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Earnings Call Analyzer (NLP Sentiment)

2 min read

The Earnings Call Analyzer in Company Research reads a company’s recent earnings call transcripts and turns the language management used into sentiment scores, trends, and a directional tilt. It is a way to hear what the call sounded like without reading every page.

Step-by-step

  1. Open Research → Company & Portfolio Research and search for a ticker.
  2. In the analysis models, select Earnings Analysis.
  3. Wait for the card to load. Ezana pulls up to the last four quarterly transcripts.
  4. Read the tilt and signal strength first, then the trends, topics, and signals behind them.

How it works

Each transcript is split into prepared remarks and the analyst Q&A. Words are scored against lists drawn from the Loughran-McDonald financial dictionary, the academic standard for finance text: positive, negative, uncertainty, and litigious language. The analyzer also looks for evasive phrasing in Q&A answers, counts mentions of common topics, scores tone per executive where speaker labels exist, and extracts financial figures by pattern matching.

What you’ll see

  • Directional tilt: Bullish, Neutral, Bearish, or Mixed.
  • Signal strength: Low, Moderate, or Higher, based on how many cues agree.
  • Quarter-over-Quarter Trends: sentiment for prepared remarks and Q&A across recent calls.
  • Top topics on this call with mention counts.
  • Positive and negative signals that drove the tilt, such as a defensive Q&A tone or elevated evasiveness.

The tilt combines tone trends, Q&A evasiveness, guidance direction, uncertainty language, and the EPS result versus consensus.

Things to know

The readout is a signal about language, not a prediction of the stock price. Management can sound confident about a weak quarter, and cautious language can precede a strong one. Use it next to the financial statements and valuation models, not instead of them. Transcripts come from Financial Modeling Prep.

Troubleshooting

  • “No earnings transcripts available”? Coverage is best for larger US companies; some names have no recent transcripts.
  • “No speaker labels detected”? That transcript lacks speaker names, so per-executive tone is skipped.
  • Trend has one point? Only one transcript was available.

Next in Research Tools: Centaur Intelligence: Your AI Research Assistant and Kairos Signal: Event-Driven Trading Indicator.

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FAQ

Q: How accurate is the tilt?

A: Ezana does not publish an accuracy figure. Treat it as one input among many; the card says so too.

Q: What dictionary is used?

A: Word lists based on the Loughran-McDonald financial sentiment dictionary.

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