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AutoStrataK  

Automatic Optimal Stratification for Survey Sampling
View on CRAN: Click here


Download and install AutoStrataK package within the R console
Install from CRAN:
install.packages("AutoStrataK")

Install from Github:
library("remotes")
install_github("cran/AutoStrataK")

Install by package version:
library("remotes")
install_version("AutoStrataK", "0.1.4")



Attach the package and use:
library("AutoStrataK")
Maintained by
Khalid Islam
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2026-06-30
Latest Update: 2026-06-30
Description:
Provides tools for the automatic stratification of survey populations using clustering and optimization techniques. The package assists researchers and survey practitioners in constructing homogeneous strata to improve the efficiency and precision of survey estimates. Functions are provided for generating strata, evaluating stratification quality, summarizing stratified populations, and visualizing stratification results. These tools support the design and implementation of efficient survey sampling strategies. The package utilizes standard statistical methods from survey sampling, clustering, and optimization for automatic stratification. Methods are described in Cochran (1977, ISBN:9780471162405) and Lohr (2021, ISBN:9780367354556).
How to cite:
Khalid Islam (2026). AutoStrataK: Automatic Optimal Stratification for Survey Sampling. R package version 0.1.4, https://cran.r-project.org/web/packages/AutoStrataK. Accessed 26 Aug. 2026.
Previous versions and publish date:
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Complete documentation for AutoStrataK
Functions, R codes and Examples using the AutoStrataK R package
Full AutoStrataK package functions and examples
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