Sampling Generator
Web appGenerate reproducible samples using simple random, systematic, stratified, or cluster sampling.
Open appPublic health, biostatistics & research methods
Associate Professor, Department of Biostatistics and Research Methodology, School of Medical Sciences, Universiti Sains Malaysia
Practical tools and learning resources to support health and medical research from study planning to analysis.
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Choose the research task that most closely matches your current question.
Featured applications
Open a focused application and process your inputs locally in the browser where supported.
Generate reproducible samples using simple random, systematic, stratified, or cluster sampling.
Open appCreate two- to six-group allocation schedules with unequal allocation, permuted blocks, and optional stratification.
Open appAnalyze an aggregate binary 2 × 2 table with confidence intervals, likelihood ratios, and cautious interpretation.
Open appEstimate bias, limits of agreement, uncertainty intervals, and exploratory agreement diagnostics.
Open appThese tools support education and research planning. Review each tool’s assumptions and limitations; they do not replace study-specific statistical consultation.
Academic work and collaboration
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