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Forecasting Blog

Demand Forecasting, Sales Planning, Big Data Analytics & IBP

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Comparison chart showing Chronos-2 forecast accuracy on airline benchmark data versus real-world business data, highlighting the gap between zero-shot performance on memorized versus unknown datasets

Chronos-2 Revisited: When Zero-Shot Forecasting Meets Real-World Data, Does the Magic Hold?

Bar chart comparing Amazon Chronos-2 forecast accuracy against Holt-Winters and SARIMA on airline passenger traffic data, showing WMAPE and Normalized RMSE metrics

Zero-Shot and Ahead of the Pack: What Amazon Chronos Taught Us About the Future of Demand Forecasting

Integrated Business Planning process connecting omni-channel demand signals across stores, marketplaces, DTC, and wholesale into a unified supply chain plan

Why Omni-Channel Without an effective IBP Is Just Expensive Chaos?

SAP IBP Heuristic vs Optimizer engine comparison for constrained supply chain planning

SAP IBP Heuristic vs Optimizer: Why Defaulting to Heuristic Is Costing Your Supply Chain

planning strategy, ibp, scenario planning, demand planning, plm mapping

Planning Strategy for New Products in SAP IBP

true-demand

Major Roadblocks to Capturing True Demand

supply-chain-challenges-2023-valtitude

Global Supply Chain Challenges 2023 – Preparing For The Storm

How Zillow’s Home-Buying Business Blew Up

Managing Sales Order Deadlocks

How do you calculate True demand?

Tuesday, June 23, 2026

Category: Predictive Analytics

Oil price at $25? How will US Production Survive?
Predictive Analytics

Oil price at $25? How will US Production Survive?

Dr. Chockalingam March 19, 2020

Is this an Arabian trick? Saudi Arabia has now set a unilateral price and decided to pump enough oil to flood the world. This was not the case in the … Read More

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Oil Prices Plunge By 24% – What Does That Mean For US?
Aggregate Planning Predictive Analytics

Oil Prices Plunge By 24% – What Does That Mean For US?

Dr. Chockalingam March 8, 2020

Russians and the Saudis could not agree on output cuts for the oil markets so they decided to kill the US oil exploration companies. Oil dropped 30% over the weekend to $31 a barrel. … Read More

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