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How to solve: Data Interpretation

What this category tests

Tests quantitative literacy — accurately reading and reasoning about numbers presented in tables, charts, and diagrams, including catching when a chart's scale or framing is misleading.

Where this typology comes from

This is a broad, composite skill without one single inventor — it was standardized gradually by 20th-century civil-service and graduate-admissions exams that needed to test numeracy alongside verbal skills. Its building blocks do have specific origins, though: the Venn diagram is named for mathematician John Venn, introduced in an 1880 paper on diagrammatic reasoning, and the bar chart was introduced by William Playfair in his 1786 "Commercial and Political Atlas" — arguably the birth of modern data visualization.

How to approach it

Read the title, axis labels, legend, and units completely before doing any calculation — a surprising number of wrong answers come from misreading what's actually being measured. Pull exact figures from tables rather than estimating them visually from a chart. Watch for axes that don't start at zero or use inconsistent scales, since these can make differences look bigger or smaller than they really are.

Worked example

A small company's quarterly sales (in thousands of dollars) were:

Q1: 120 Q2: 150 Q3: 90 Q4: 180

What was the percentage change in sales from Q3 to Q4?

  • 50% increase
  • 60% increase
  • 100% increase ✓ Correct answer
  • 90% increase

Explanation The change from Q3 to Q4 is 180 - 90 = 90. As a percentage of the Q3 starting value: 90 / 90 = 1.0, or 100%. It's easy to mistakenly divide by the Q4 value or by the total instead — always divide the change by the starting value.

Practice Data Interpretation

Start with the first test

Guides that include this category

What this category measures and how to read your result