Question

Difficulty: MediumSampling and Survey Flaws

Match each flawed argument scenario on the left with the abstract description of its specific sampling or survey flaw on the right.

  • A news anchor concludes that the city overwhelmingly opposes a new tax based on emails sent by viewers during a broadcast.Drawing a conclusion about a broader population based on a sample composed only of individuals who actively opted to express their opinions.
  • An author asserts that a specific business strategy ensures long-term wealth by analyzing the habits of fifty currently successful billionaires.Generalizing about the likelihood of success based exclusively on a sample of entities that have already survived a selection process.
  • A researcher determines that a national candidate is unpopular with youth after surveying students at a single, politically homogeneous private college.Forming a judgment about a vast, diverse population based on a sample taken from a remarkably narrow and unrepresentative demographic subset.
  • A consumer claims a new vehicle model has defective brakes because three recent buyers reported brake failures within a week of purchase.Making a sweeping generalization about a product's overall reliability based on an inadequately small number of isolated anecdotes.

Answer

The viewer emails scenario maps to individuals who actively opted to express opinions. The billionaire scenario maps to entities that have already survived a selection process. The private college scenario maps to a remarkably narrow and unrepresentative demographic subset. The brake failure scenario maps to an inadequately small number of isolated anecdotes.
Each flawed argument neatly maps to a distinct sampling error. The email survey fails due to self-selection (voluntary response bias). The billionaire study is flawed because it ignores those who failed (survivorship bias). The college poll surveys an insular group to make a broad claim (unrepresentative demographic subset). The brake failure claim relies on too few data points (small sample size).

Step-by-Step Solution

1
Analyze the news anchor scenario.
Identified that the sample relies entirely on people who actively chose to send emails.
This matches the abstract description of voluntary opt-in response bias.
2
Analyze the billionaire scenario.
Identified that the sample only includes people who are already financially successful.
This matches the abstract description of survivorship bias, which ignores failures.
3
Analyze the college student scenario.
Identified that the sample represents a very specific, homogeneous group rather than the diverse national youth population.
This matches the abstract description of surveying a narrow, unrepresentative demographic subset.
4
Analyze the vehicle buyer scenario.
Identified that the sweeping conclusion is based on merely three incidents.
This matches the abstract description of generalizing from an inadequately small number of anecdotes.

Key Concept

Identifying the specific mechanism by which a sample fails to accurately represent the target population in inductive reasoning.
Estimated Time:1m 30s
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