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STEM Foundations: The Universal Skill Stack · Quantitative Reasoning

Reading data: charts, averages, and cause vs. correlation

Reading15m

Make sense of tables and charts, and avoid the classic data traps.

Data is everywhere, and STEM careers live and die by reading it honestly.

  • Tables and charts show patterns the raw numbers hide. Always read the axis labels and units first.
  • Averages summarize, but they can mislead. One billionaire walking into a room changes the average income but not the typical income (the median).
  • Correlation is not causation. Two things rising together doesn't mean one caused the other. Ice cream sales and drowning both rise in summer — because of heat, not because ice cream causes drowning.

When someone shows you a chart, ask: what's being measured, compared to what, and what's left out?