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Is anyone using A.I. to conduct predictive logistics (i.e. demand analysis, shipping, ect.)?

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Joshua Cornelius Logistics Operations Manager| US ARMY Hatfield, Pa, United States
I am transitioning from the Military and we have started to incorperate elements of predictive logistics (knowing without asking) for common demand items like food, water, fuel, and ammo for combat application. Is anyone in the civilian sector using predictive models for fulfillment and if so what does that look like from a business analysist point of view?
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Laura Schofield
PMI Team Member
Community Specialist| Project Management Institute Newtown Square, PA, United States
Hi Joshua, thanks for posting a question and bringing this new topic to the community! It will be fascinating to see how project professionals are using AI for predictive logistics across different sectors.

I'm definitely curious to hear from our community members who have experience in this area.

How have you applied predictive models for fulfillment?

How did it impact your processes, particularly pertaining to business analysis, and what challenges or successes did you encounter?
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Keith Novak Tukwila, Wa, United States
I have not personally but a university professor I had explained how Walmart uses it very effectively. He would ask his students to pick a brand of bottled water to purchase instead of their normal brands, and within a short period the shelf space allocated to that brand would increase so they are using it for both purchasing and essentially warehouse management.

In my recent work with wireless sensors I have also seen that warehouses are instrumenting their shelves with wireless inclinometers to measure inventory. The shelf deflection is a function of weight so beaming that back to a central computer provides real time inventory as the dataset for predictive analysis.
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1 reply by Eric Simms
Jan 29, 2025 8:48 AM
Eric Simms
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I didn't know shefl deflection was measured as an indication of inventory levels. That sounds extremely clever. I've never worked in logistics but I've always found the field fascinating.
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Amina Sghairi Chief of Logistics| Tunisian Armed Forces ontario, Canada

Great question! Coming from a military logistics background and transitioning (recently) into Amazon operations, I’ve seen firsthand how predictive logistics applies in both worlds.



In the military, we used predictive models to anticipate demand for mission-critical supplies like food, water, fuel, and ammo. This ensured that units had what they needed without waiting for requests, using historical data, operational patterns, and environmental factors to forecast supply needs.



In the civilian sector, especially in fulfillment operations, companies like Amazon use similar predictive models. Instead of ammo and fuel, we forecast customer demand for products, ensuring inventory is strategically placed in fulfillment centers before orders even come in. Business analysts use machine learning and data analytics to predict buying trends, optimize supply chain movements, and reduce delivery times.



The concept remains the same " anticipate needs before they arise" but in the civilian sector, the focus is on customer behavior, supply chain efficiency, and cost optimization.



Your military experience with predictive logistics is highly transferable to corporate operations, especially in supply chain management, e-commerce, and manufacturing. Are you considering a similar career path? I'd be happy to share insights from my transition!

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Eric Simms Senior Program Manager Baltimore, Maryland, United States
Jan 02, 2024 2:59 PM
Replying to Keith Novak
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I have not personally but a university professor I had explained how Walmart uses it very effectively. He would ask his students to pick a brand of bottled water to purchase instead of their normal brands, and within a short period the shelf space allocated to that brand would increase so they are using it for both purchasing and essentially warehouse management.

In my recent work with wireless sensors I have also seen that warehouses are instrumenting their shelves with wireless inclinometers to measure inventory. The shelf deflection is a function of weight so beaming that back to a central computer provides real time inventory as the dataset for predictive analysis.
I didn't know shefl deflection was measured as an indication of inventory levels. That sounds extremely clever. I've never worked in logistics but I've always found the field fascinating.

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