Read the Room, Lower the Bar: What Happens After Guidance Gets Cut
We studied 19,087 earnings calls where guidance was read as lowered, drawn from 165,182 calls spanning 1990 to 2026. Such cuts make up 11.56% of the corpus (95% CI 11.40% to 11.71%). Compared with other calls, these show elevated stress (3.41 vs 2.43) and evasion (2.82 vs 2.70), and lower confidence (6.37 vs 7.21) and promotion (4.56 vs 5.05). 'Results Worse Than Direction' narratives appear 1.53x more often, while 'Skeptic Reassured' appears 0.54x as often. Among 3,134 calls with measured post-call outcomes, the median return was -9.06% versus -7.16% for the base sample. These are descriptive patterns, not predictions.
- Lowered-guidance calls make up 11.56% of the corpus (95% CI 11.40%-11.71%).
- Stress scores run 3.41 vs 2.43 on other calls, while confidence runs 6.37 vs 7.21.
- The 'Results Worse Than Direction' narrative appears 1.53x more often; 'Skeptic Reassured' appears 0.54x as often.
- Among 3,134 calls with measured outcomes, the median return was -9.06% versus -7.16% for the base sample.
1Introduction
Few sentences reset a call's mood faster than a guidance cut. Investors, analysts, and management all reprice expectations in real time, and the language around the cut can matter as much as the cut itself. Yet the tone of these calls is rarely measured systematically at scale. Using Artul.ai's library of 165,182 earnings calls from 1990 through 2026, we isolate the 19,087 calls where guidance was read as lowered and profile how their language, narrative patterns, and post-call outcomes differ from the rest of the corpus.
2Data & methodology
The corpus comprises 165,182 earnings-call transcripts published between 1990 and 2026, each scored independently by a large language model on an identical 37-field battery: seven categorical business verdicts, eight 0–9 behavioral meters, and twenty yes/no judgments. The study group is defined as calls where guidance was read as lowered (n = 19,087; 11.6% of the reference set, 95% Wilson interval 11.4%–11.7%). Baseline figures use all scored calls. Market outcomes join a fixed sample of 22,449 calls with twelve-month total returns in excess of SPY, measured from the first close after each call; this sample skews toward liquid U.S. names and is reported as descriptive history only.
3Results
The behavioral profile is distinctive: stress is elevated by 0.98 points (3.41 vs 2.43) and confidence falls by 0.84 (6.37 vs 7.21), while specificity barely moves (7.54 vs 7.56), suggesting management stays detailed even as mood sours. Narrative patterns shift too: 'Results Worse Than Direction' appears 1.53x more often and 'The Hidden Segment' 1.47x more often, while 'Skeptic Reassured' appears only 0.54x as often. The trend series is volatile, peaking at 14.86 in 2022 and dipping to 6.36 in 2021.
| Meter | Study group | Baseline | Δ |
|---|---|---|---|
| Candor | 7.16 | 6.86 | +0.30 |
| Evasion | 2.82 | 2.70 | +0.13 |
| Specificity | 7.54 | 7.56 | -0.02 |
| Stress | 3.41 | 2.43 | +0.98 |
| Promotion | 4.56 | 5.05 | -0.49 |
| Confidence | 6.37 | 7.21 | -0.84 |
| Action | Study group | Baseline |
|---|---|---|
| Raised | 0.0% | 21.1% |
| Maintained | 0.0% | 48.8% |
| Lowered | 100.0% | 11.6% |
| Withdrawn | 0.0% | 2.7% |
| Signal | Lift | In group | Baseline |
|---|---|---|---|
| Results Worse Than Direction | 1.53× | 78.1% | 51.1% |
| The Hidden Segment | 1.47× | 31.1% | 21.1% |
| The Question Left Hanging | 1.33× | 63.9% | 48.0% |
| Underused Fixed Costs | 1.32× | 55.0% | 41.6% |
| Skeptic Reassured | 0.54× | 36.1% | 66.4% |
| Pricing Recovering | 0.72× | 15.6% | 21.5% |
| Volume About to Step Up | 0.75× | 21.3% | 28.5% |
| Statistic | Study group | Returns sample |
|---|---|---|
| Median excess return | -9.1% | -7.2% |
| Interquartile range | -30.2% to +12.9% | — |
| Share beating SPY | 38.1% (95% CI 36%–40%) | 39.5% |
| Observations | 3,134 | 22,449 |
| Ticker | Quarter | Call date | Call grade |
|---|---|---|---|
| CNC | Q2 2025 | 2025-07-25 | F |
| FLG | Q2 2025 | 2025-07-25 | B |
| MTH | Q2 2025 | 2025-07-25 | C |
| TRATF | Q2 2025 | 2025-07-25 | F |
| VWAGY | Q2 2025 | 2025-07-25 | C |
| GRBMF | Q2 2025 | 2025-07-25 | D |
| INTC | Q2 2025 | 2025-07-24 | D |
| SAM | Q2 2025 | 2025-07-24 | D |
4Discussion
A careful reader should conclude that lowered-guidance calls sound measurably different: more stress, less confidence, and a different mix of recurring narratives. They should not conclude that any tone or narrative causes the cut, the outcomes, or subsequent returns. The return gap (-9.06% vs -7.16% median) is a descriptive comparison across samples, not evidence of an exploitable pattern. Year-to-year shares also reflect market conditions rather than any structural law. Treat every number here as a characterization of this corpus.
5Limitations
The fields in this study are AI-read and therefore noisy; misclassification of guidance direction and narrative labels is possible. The returns sample covers 22,449 calls with measured outcomes but skews toward liquid, well-covered names. Our own forward tests falsified directional prediction from these signals. Additionally, LLMs partially remember the history of famous stocks, which can contaminate any backtest of language-based signals against realized outcomes. See the full methodology, including the C1 pattern’s forward-test failure and the LLM-memorization finding.