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نمونه‌گیری خوشه‌ای×مدل‌سازی چندسطحی×
حوزهروش‌شناسی پیمایشآمار پژوهش
خانوادهProcess / pipelineProcess / pipeline
سال پیدایشEarly-to-mid 20th century; canonical treatment 1953/19771992
پدیدآورFormalized by William G. Cochran; roots in early 20th-century U.S. Census Bureau survey practiceAnthony Bryk and Stephen Raudenbush
نوعProbability sampling designMethod
منبع بنیادینCochran, W. G. (1977). Sampling Techniques (3rd ed.). Wiley. ISBN: 978-0471162407Bryk, A. S., & Raudenbush, S. W. (1992). Hierarchical Linear Models: Applications and Data Analysis Methods. SAGE Publications. DOI ↗
نام‌های دیگرcluster random sampling, area sampling, one-stage cluster samplingHLM, mixed-effects models, random effects models, MLM
مرتبط53
خلاصهCluster sampling is a probability sampling technique in which the population is divided into naturally occurring groups (clusters), a random sample of clusters is selected, and all — or a random subset of — members within each selected cluster are studied. It is especially practical when a complete population list is unavailable or when units are geographically dispersed, making individual random selection prohibitively expensive. One-stage cluster sampling surveys every member of selected clusters; two-stage designs add a second random draw within clusters.Multilevel modeling (also called hierarchical linear modeling, mixed-effects modeling) is a statistical framework for analyzing data organized in nested or clustered structures—students within schools, patients within hospitals, repeated measures within individuals. Developed by Bryk and Raudenbush (1992), it accounts for dependency among observations and partitions variance into levels (within-cluster and between-cluster), enabling valid inference and revealing context effects. Essential in education, medicine, organizational research, and any field where data have natural hierarchies.
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ScholarGateمقایسهٔ روش‌ها: Cluster Sampling · Multilevel Modeling. بازیابی‌شده در 2026-06-18 از https://scholargate.app/fa/compare