Labeling Expert Practice

Students take on the role of a professional data labeler by assigning each opinion statement a label of Positive, Neutral, Negative, or Mixed. The worksheet requires students to read carefully, evaluate tone, and identify subtle clues in language. By making labeling decisions, students experience firsthand how AI is trained to recognize sentiment. The exercise strengthens critical thinking and encourages careful consideration of wording, emotion, and intention. Students gain insight into the complexity of sentiment labeling and how inconsistent labeling can confuse AI systems.

Curriculum Matched Skills

English Language Arts – Identifying Tone and Author Attitude

Technology Literacy – Sentiment Analysis and Data Labeling

Critical Thinking – Making Judgments Based on Evidence

Reading – Interpreting Nuanced Meanings

This worksheet is part of our AI Data Labeling Game Worksheets collection.