Saurabh SharmaAIR 23 · CSE 2023 · 115 wordsTheir whole copy
Opening · a definition
Sampling refers to extracting a group of individuals/things which are deemed to be representative of whole universe.
While sampling is deployed to save time and cost it has some inherent limitations.
Body · points
Probability Sampling
- In random/lottery sampling chances of a rare characteristic getting captured is bleak
- In multistage as well as stratified sampling, forced division of sample (sampling frame) can produce biased results.
Non Probability Sampling
• "Purposive" sampling can often second the researcher bias.
• In Snowball sampling can result in restricting the subjects to a small unknown group rather than diverse representation.
• Convenience sampling can testify exacerbate sampling errors.
Close · a way forward
Minimization of sampling errors through robust methodology should be the way forward.