RECORD
Investor Emotions and Earnings Announcements
Portfolio Management · Submitted 24 Jun 2020
abstract compiled · 2026-09-23 · no language-model review
The authors' main claim I find that investors are typically excited about firms that end up exceeding expectations, yet their enthusiasm results in lower announcement returns.
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The paper's own sentences, arranged. Each label is drawn from a closed vocabulary; the number beside it is the probability the classifier gave that label. Numbers in the tables are the authors', checked by code. No sentence in this record was written by a model.
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The abstract, sentence by sentence
Armed with a decade of social media data, I explore the impact of investor emotions on earnings announcements. In particular, I test whether the emotional content of firm-specific messages posted on social media just prior to a firm's earnings announcement predicts its earnings and announcement returns. I find that investors are typically excited about firms that end up exceeding expectations, yet their enthusiasm results in lower announcement returns. Specifically, a standard deviation increase in excitement is associated with an 7.8 basis points lower announcement return, which translates into an approximately -5.8% annualized loss. My findings confirm that emotions and market dynamics are closely related and highlight the importance of considering investor emotions when assessing a firm's short-term value.
background contribution method result interpretation main claim
| # | sentence | role | the authors' own work | states the main conclusion | strength |
|---|---|---|---|---|---|
| s0 | Armed with a decade of social media data, I explore the impact of investor emotions on earnings announcements. | contribution 0.93 | 0.89 | 0.03 | asserted 0.53 |
| s1 | In particular, I test whether the emotional content of firm-specific messages posted on social media just prior to a firm's earnings announcement predicts its earnings and announcement returns. | contribution 0.86 | 0.81 | 0.03 | unclear 0.39 |
| s2 | I find that investors are typically excited about firms that end up exceeding expectations, yet their enthusiasm results in lower announcement returns. | result 1.00 | 0.95 | 0.68 | asserted 1.00 |
| s3 | Specifically, a standard deviation increase in excitement is associated with an 7.8 basis points lower announcement return, which translates into an approximately -5.8% annualized loss. | result 1.00 | 0.94 | 0.23 | asserted 1.00 |
| s4 | My findings confirm that emotions and market dynamics are closely related and highlight the importance of considering investor emotions when assessing a firm's short-term value. | interpretation 1.00 | 0.62 | 0.51 | asserted 1.00 |
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The paper
Original abstract
Armed with a decade of social media data, I explore the impact of investor emotions on earnings announcements. In particular, I test whether the emotional content of firm-specific messages posted on social media just prior to a firm's earnings announcement predicts its earnings and announcement returns. I find that investors are typically excited about firms that end up exceeding expectations, yet their enthusiasm results in lower announcement returns. Specifically, a standard deviation increase in excitement is associated with an 7.8 basis points lower announcement return, which translates into an approximately -5.8% annualized loss. My findings confirm that emotions and market dynamics are closely related and highlight the importance of considering investor emotions when assessing a firm's short-term value.
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