Worked example 1
A skincare brand targets women aged 25–40 nationwide. A student surveys 50 classmates. Evaluate the sampling.
Show solution outline
Highly biased / unrepresentative.
Problems: Wrong age profile (likely 16–18); geographic cluster (one school); convenience sample not random or stratified.
Improvement: Stratified random sample of women 25–40 across regions; online panel or random phone/email from customer database; minimum 200+ for basic reliability.
Invalid sample → wrong product/pricing decisions — wasted marketing spend.