first on Logistics Viewpoints.

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Supply Chain and Logistics News Sept 29 – Oct 2nd 2025

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Supply Chain And Logistics News Sept 29 – Oct 2nd 2025

This week in supply chain news, major companies are demonstrating a mix of strategic adaptations and responses to global pressures. ExxonMobil and Kinaxis are collaborating to develop a next-generation supply chain management solution specifically for the complex oil and gas industry, aiming to increase resilience and provide comprehensive visibility. In a push for network efficiency, FedEx has launched a new direct cargo flight between Dublin, Ireland, and Indianapolis, Indiana, bypassing congested coastal hubs to reduce transit times. The pharmaceutical sector is also focused on resilience, with Eli Lilly and Amgen announcing significant U.S. manufacturing investments to bring critical drug production back to North America. Conversely, General Mills is restructuring its supply chain by closing three manufacturing plants in Missouri as a cost-saving measure in response to changing consumer spending habits. Finally, the U.S. government is imposing new tariffs on imported wood products and furniture, effective October 14, 2025, in a move to address what it identifies as a threat to the domestic industry and supply chain security.

The News of the Week:

ExxonMobil and Kinaxis are Developing a Next-Generation Supply Chain Management Solution for Oil and Gas

The oil and gas industry supply chain is one of the most complex in the world. It involves myriad complex production assets both onshore and offshore, transporting highly volatile products around the globe through pipelines, tank farms, ports, ships, rail, and truck. The end product could be gasoline, petrochemicals, natural gas, hydrogen, or any of hundreds of products from asphalt to motor oil. Disruptions to the oil and gas supply chain can have serious consequences for end users. The industry needs more comprehensive supply chain solutions that increase resilience, provide complete visibility across all aspects of the supply chain, and enable swift responses to business challenges and opportunities. Kinaxis and Exxon are collaborating to digitalize various sectors of Exxon’s business. They aim to leverage Kinaxis’s Maestro software to enhance planning and decision-making processes. Through this collaboration, the two companies aim to share solutions tailored to the oil and gas industry, which currently lacks supply chain management solutions that cater to their specific needs.

FedEx Expands Global Air Network with New Dublin- Indianapolis Route

In an effort to shorten transit times and strengthen its international network, FedEx has launched a new direct cargo flight between Dublin, Ireland, and Indianapolis, Indiana. The new four-day-a-week service bypasses traditional, more congested coastal gateways, which is expected to reduce shipping times by a full day for goods moving between Ireland and the U.S. Midwest. This strategic expansion is a response to the growing trade between the two regions and demonstrates how major carriers are adapting their networks to create more direct and efficient routes to meet evolving customer demands.

Eli Lily and Amgen Announce Massive U.S. Manufacturing Investments

In a major push for domestic drug production, pharmaceutical giants Eli Lilly and Amgen have announced huge investments in new U.S. manufacturing facilities. Eli Lilly is planning a new $6.5 billion factory in Houston, while Amgen is expanding its Puerto Rico plant with a $650 million investment. These moves are a direct response to the global supply chain vulnerabilities exposed in recent years and represent a significant effort to boost the resilience of the U.S. pharmaceutical supply chain. The investments aim to bring critical drug production back to North America, creating jobs and reducing reliance on overseas manufacturing.

General Mills is Closing Three Manufacturing Plants in Missouri

General Mills is closing three manufacturing plants in Missouri—a pizza crust facility in St. Charles and two pet food locations in Joplin—as part of a multiyear supply chain restructuring effort. The company expects to incur $82 million in restructuring charges, including asset write-offs and severance costs. This action is part of a broader trend among food and beverage companies to implement cost-saving measures in response to consumer spending pullbacks. The closures follow previous organizational actions by General Mills, such as job cuts and the closure of its innovation unit, and are intended to improve the company’s competitiveness.

US to Begin Furniture, Wood Import Tariffs on Oct. 14

New tariffs on imported wood products, including furniture, will take effect on October 14, 2025, following a Section 232 national security investigation. The initial duties will be 10% on softwood lumber and 25% on upholstered furniture, kitchen cabinets, and vanities. On January 1, the tariff rates are scheduled to increase to 30% for upholstered furniture and 50% for kitchen cabinets and vanities. The executive order provides for lower tariff caps for imports from specific trading partners, such as the U.K., Japan, and the European Union. These new tariffs are intended to address what the administration has identified as a threat to domestic industry and supply chain security.

Song of the week:

The post Supply Chain and Logistics News Sept 29 – Oct 2nd 2025 appeared first on Logistics Viewpoints.

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Call for Speakers: Ready to Drive Real Change in Intelligent Operations and Resilient Supply Chains – ARC Industry Forum 2025

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Call For Speakers: Ready To Drive Real Change In Intelligent Operations And Resilient Supply Chains – Arc Industry Forum 2025

Call for Speakers – ARC Industry Forum 2025

The ARC Industry Forum is the premier event where operations, supply chain, and technology leaders gather to shape the future of intelligent and resilient enterprises. In 2025, supply chains face unprecedented disruption, but also unmatched opportunity. We are seeking speakers—executives, practitioners, and innovators—who can share strategies, frameworks, and real-world experiences to inspire and guide their peers.

Sample Session Themes

To help illustrate the types of topics we feature, here are a few recent examples:

The New Frontier of Operations and Supply Chain: AI, Resilience, and Intelligence – Exploring how AI, analytics, automation, and connected intelligence converge to deliver agility and resilience.
Building Resilient Supply Chains in the Age of Shifting Geopolitics – Addressing the regulatory, tariff, and policy challenges facing global supply networks.
Unlocking the Power of Knowledge Transfer in Enterprise Systems – Showcasing best practices to fully leverage enterprise and knowledge management systems.

These examples are only a sample of the many tracks available. Additional sessions will cover digital transformation, sustainability, cybersecurity, workforce strategies, and other timely topics.

Submission Guidelines

We invite proposals that highlight real-world case studies, practical lessons, and strategic frameworks. Presentations should be vendor-neutral, educational, and tailored for an audience of senior executives and practitioners.

If you are interested in speaking, please submit:

A proposed session title and abstract (150–250 words)
Key takeaways for attendees
Speaker bio and organizational role

To submit a proposal, or simply for more information, contact us now

The post Call for Speakers: Ready to Drive Real Change in Intelligent Operations and Resilient Supply Chains – ARC Industry Forum 2025 appeared first on Logistics Viewpoints.

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