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Sampling Showdown

A comprehensive statistics lesson focusing on identifying sampling methods (simple random, stratified, cluster, systematic, convenience, and voluntary response) and analyzing potential sources of bias. Includes a 10-problem printable practice worksheet and a detailed teacher solution guide.

MRMahuya Roy Chowdhury

Sampling Showdown

A comprehensive statistics lesson focusing on identifying sampling methods (simple random, stratified, cluster, systematic, convenience, and voluntary response) and analyzing potential sources of bias. Includes a 10-problem printable practice worksheet and a detailed teacher solution guide.

MRMahuya Roy Chowdhury

Bias:

Unit 1: Data Collection — Answer Key Page 1 of 2 Transit Survey Audit Solutions

SAMPLING SHOWDOWN — Teacher Guide Part II

ANSWERS: PROBLEMS 6 - 10

6

Randomly select 5 apartment complexes out of 60, and survey every resident living in those 5.

Correct Technique: Cluster Sampling

Justification & Bias Analysis:

Justification: Naturally occurring groups (complexes) are randomly chosen; all individuals in those groups are polled.
Bias: Undercoverage. Apartment dwellers typically rely more on public transit than single-family homeowners, skewing results heavily in favor of expansion.

7

Categorize by daily commute type (carpoolers, transit riders, cyclists, etc.) and randomly survey 40 from each.

Correct Technique: Stratified Sampling

Justification & Bias Analysis:

Justification: Divides population by commute characteristics (strata), then samples randomly from each stratum.
Bias: Minimal bias. Commute type correlates strongly with opinions. Note: If sample size is equal (40 each) rather than proportional, rare modes (e.g., cyclists) are mathematically over-represented.

8

Obtain an alphabetical list of registered voters and select every 25th name to call.

Correct Technique: Systematic Sampling

Justification & Bias Analysis:

Justification: Uses alphabetical order and selects a sample based on a regular interval ($k=25$).
Bias: Undercoverage. Only surveys "registered voters." Excludes non-registered citizens and youth, who often rely on public transit most heavily.

9

Stand near the bus stop closest to your home at 8:00 AM on Monday and interview the first 20 people you see.

Correct Technique: Convenience Sampling

Justification & Bias Analysis:

Justification: Selecting nearby and accessible subjects (first 20 people at a convenient location).
Bias: Severe Selection Bias. These are active public transit riders at peak commuting times. Support for transit expansion will skew positive.

10

Divide city into 30 precincts, randomly select 3 of these precincts, and survey all voters within them.

Correct Technique: Cluster Sampling

Justification & Bias Analysis:

Justification: Precincts are natural geographic clusters. Three clusters are fully audited.
Bias: Clustering / Geographic Bias. Precinct opinions vary heavily depending on proximity to the proposed transit line. Selected precincts may not reflect the overall city's average opinion.

Teacher Notes: 🔑 SRS = Simple Random Sample 🔑 Cluster = Polling ALL in SOME groups 🔑 Stratified = Polling SOME in ALL groups

Unit 1: Data Collection — Answer Key Page 2 of 2 Transit Survey Audit Solutions

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