This assignment provides a comparative analysis of various sampling methods used in research, focusing on their strengths and weaknesses. Stratified random selection is highlighted as a reliable method with minimal bias, while non-probability sampling, such as purposive sampling, may introduce errors due to categorization. The document aims to educate readers on the importance of selecting appropriate sampling methods in research studies.