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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

Tag: supply chain

Bull-Whipping Or Driving The Demand?
Aggregate Planning

Bull-Whipping Or Driving The Demand?

Dr. Chockalingam September 27, 2014

  Bullwhip effect is a phenomenon of demand being overestimated or underestimated as it passes through various stages of supply chain resulting in exaggerated supply fluctuations. The increased variability in … Read More

demand planningS&OPsupply chain Comment on Bull-Whipping Or Driving The Demand?
What Can Be So Difficult About Measuring Service Levels?
Inventory Optimization Metrics and Diagnostics

What Can Be So Difficult About Measuring Service Levels?

Dr. Chockalingam May 11, 2014

Line Fill Rate is an effective measure of supply chain performance. Fill Rate failure when properly diagnosed will give you much better information of what is hurting your supply chain so you can take corrective measures in time.

Customer ServiceService levelsupply chain 1 Comment on What Can Be So Difficult About Measuring Service Levels?

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