SuperAPI AI Directory

growth_quality_check_skill

Data & analytics

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Updated 10-16 01:24

About this skill

Growth Quality Check Skill

Data dependencies and execution prerequisites

It is recommended to use Wind wind-mcp-skill to obtain the underlying data. Before execution, first check whether it already exists locally wind-mcp-skill; if not, prompt the user to install:

# GitHub
npx skills add Wind-Information-Co-Ltd/wind-skills --skill wind-mcp-skill -g -y

# Gitee 镜像(国内)
npx skills add https://gitee.com/wind_info/wind-skills.git --skill wind-mcp-skill -g -y

Skill positioning

This skill is used to determine whether a company's growth is trustworthy. The output focuses not only on whether the growth rate is high or low, but on deconstructing where the growth actually comes from, whether it brings better profits and cash, whether it is sustainable, and in which link it is most likely to stall.

Execution process

Step 1: Confirm the growth proposition to be tested

First clarify which type of growth the current market is discussing:

  • High revenue growth
  • High profit growth
  • Structural high growth of a certain business segment
  • Recovery growth after distress

Different growth types have different judgment standards, and one set of logic cannot be applied universally.

Step 2: Deconstruct growth sources

Break growth down into explainable sources rather than staying at the aggregate number:

  • Volume growth or price growth
  • Expansion of old products or contribution from new products
  • Organic growth or acquisition consolidation
  • Driven by a single major customer or broad improvement across multiple customers
  • Industry boom tailwind or company share gain

The goal of this step is to identify the quality and purity of growth.

Step 3: Test whether growth is accompanied by improvement in profitability and cash

High-quality growth is usually not only reflected in revenue, but should also be observed in:

  • Whether the profit margin improves in tandem
  • Whether expense spending is out of control
  • Whether cash collection keeps pace
  • Whether inventory, receivables, and capital expenditures rise abnormally

If growth depends on aggressive price concessions, channel stuffing, or large overdrafts of cash, the judgment should be significantly downgraded.

Step 4: Judge the sustainability of growth

Reason backward from the perspective of sustainability:

  • How long the current growth driver can last
  • Whether there will still be equally strong catalysts in the next year
  • Whether there are issues such as a high base, front-loaded demand, or subsidy phase-out
  • Whether supply changes within the industry will weaken growth quality

Step 5: Identify the most likely stall path

Any growth logic must answer "where is it most likely to break first." Focus on:

  • A single product cycle peaking
  • A major customer declining
  • Intensified competition causing price giveback
  • A boom inflection point or policy change

This part is intended to distinguish "temporarily fast" from "truly sustainable."

Step 6: Provide a growth quality rating and tracking framework

The final output should answer:

  • Whether this company's growth quality is high
  • In which aspects high quality is reflected
  • What verification indicators should be watched most closely next

Output structure


{Stock Name} Growth Quality Check ({YYYY-MM-DD})

I. Conclusion summary

  • Growth quality rating: {High / Medium / Low}
  • Main growth sources: {one sentence}
  • Biggest stall risk: {one sentence}

II. Deconstruction of growth sources

Dimension Current situation Assessment
Volume/price driven {Description} {Explanation}
Organic/inorganic {Description} {Explanation}
Product/customer structure {Description} {Explanation}
Prosperity/share driven {Description} {Explanation}

III. Profitability and cash content

  • Profit margin performance: {Explanation}
  • Cash content: {Explanation}
  • Potential quality flaws: {Explanation}

IV. Sustainability judgment

  • {Sustainability support point 1}
  • {Sustainability support point 2}
  • {Sustainability constraint point}

V. Most likely stall path

  • {Stall risk 1}
  • {Stall risk 2}
  • {Stall risk 3}

VI. Follow-up tracking indicators

  • Most critical indicator: {Indicator}
  • Verification cycle: {Cycle}
  • Failure signal: {Signal}

Quality requirements

  1. High growth does not equal high quality; the sources and costs must be broken down.
  2. Do not look only at revenue growth; also see whether profit and cash are realized in tandem.
  3. Distinguish one-off boosts from sustainable growth, and avoid linear extrapolation.
  4. The risk section should describe the most likely stall path, rather than vaguely warning of "intense competition."
  5. The final conclusion should help judge whether the growth is worth paying a higher valuation for.