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  1. Why is a small sample size not enough? - PMC

    There is no universal agreement, and it remains controversial as to what number designates a small sample size. Some researchers consider a sample of n = 30 to be “small” while others …

  2. Sample size determination - Wikipedia

    Sample size determination or estimation is the act of choosing the number of observations or replicates to include in a statistical sample. The sample size is an important feature of any …

  3. Understanding Sample Size - Statology

    May 27, 2025 · Sample size (the number of observations collected from a population) directly impacts statistical reliability and requires careful consideration of factors like variability, …

  4. Determining the appropriate sample size is a critical component of study design. A sample that is too small may fail to detect significant effects, while an excessively large sample can result in …

  5. Making Small Samples Work - Eval Academy

    Jul 1, 2025 · Learn how to analyze with a small sample size of a handful of responses. This article discusses how to uncover valuable insights while communicating results with transparency.

  6. On the scientific study of small samples: Challenges confronting ...

    Jun 1, 2023 · In this article I examine how small sample sizes can be studied scientifically. The article begins with an explanation of the distinction between research and science.

  7. The Effects Of A Small Sample Size Limitation - Sciencing

    Mar 13, 2018 · A sample size that is too small reduces the power of the study and increases the margin of error, which can render the study meaningless. Researchers may be compelled to …

  8. Improving statistical power in small-sample experiments

    Sep 23, 2024 · From boosting effect sizes to reducing variance and optimizing experimental design, we'll cover practical tips to help you get reliable results even when your sample size is …

  9. This unique book provides guidelines and tools for implementing solutions to issues that arise in small sample research. Each chapter illustrates statistical methods that allow researchers to …

  10. Why is a small sample size not enough? - Oxford Academic

    Jun 27, 2024 · There is no universal agreement, and it remains controversial as to what number designates a small sample size. Some researchers consider a sample of n = 30 to be “small” …