A researcher uses a random sample to estimate the average one-way commute time for workers in a city. The estimate...
GMAT Problem-Solving and Data Analysis : (PS_DA) Questions
A researcher uses a random sample to estimate the average one-way commute time for workers in a city. The estimate is \(37\) minutes, with an associated margin of error of \(4\) minutes. Based on this estimate and margin of error, which of the following is the most appropriate conclusion about the actual average commute time for all workers in the city?
It is plausible that the average is between 33 and 41 minutes.
It is plausible that the average is less than 33 minutes.
The average is exactly 37 minutes.
It is plausible that the average is greater than 41 minutes.
1. TRANSLATE the problem information
- Given information:
- Sample estimate of average commute time: 37 minutes
- Margin of error: 4 minutes
- We need to determine what this tells us about the true population average
2. INFER the meaning of margin of error
- Margin of error creates a plausible range around our sample estimate
- The true population average is likely to fall within: \(\mathrm{estimate \pm margin\,of\,error}\)
- This gives us the interval: \([37 - 4, 37 + 4] = [33, 41]\) minutes
3. APPLY CONSTRAINTS to evaluate answer choices
- (A) Between 33 and 41 minutes → Within our interval ✓
- (B) Less than 33 minutes → Outside our interval ✗
- (C) Exactly 37 minutes → Sample estimate ≠ true mean ✗
- (D) Greater than 41 minutes → Outside our interval ✗
Answer: A
Why Students Usually Falter on This Problem
Most Common Error Path:
Conceptual confusion about margin of error: Students may think the margin of error means "the estimate could be wrong by 4 minutes in either direction, so any value is possible" rather than understanding it defines a specific plausible interval.
This leads them to think that values like 30 minutes or 45 minutes are equally plausible, causing them to select Choice B or Choice D or to become confused and guess.
Second Most Common Error:
Weak INFER skill: Students may correctly calculate the interval \([33, 41]\) but then misunderstand what "plausible" means, thinking the estimate must be exactly correct.
This may lead them to select Choice C (exactly 37 minutes) because they focus on the point estimate rather than the interval.
The Bottom Line:
The key insight is that margin of error defines boundaries - it tells us where the true value plausibly lies, not that any value is equally likely. Values outside the margin-of-error interval are not considered plausible.
It is plausible that the average is between 33 and 41 minutes.
It is plausible that the average is less than 33 minutes.
The average is exactly 37 minutes.
It is plausible that the average is greater than 41 minutes.