A factory produces 80,000 electronic components each month. A quality control team randomly selected and tested 1,200 components from the...
GMAT Problem-Solving and Data Analysis : (PS_DA) Questions
A factory produces \(80,000\) electronic components each month. A quality control team randomly selected and tested \(1,200\) components from the monthly production. Based on this sample, it is estimated that \(4.2\%\) of all components produced are defective, with an associated margin of error of \(0.5\%\). Based on these results, which of the following is a plausible value for the total number of defective components produced each month?
504
2,240
3,120
3,920
5,600
1. TRANSLATE the problem information
- Given information:
- Monthly production: 80,000 components
- Sample tested: 1,200 components
- Estimated defect rate: 4.2%
- Margin of error: ±0.5%
- What this tells us: We need to find a plausible range, not an exact value
2. INFER the statistical concept
- Key insight: Margin of error means our 4.2% estimate could be off by 0.5% in either direction
- This creates a range of possible defect rates:
- Lowest possible rate: \(4.2\% - 0.5\% = 3.7\%\)
- Highest possible rate: \(4.2\% + 0.5\% = 4.7\%\)
3. TRANSLATE percentages to decimals and calculate range
- Convert to decimal form for calculation:
- Lower bound: \(3.7\% = 0.037\)
- Upper bound: \(4.7\% = 0.047\)
- Apply to total production of 80,000:
- Minimum defectives: \(80,000 \times 0.037 = 2,960\)
- Maximum defectives: \(80,000 \times 0.047 = 3,760\)
4. APPLY CONSTRAINTS to select the answer
- The plausible range is \([2,960, 3,760]\) defective components
- Check each answer choice:
- (A) 504: Too low (below 2,960)
- (B) 2,240: Too low (below 2,960)
- (C) 3,120: ✓ Within range
- (D) 3,920: Too high (above 3,760)
Answer: C (3,120)
Why Students Usually Falter on This Problem
Most Common Error Path:
Weak INFER skill: Students focus only on the 4.2% estimate and ignore the margin of error completely.
They calculate: \(80,000 \times 0.042 = 3,360\) defective components, then look for the closest answer choice. Since 3,360 isn't an option, they might select Choice C (3,120) by proximity, getting the right answer for wrong reasons, or select Choice D (3,920) as another "close" option.
Second Most Common Error:
Poor TRANSLATE reasoning: Students misinterpret margin of error as applying to the final count rather than the percentage rate.
They calculate 4.2% of 80,000 = 3,360, then add/subtract 0.5% of 80,000 (400), giving them a range of \([2,960, 3,760]\). This accidentally leads to the correct range, but the reasoning process was flawed - they applied the margin of error to the wrong quantity.
The Bottom Line:
This problem tests understanding that statistical estimates come with uncertainty ranges, not precise values. Success requires recognizing that margin of error modifies the rate itself, creating a range of plausible outcomes rather than a single "best guess."
504
2,240
3,120
3,920
5,600