Earnings Surprise
The difference between a company's reported earnings per share (EPS) and the consensus analyst estimate, expressed as a percentage beat or miss.
Explained Simply
An earnings surprise occurs when a company reports earnings that differ significantly from what Wall Street analysts expected. A positive surprise (beat) means earnings exceeded estimates, while a negative surprise (miss) means they fell short. Even companies that beat estimates can see their stock drop if the "whisper number" (unofficial expectations) was higher, or if forward guidance disappoints. The magnitude of the surprise matters — a 1% beat barely moves the needle, but a 20% beat can trigger a major gap up. Post-earnings drift is a well-documented phenomenon where stocks that beat estimates tend to continue outperforming for weeks or months after the announcement.
How Tradewink Uses Earnings Surprise
Tradewink's DataCommands Cog provides earnings data including historical surprise percentages via the /earnings command. The MonkModeFilter avoids entering positions in stocks approaching earnings announcements due to the binary risk of surprise moves. After earnings are released, the AI analyzes the surprise magnitude and post-earnings price action to identify potential drift opportunities — stocks with large positive surprises and strong volume are flagged as momentum candidates.
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See Earnings Surprise in action
Tradewink uses earnings surprise as part of its AI trading signal pipeline. Start getting signals that use this concept to find real opportunities.