From Tidy to Optimization‑Ready: The Non‑Linear Reality of Data Preparation

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What is the difference between Tidy Data and Decision-Ready Data? While Data Science emphasizes “tidy” data structures for Machine Learning, Mathematical Optimization demands a fundamentally different data architecture. Between a clean spreadsheet and an optimal decision lies a complex, non-linear mapping process that standard tools often fail to address. The Gap Between “Clean” and “Decision-Ready” … Read more

The State of Mathematical Optimization: 2026 Trends and Insights

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Optimization Button on Keyboard

What is the future of mathematical optimization? According to the Gurobi 2025 State of Mathematical Optimization Report, the industry is shifting from simple cost-cutting to comprehensive value creation. In 2026, organizations are expanding optimization teams, prioritizing operational efficiency, and using prescriptive analytics to balance customer satisfaction with sustainability. Are Mathematical Optimization Teams Growing? Yes, optimization … Read more

How Mathematical Optimization Handles Volatile Manganese Prices

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Picture of a manganese mining operation with a superimposed logo showing the fluctuation in prices.

The production of manganese alloys is critical in steel production, batteries, and various industrial applications. For smelting operations that produce manganese alloys, the price and cost of the materials used to create alloys are constantly changing. Prices, availability, and chemical composition fluctuate, creating a challenge to profitability. Generating new recipes can be a challenge. Ensuring … Read more

Overcoming Challenges in the Logistics Industry

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Aerial picture of a shipping and logistics operation by the bay

Today’s supply chains are facing increasing complexity, fueled by new tariffs and a more intricate global trade landscape. This translates to higher prices across transportation, sourcing, and warehousing. Logistics professionals are actively seeking innovative solutions to manage these challenges effectively within a single tool.

Unexpected Ways Mathematical Optimization Optimizes Healthcare

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Front of a Hospital building in the background and a superposed ambulance

Mathematical optimization in healthcare is often directed to staff scheduling, and while ensuring that the right amount of nurses are in the right place at the right time is essential, it can do much more. Optimizer tools like IBM CPLEX can revolutionize the healthcare industry in ways you didn’t think of before. This article explores … Read more

Beyond Spreadsheets: The Power of Mathematical Optimization in Mine Scheduling

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A mine operation can only perform as well as its schedule. When it comes to mining scheduling, several pieces and activities are involved that, if properly managed, ensure the efficiency and profitability of production. Mining scheduling can be done using different tools; Gantt charts and spreadsheets are often the first choices many plants use. They … Read more

The Investment Conundrum: Ten Years is Forever

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Graph over stacks of coins implying increase in value or profit

In investing there is the challenge of determining how much to invest in stocks and bonds. Stocks tend to have a higher average return but more volatility (price fluctuation and risk of loss), while bonds tend to have lower average returns and see lower price volatility. How much any investor allocates to each asset depends … Read more