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Columnist: In our nation, the government keeps no general statistics on how many people work in various industries. However, the...

GMAT Critical Reasoning : (CR) Questions

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Critical Reasoning
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Columnist: In our nation, the government keeps no general statistics on how many people work in various industries. However, the government lists twice as many job titles pertaining to job categories in health care as job titles pertaining to categories in finance. This indicates that about twice as many people in our nation work in health care as in finance.

The columnist's argument is most vulnerable to criticism on the grounds that it

A
fails to adequately address the possibility that there are considerably fewer job categories overall in finance than in health care
B
confuses a claim about government statistics regarding job titles with a related claim about government statistics regarding the numbers of workers in various industries
C
does not recognize that some job titles pertain to job categories that are in both health care and finance
D
confuses a claim made about numbers of job titles with a claim made about numbers of job categories to which those titles pertain
E
overlooks the possibility that the average number of workers per job title in finance differs substantially from the average number per job title in health care
Solution

Passage Analysis:

Text from Passage Analysis
In our nation, the government keeps no general statistics on how many people work in various industries.
  • What it says: The government doesn't track worker numbers across different industries
  • What it does: Sets up the context that we lack direct employment data
  • What it is: Background information from the columnist
However, the government lists twice as many job titles pertaining to job categories in health care as job titles pertaining to categories in finance.
  • What it says: Health care has twice as many listed job titles as finance
  • What it does: Introduces the only available data despite the lack of worker statistics
  • What it is: Factual claim about government job title listings
  • Visualization: Health Care Job Titles: 20, Finance Job Titles: 10
This indicates that about twice as many people in our nation work in health care as in finance.
  • What it says: The columnist concludes that health care employs twice as many workers as finance
  • What it does: Makes a big leap from job title counts to actual worker numbers
  • What it is: Author's main conclusion
  • Visualization: Health Care Workers: 2,000, Finance Workers: 1,000

Argument Flow:

The columnist starts by admitting we don't have direct employment data, then points to job title counts as substitute evidence, and finally jumps to a conclusion about actual worker numbers based on this indirect measure.

Main Conclusion:

About twice as many people work in health care as in finance in our nation.

Logical Structure:

The argument assumes that the number of job titles directly reflects the number of workers, but this is a weak connection. Just because health care has more job categories doesn't mean it employs more people - finance could have fewer job types but way more people in each type.

Prethinking:

Question type:

Misc - This is a flaw/vulnerability question asking us to identify the weakest point in the columnist's reasoning

Precision of Claims

The columnist makes a quantitative claim about employment numbers (twice as many people) based on a count of job titles, assuming a direct proportional relationship

Strategy

We need to identify assumptions the columnist makes when jumping from 'twice as many job titles' to 'twice as many workers.' We should look for ways this reasoning could go wrong - scenarios where the number of job titles doesn't reliably indicate the number of workers

Answer Choices Explained
A
fails to adequately address the possibility that there are considerably fewer job categories overall in finance than in health care

This suggests the flaw is about not considering that finance might have fewer job categories than health care. But wait - the columnist already acknowledges this! The argument explicitly states that health care has twice as many job titles as finance. The columnist isn't missing this fact; they're using it as their evidence. So this isn't identifying a flaw - it's restating something the columnist already knows.

B
confuses a claim about government statistics regarding job titles with a related claim about government statistics regarding the numbers of workers in various industries

This claims the columnist confuses statistics about job titles with statistics about worker numbers. But the columnist isn't confused about what type of data they have. They clearly state the government doesn't keep worker statistics, and they're consciously using job title data as a substitute to make inferences about worker numbers. The issue isn't confusion about data types - it's about whether this inference is valid.

C
does not recognize that some job titles pertain to job categories that are in both health care and finance

This suggests the problem is overlapping job titles that could be in both industries. While this might create some minor issues with counting, it doesn't address the fundamental logical leap the columnist makes. Even if we had perfectly distinct job categories, the core reasoning would still be flawed. This is a side issue, not the main vulnerability.

D
confuses a claim made about numbers of job titles with a claim made about numbers of job categories to which those titles pertain

This claims confusion between job titles and job categories. Looking at the argument, the columnist seems to use these terms consistently - they're talking about job titles that pertain to categories in each industry. There's no evidence of confusion between these concepts. The columnist's reasoning flows logically from titles to categories; the problem lies elsewhere.

E
overlooks the possibility that the average number of workers per job title in finance differs substantially from the average number per job title in health care

This nails the core assumption! The columnist's entire argument hinges on the idea that the ratio of job titles to workers is similar across industries. But what if finance has fewer, broader job categories with many workers each (like 'financial analyst' covering thousands of people), while health care has many specialized titles with fewer workers each (like 'cardiac sonographer' with just a few dozen)? The columnist completely overlooks this possibility, making this assumption vulnerable to attack. This is exactly what makes the argument weak.

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