article thumbnail

Quick Start Guide to Using Machine Learning for Demand Planning

ToolsGroup

Anyone who has done demand planning knows it is extremely complex, with forecasting challenges and rapidly shifting consumer demand, often exacerbated by seasonality, new product introductions, promotions, and myriad causal factors (e.g. The forecast generated by these algorithms degrades as the demand patterns evolve over time.

article thumbnail

10 Multimodal Metrics to Track for Transportation and Shipping

GlobalTranz

Complexity and precision data within the transportation and shipping industry require refinement in measuring and recording metrics. That is where multimodal metrics that leverage transportation data can make all the difference.

Metrics 218
Insiders

Sign Up for our Newsletter

This site is protected by reCAPTCHA and the Google Privacy Policy and Terms of Service apply.

article thumbnail

5 Recommendations towards a Resilient S&OP

Logistics Viewpoints

While the terminology evolved, the underlying thesis of S&OP has stayed the same, i.e., bridge the divide between sales forecasts and operational plans while respecting the budget. Then the process was put to test in recent times, as increasing demand and supply side shocks caught companies flatfooted.

S&OP 246
article thumbnail

Pandemic Lessons For Supply Chain Leaders

Supply Chain Shaman

The Covid-19 pandemic tested the global supply chain. Like riding a bumpy road, the supply chain leader is riding the ups and downs of changing market conditions facing greater variability day-to-day. Here, based on interviews with supply chain leaders, I share lessons learned. The Failure of Existing Demand Planning Solutions.

article thumbnail

Outside-in Process Q&A

Supply Chain Shaman

Based on the work with Georgia Tech, we are getting clear on which metrics matter by industry. As companies adopt a balanced scorecard, the functional metrics shift to a focus on reliability. The layers of the outside-in process surround the traditional supply chain planning applications shown in blue.

Modeling 218
article thumbnail

What is Demand Planning? [Ultimate 2023 Guide]

Unleashed

The onset of COVID and the rapidly changing environment of a pandemic-hit world has meant demand planning has become more difficult – and as a result, more critical – than ever. What is demand planning? Demand planning is the process of predicting what customer demand will be for a certain product.

article thumbnail

Demand Planning

SupplyPike

What is a demand plan? Demand planning tells you how much inventory you can expect to sell, down to the regional level. Armed with point-of-sales data, knowledge of inventory issues, and accounting for anomalies, you can plan on how much product to manufacture, store in your warehouses, and ship to each region.