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The scatterplot shows the relationship between two variables, x and y. A line of best fit for the data is...

GMAT Problem-Solving and Data Analysis : (PS_DA) Questions

Source: Official
Problem-Solving and Data Analysis
Two-variable data: models and scatterplots
MEDIUM
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The scatterplot shows the relationship between two variables, x and y. A line of best fit for the data is also shown.

At \(\mathrm{x = 25.5}\), which of the following is closest to the y-value predicted by the line of best fit?

A

\(6.2\)

B

\(7.3\)

C

\(8.2\)

D

\(9.1\)

Solution

1. TRANSLATE the question

  • What we're asked to find: The y-value predicted by the line of best fit when \(\mathrm{x = 25.5}\)
  • What this means: We need to locate \(\mathrm{x = 25.5}\) on the graph and see what y-value the line of best fit gives us at that x-position

2. VISUALIZE the location on the graph

  • Locate \(\mathrm{x = 25.5}\) on the horizontal axis:
    • Find where 25 and 26 are marked
    • \(\mathrm{x = 25.5}\) is exactly halfway between these two values
  • Trace vertically upward to the line:
    • From \(\mathrm{x = 25.5}\), imagine (or use a straightedge) drawing a vertical line up until it hits the line of best fit
    • The y-coordinate of this intersection point is what we're looking for

3. INFER the y-value from the line

  • Observe nearby points on the line:
    • At \(\mathrm{x = 24}\), the line passes through approximately \(\mathrm{y = 10}\)
    • At \(\mathrm{x = 26}\), the line passes through approximately \(\mathrm{y = 8}\)
    • At \(\mathrm{x = 28}\), the line passes through approximately \(\mathrm{y = 7}\)
  • Estimate the y-value at \(\mathrm{x = 25.5}\):
    • Since 25.5 is between 25 and 26, and closer to 26
    • The y-value should be slightly above 8
    • A reasonable estimate is between 8 and 8.5

4. APPLY CONSTRAINTS to select the closest answer

  • Compare our estimate (8 to 8.5) to the answer choices:
    • A. 6.2 - Too far below our estimate
    • B. 7.3 - Still below our estimate
    • C. 8.2 - Right in the middle of our estimated range ✓
    • D. 9.1 - Above our estimate
  • Select the closest value: C. 8.2

Answer: C. 8.2




Why Students Usually Falter on This Problem

Most Common Error Path:

Weak VISUALIZE skill: Students may struggle to accurately locate \(\mathrm{x = 25.5}\) on the graph, especially since it falls between grid lines. They might:

  • Accidentally read from \(\mathrm{x = 26}\) instead of \(\mathrm{x = 25.5}\)
  • Confuse which line is the line of best fit versus reading from one of the data points
  • Misread the scale on the y-axis

For example, if a student reads the y-value at \(\mathrm{x = 27}\) instead of \(\mathrm{x = 25.5}\), they would get approximately \(\mathrm{y = 7.3}\), leading them to select Choice B (7.3).

Second Most Common Error:

Poor APPLY CONSTRAINTS reasoning: Students may estimate the y-value correctly but then:

  • Look for an exact match in the answer choices instead of the closest value
  • Round incorrectly or arbitrarily
  • Second-guess their visual estimate and select a value that "looks better" without proper justification

If a student estimates \(\mathrm{y ≈ 9}\) (reading slightly too high on the graph), they might select Choice D (9.1).

The Bottom Line:

This problem tests careful graph reading skills. The key challenge is that \(\mathrm{x = 25.5}\) falls between grid lines, requiring students to interpolate both horizontally (to find the x-position) and vertically (to estimate the y-value). Students must trust their visual estimation and select the closest answer choice, not an exact match.

Answer Choices Explained
A

\(6.2\)

B

\(7.3\)

C

\(8.2\)

D

\(9.1\)

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