The Two Faces of Forecasting
Last Updated on October 6, 2025 by Editorial Team
Author(s): DrSwarnenduAI
Originally published on Towards AI.
Why Amazon’s $469B Supply Chain Split the Problem in Half (And Why Your Company Should Too)
The Mathematical Revolution That Transformed Chaos Into Coordination
This article discusses how overlooking the mathematical complexities of forecasting can lead to disastrous results for companies. It highlights that forecasting is not a singular problem but two distinct types of challenges: strategic forecasting, which involves coordinated decision-making among multiple stakeholders, and operational forecasting, which focuses on statistical patterns and predictions. It emphasizes that understanding these differences can drastically improve forecasting accuracy and enhance operational efficiency within organizations.
Read the full blog for free on Medium.
Join thousands of data leaders on the AI newsletter. Join over 80,000 subscribers and keep up to date with the latest developments in AI. From research to projects and ideas. If you are building an AI startup, an AI-related product, or a service, we invite you to consider becoming a sponsor.
Published via Towards AI
Towards AI Academy
We Build Enterprise-Grade AI. We'll Teach You to Master It Too.
15 engineers. 100,000+ students. Towards AI Academy teaches what actually survives production.
Start free — no commitment:
→ 6-Day Agentic AI Engineering Email Guide — one practical lesson per day
→ Agents Architecture Cheatsheet — 3 years of architecture decisions in 6 pages
Our courses:
→ AI Engineering Certification — 90+ lessons from project selection to deployed product. The most comprehensive practical LLM course out there.
→ Agent Engineering Course — Hands on with production agent architectures, memory, routing, and eval frameworks — built from real enterprise engagements.
→ AI for Work — Understand, evaluate, and apply AI for complex work tasks.
Note: Article content contains the views of the contributing authors and not Towards AI.
Related posts
Recent Posts
