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AI Systems Thinking – Algorithms, Data, Compute, and Knowledge

Lesson 2: Data Is Evidence, Not Truth

Lesson Objectives

By the end of this lesson, students should be able to:

  • Explain data as evidence.
  • Identify missing or misleading examples.
  • Build a small evidence table.

Lesson Content

Data is evidence about the world, not the whole world. It may reflect what was measured, who was included, who was left out, and what happened in the past. AI systems learn or retrieve from available information, so missing evidence matters.

A useful data question is not "Do we have data?" It is "Do we have the right evidence for this decision?"

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