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Sentiment Drift Analysis in Performance Reviews

Your performance reviews might shift from positive to negative after a specific event—a mistake you made, a conflict you had, or a boundary you set—in ways that don't match your actual performance. Analyzing the sentiment drift shows whether the change in feedback is proportional to actual changes in your work or whether something else is driving the narrative.

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Why It Matters

Sentiment drift analysis is the technique of tracking how the emotional tone and language used in your performance evaluations changes over time, particularly after specific workplace events such as promotions denied, complaints filed, or team restructurings.

AI tools can score the sentiment of each review and plot shifts across quarters or years, helping you detect when previously positive language turns neutral or negative in ways that correlate with protected activity rather than actual performance changes.

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