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ClaudSkills / Science & Research / math-stats

Demand Forecast Review

Category: Science & Research  ·  Sub-category: math-stats  ·  Last updated:
type:review
Interrogate a demand forecast before the business commits supply and inventory to it. Use when asked to review a demand plan, challenge a forecast, check forecast accuracy, decompose baseline vs uplift, or find hockey sticks in the numbers. Produces a forecast credibility review with baseline/uplift decomposition, MAPE and bias history, hockey-stick flags, an assumption register, and consensus-vs-statistical divergence analysis.
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From the source SKILL.md

Every unit of forecast becomes purchase orders, capacity commitments, and inventory. This skill interrogates a forecast the way a supply planner must: separate the defensible baseline from hopeful uplift, confront the forecast with its own accuracy history, hunt for hockey sticks, and register every assumption so that when the number misses, you know which belief broke.

What this skill does

Demand Forecast Review is a community-contributed Claude Code skill in the math-stats sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/demand-forecast-review/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when asked to review a demand plan, challenge a forecast, check forecast accuracy, decompose baseline vs uplift, or find hockey sticks in the numbers. Produces a forecast credibility review with baseline/uplift decomposition, MAPE and bias history, hockey-stick flags, an assumption register, and consensus-vs-statistical divergence analysis.

Who uses this skill

The Demand Forecast Review Claude Code skill is built for researchers, data scientists, academics, and analysts working with complex data and scientific literature. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 158,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/demand-forecast-review
curl -L https://claudskills.com/skills/demand-forecast-review/SKILL.md \
  -o ~/.claude/skills/demand-forecast-review/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/demand-forecast-review/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/demand-forecast-review/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\demand-forecast-review\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Telegram

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

Frequently asked questions

How do I install the Demand Forecast Review Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/demand-forecast-review/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Demand Forecast Review skill do?
Interrogate a demand forecast before the business commits supply and inventory to it. Use when asked to review a demand plan, challenge a forecast, check forecast accuracy, decompose baseline vs uplift, or find hockey sticks in the numbers. Produces a forecast credibility review with baseline/uplift decomposition, MAPE and bias history, hockey-stick flags, an assumption register, and consensus-vs-statistical divergence analysis.
Is this skill free to install?
Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.
When should I use the Demand Forecast Review skill?
Use Demand Forecast Review when your Claude Code task falls under the Science & Research category — specifically in the math stats area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Demand Forecast Review" or describe the task and let Claude pick). Browse related skills at /category/science/.
What is a Claude Code skill and how does the Demand Forecast Review skill fit in?
A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Demand Forecast Review is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Science & Research category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA
mohitagw15856. (2026). Demand Forecast Review [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/demand-forecast-review/
BibTeX
@misc{demand-forecast-review-2026,
  author    = {mohitagw15856},
  title     = {Demand Forecast Review [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/demand-forecast-review/}
}

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