Mass production of COVID vaccines — Medically Necessary
Medically Necessary is a FreightWaves podcast about the health care supply chain — how we get drugs, devices and medical supplies to medical providers and patients.
We are drowning in numbers, and we no longer understand what they mean. Every day, headlines bombard us with figures meant to inform: billions in spending, trillions in debt, percentages signaling growth or decline. But for most of us, these numbers blur together. They register as “large” or “small,” but almost never as real. And that is more than a math problem. It is a civic one.
INFORMS has awarded Microsoft (NASDAQ: MSFT) its 2026 Franz Edelman Award for Achievement in Advanced Analytics, Operations Research and Management Science, for reengineering how global cloud infrastructure is planned and delivered, applying advanced analytics and AI to orchestrate complex fulfillment decisions across its rapidly expanding data center network.
In the rush to adopt artificial intelligence, many employers are now requiring that employees use AI tools. As you’re using AI, be intentional and selective. It’s critical that you know yourself. Research published in Management Science found that AI is most valuable for people who understand their own abilities and limitations. Assess yourself, so you can factor this into your process for incorporating AI into your work.
An audio journey of how data and analytics save lives, save money and solve problems.

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Medically Necessary is a FreightWaves podcast about the health care supply chain — how we get drugs, devices and medical supplies to medical providers and patients.
There aren’t enough chips to go around. The ongoing global semiconductor shortagemeans the difficulty of buying a PlayStation 5, Xbox Series X, or high-end GPU from companies like Nvidia or AMD could go on for months — if not for the rest of 2021.
The 2020 LinkedIn U.S. Emerging Jobs Reportidentified the top 15 jobs over the previous five years and emphasized that “artificial intelligence and data science roles continue to proliferate across nearly every industry.” Artificial intelligence specialist (No. 1) showed 74% annual growth, and data scientist (No. 3) and data engineer (No. 8) followed with 37% and 33% annual growth.
Walgreens has inoculated hundreds of thousands of Americans against COVID-19 this year using the vaccine developed by Pfizer and Germany’s BioNTech. But the pharmacy chain has not been following guidance from federal health officials about the timing of second doses.
DETROIT — After a year of getting hammered by the pandemic, a semiconductor shortage and storms that snarled Dana Inc.’s global supply chain, the supplier is reaching for a new playbook.

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