Data Detective

This worksheet is designed for students in Grades 4-6 to strengthen data analysis, critical thinking, inference, and ethical reasoning through an engaging “Data Detective” role. Students examine a fictional dataset showing study hours and test scores, identify patterns, make predictions, and reflect on how missing or biased data can affect conclusions, helping them understand how AI systems use data-and where mistakes can occur.

Academic Focus

• Data Analysis & Pattern Recognition (Grades 4-6) – Observe trends and relationships within a numerical dataset.
• Inference & Prediction – Use data evidence to make logical predictions and explain reasoning.
• Understanding Algorithmic Bias – Identify how incomplete or uneven data can lead to misleading results.
• Data Interpretation & Explanation – Clearly describe findings using words, numbers, and evidence.

Instructional Benefits

• Teacher-Created Resource – Developed by educators to align with math, ELA, and technology standards.
• Real-World Tech Connection – Links data analysis skills to how AI and algorithms work.
• Ethical Thinking Component – Encourages discussion about fairness, bias, and responsible technology use.
• Flexible Use – Ideal for STEM integration, math blocks, literacy instruction, or enrichment activities.

This printable worksheet helps students become thoughtful analysts of data by combining numeracy, reasoning, and ethical awareness. By acting as “Data Detectives,” learners strengthen comprehension, pattern recognition, and inference skills while gaining insight into how algorithms can both help and mislead. Suitable for classroom or homeschool use, this no-prep activity supports data literacy and prepares students to think critically about information, technology, and real-world decision-making.

This worksheet is part of our History of AI collection.