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Updated: Feb 27, 2026

Sampling Soils in a Heterogeneous Research Plot
Published on: January 7, 2019
[The research protocol V: The calculation of sample size]
Mario Enrique Rendón-Macías1, Miguel Ángel Villasís-Keever
1Instituto Mexicano del Seguro Social, Centro Médico Nacional Siglo XXI, Hospital de Pediatría, Unidad de Investigación en Epidemiología Clínica. miguel.villasis@gmail.com.
Proper sample size calculation ensures statistically sound conclusions and optimizes research resources. This involves defining study objectives, hypotheses, outcome variables, and error types for accurate planning.
Area of Science:
- Biostatistics
- Clinical Research Methodology
Background:
- Sample size is crucial for research validity and resource optimization.
- Inadequate sample size can lead to inconclusive results and ethical concerns regarding participant risk.
- Accurate sample size calculation requires a well-defined research protocol.
Purpose of the Study:
- To outline the essential components for accurate sample size calculation.
- To provide guidance on specifying requirements for sample size determination in research.
- To illustrate sample size calculation principles with clinical research examples.
Main Methods:
- Review of key elements required for sample size calculation.
- Explanation of how to define study objectives (e.g., descriptive vs. comparative studies).
- Guidance on specifying hypotheses, outcome variable measurement scales, and statistical error types (Type I and Type II errors).
Main Results:
- Sample size calculation necessitates clear objectives and well-defined hypotheses with specified magnitude and direction.
- The scale of measurement for outcome variables must be explicitly defined.
- Appropriate identification of Type I and Type II errors is critical for accurate calculation.
Conclusions:
- Proper sample size calculation is fundamental for robust statistical support and ethical research.
- Effective planning of research studies, including economic and time costs, relies on accurate sample size determination.
- This review provides a framework for specifying sample size calculation requirements in various research designs.
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