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At a large high school, 300 students were selected at random and were asked in a survey about a menu...

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

Source: Official
Problem-Solving and Data Analysis
Inference from sample statistics and margin of error
EASY
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At a large high school, \(300\) students were selected at random and were asked in a survey about a menu change in the school cafeteria. All \(300\) students completed the survey. It was estimated that \(38\%\) of the students were in support of a menu change, with a margin of error of \(5.5\%\). Which of the following is the best interpretation of the survey results?

A

The percent of the students at the school who support a menu change is \(38\%\).

B

The percent of the students at the school who support a menu change is greater than \(38\%\).

C

Plausible values of the percent of the students at the school who support a menu change are between \(32.5\%\) and \(43.5\%\).

D

Plausible values of the number of the students at the school who support a menu change are between \(295\) and \(305\).

Solution

1. TRANSLATE the survey information

  • Given information:
    • 300 students randomly surveyed
    • \(\mathrm{38\%}\) support menu change
    • Margin of error: \(\mathrm{5.5\%}\)
  • What this tells us: We have a sample estimate with uncertainty bounds

2. INFER what margin of error means

  • Margin of error tells us how much the true population percentage could differ from our sample estimate
  • The population percentage could be \(\mathrm{5.5\%}\) higher OR \(\mathrm{5.5\%}\) lower than \(\mathrm{38\%}\)
  • This creates a range of plausible values: \(\mathrm{38\% ± 5.5\%}\)

3. Calculate the plausible range

  • Lower bound: \(\mathrm{38\% - 5.5\% = 32.5\%}\)
  • Upper bound: \(\mathrm{38\% + 5.5\% = 43.5\%}\)

4. APPLY CONSTRAINTS to select the correct interpretation

  • We're looking for plausible values of the population percentage (not the sample percentage)
  • We want a range (not a single value or direction)
  • We want percentage (not number of students)

Answer: C. Plausible values of the percent of the students at the school who support a menu change are between \(\mathrm{32.5\%}\) and \(\mathrm{43.5\%}\)




Why Students Usually Falter on This Problem

Most Common Error Path:

Weak INFER skill: Students treat the sample statistic as the exact population value, not understanding that surveys estimate population parameters with uncertainty.

They think: "The survey found \(\mathrm{38\%}\), so \(\mathrm{38\%}\) of all students support the change." They ignore the margin of error concept entirely.

This may lead them to select Choice A (\(\mathrm{38\%}\))

Second Most Common Error:

Poor TRANSLATE reasoning: Students confuse "plausible values of the number of students" with "plausible values of the percentage."

They calculate around the sample size (300 ± some small number around 5-10) instead of working with percentages, misunderstanding what population parameter is being estimated.

This may lead them to select Choice D (between 295 and 305)

The Bottom Line:

This problem tests whether students understand that sample surveys estimate population parameters within a range of uncertainty, rather than giving exact values. The key insight is recognizing that margin of error creates a confidence interval around the sample statistic.

Answer Choices Explained
A

The percent of the students at the school who support a menu change is \(38\%\).

B

The percent of the students at the school who support a menu change is greater than \(38\%\).

C

Plausible values of the percent of the students at the school who support a menu change are between \(32.5\%\) and \(43.5\%\).

D

Plausible values of the number of the students at the school who support a menu change are between \(295\) and \(305\).

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