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6. Sample Selection Methods

  • 2025
  • OriginalPaper
  • Chapter
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Abstract

This chapter delves into the critical aspects of sample selection in research, covering the delineation of the target population, determination of sample size, and application of various sampling techniques. It explores both probability and non-probability sampling methods, including simple random sampling, stratified sampling, and cluster sampling, as well as quota sampling, purposive sampling, and convenience sampling. The chapter also discusses different methods for determining sample size, such as Cochran's formula for infinite populations and Yamane's formula for finite populations. Additionally, it highlights the role of AI in modern sample selection, including the use of machine learning algorithms and generative AI to improve the precision of purposive sampling and simulate sampling strategies. The chapter concludes with a summary of key points and questions for future reflection, encouraging readers to critically evaluate the methods discussed and consider their practical applications.

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Title
Sample Selection Methods
Author
Vissanu Zumitzavan
Copyright Year
2025
Publisher
Springer Nature Singapore
DOI
https://doi.org/10.1007/978-981-95-4318-2_6
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