juglar-cycle-stock-stage

Classify stocks and industries into Juglar fixed-asset investment cycle stages with probabilities and evidence.

632|97|Updated May 31, 2026
One-click install
npx skills add https://github.com/haskaomni/serenity-skill --skill juglar-cycle-stock-stage
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: juglar-cycle-stock-stage
Source: https://github.com/haskaomni/serenity-skill/tree/main/skills/juglar-cycle-stock-stage
Command: npx skills add https://github.com/haskaomni/serenity-skill --skill juglar-cycle-stock-stage

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

Investors struggle to determine where a company and its core industry sit in the fixed-asset investment (Juglar) cycle, often misreading price action or valuation as cycle position. This Skill produces a structured, probability-weighted stage classification grounded in demand, pricing, margins, capex, inventory, capacity, customer behavior, and market reaction evidence.

Core Features & Use Cases

  • Five-Stage Classification: Assigns probabilities across recovery, expansion, overheating, downturn, and clearing stages, with a confidence level for the most likely stage.
  • Eight-Dimension Scoring: Scores demand, ASP, margins, capex, inventory, capacity pressure, customer behavior, and capital-market reaction on a -2 to +2 scale with cited evidence.
  • Divergence Analysis: Separately identifies industry cycle stage, company operating stage, and stock pricing stage to surface mispricing opportunities.
  • Use Case: Ask whether NVDA or a memory-chip maker is in an overheating phase; receive stage probabilities, an 8-dimension score table, counter-evidence, migration signals, and Mermaid visualizations of the cycle position.

Quick Start

Use the juglar-cycle-stock-stage skill to classify MU and its memory industry across Juglar cycle stages with probabilities, evidence, and investment implications.

Frequently Asked Questions about juglar-cycle-stock-stage

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I determine which Juglar cycle stage a stock is in?

Provide a ticker and the skill scores eight dimensions including demand, ASP, margins, capex, inventory, capacity pressure, customer behavior, and market reaction on a -2 to +2 scale. It then maps the evidence to five stages from recovery to clearing with probability weights.

What is the Juglar cycle in stock analysis?

The Juglar cycle is a fixed-asset investment cycle typically spanning 7-11 years, divided here into five stages: recovery, expansion, overheating, downturn, and clearing. It tracks how industry capex, capacity, pricing, and inventory interact to drive earnings cycles.

Can the industry and company be in different cycle stages?

Yes, the framework explicitly separates industry cycle stage, company operating stage, and stock pricing stage because they often diverge. For example, an industry may be overheating while a specific company is still expanding and the stock is already priced for overheating.

What markets and tickers does Juglar cycle analysis support?

It supports US, Hong Kong, A-share, Taiwan, Japan, and Korea listed companies. For US-listed firms it anchors analysis in SEC filings for revenue, margins, capex, inventory, and backlog, supplemented by current market and industry sources.

What are the limitations of cycle stage classification?

Stage judgments are probabilistic research analysis, not personalized investment advice, and should not be derived from share price or PE alone. Time-sensitive claims require verifying current filings, earnings, guidance, and industry supply-demand data before acting.