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Day 42: Data Literacy: Spotting Misleading Charts & Statistical Hallucinations (Workflows & Media Literacy)

EveryAge AI · Phase 3 (Days 31–45): Real-World Workflows, Media Literacy & Research Integrity Track

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Day 42 (Phase 3 (Days 31–45): Real-World Workflows, Media Literacy & Research Integrity): Data Literacy: Spotting Misleading Charts & Statistical Hallucinations. Goal: Audit AI-generated summaries of tables, percentages, and trends against raw numbers.

Learning Goal: Audit AI-generated summaries of tables, percentages, and trends against raw numbers.

Key Concepts

Core Principle (Day 42): Audit AI-generated summaries of tables, percentages, and trends against raw numbers.
Zero-PII Safeguard: Strip all student, child, family, client, and staff identifiers before using any digital tool.
Human-in-the-Loop Verification: Cross-check every factual claim, citation, calculation, and tone against primary sources before adoption.

Hands-On Activity

Check a summary paragraph against a 5-row data table to catch inverted trends or invented averages.

Practice Prompt Template (Zero-PII)

Given this non-sensitive summary table [paste generic numbers], list three descriptive observations and show the exact arithmetic for each percentage change.

Human-in-the-Loop Checkpoint: Recalculate every percentage and average independently.

6 Co-Branded Track Emblem System (K–2 to Adult Workforce)

Privacy & Governance Safeguard: Never enter student, child, staff, family, or confidential workplace PII into unapproved AI tools. EveryAge AI is an independent educational & professional literacy program by EveryAge AI (Inquiries: hello@everyageai.com / oes@everyageai.com).