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US Stock Earnings Commentary

Professional Updated 2026.08.30

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Please install @user_cc9425b3/jy-us-earnings-commentary according to https://skillhub.cn/install/skillhub.md.

About this skill

Problem

After a US quarterly earnings release, analysts often need to extract the key signal from 10-Q, 10-K, consensus estimates, management guidance, and GAAP/non-GAAP adjustments. Manual review can miss EPS surprises, guidance changes, or one-off non-GAAP items. Market routing, fiscal-year conventions, and ADR risk can also make results inconsistent. This skill focuses on single US equities and turns a filing into a structured earnings commentary.

How It Works

  • Earnings interpretation: Uses Hundsun JuYuan MCP to retrieve data for a specified US ticker.
  • EPS consensus: Compares actual EPS with consensus estimates and classifies the surprise direction.
  • Management guidance: Reviews next-quarter or full-year guidance, including range and midpoint.
  • GAAP vs. non-GAAP: Explains reporting-basis differences so one-off items are not misread as operating earnings.
  • Market routing: Recognizes .US, alphabetic tickers, and ADR names; routes HK or A-share cases to other skills or marks limited results.
  • Data discipline: Data must come from the specified MCP tools; missing fields are removed or marked - instead of being inferred.

Limits

It is best for a single US ticker such as AAPL.US, TSLA.US, or BABA. It is not a market scanner, forecast engine, or replacement for independent research. Calls are limited to one security and a small set of metrics, so complex conclusions still need filings, industry context, and risk disclosures.

Use Cases

  • Review a US quarterly filing to check EPS surprise and summarize guidance.
  • Route an ADR name to the US workflow and flag ADR regulatory risk.
  • Compare GAAP and non-GAAP profit to isolate one-off items from EPS.
  • Turn a single US filing into a commentary with surprise tier and guidance range.

Best For

  • US-equity fundamental analysts: need quick single-stock earnings commentary and consensus checks.
  • Broker research assistants: need to organize EPS surprises, guidance ranges, and GAAP/non-GAAP differences.
  • Investment managers tracking China ADRs: need ADR routing, regulatory risk, and USD conventions.
  • Financial tooling developers: need to connect Hundsun JuYuan MCP data into structured US commentary workflows.