Simulation of EU-SILC Population Data: Using the R Package simPopulation
نویسندگان
چکیده
This vignette demonstrates the use of simPopulation for simulating population data in an application to the EU-SILC example data from the package. It presents a wrapper function tailored specifically towards EU-SILC data for convenience and ease of use, as well as detailed instructions for performing each of the four involved data generation steps separately. In addition, the generation of diagnostic plots for the simulated population data is illustrated.
منابع مشابه
Applications of Statistical Simulation in the Case of EU-SILC: Using the R Package simFrame
This paper demonstrates the use of simFrame for various simulation designs in a practical application with EU-SILC data. It presents the full functionality of the framework regarding sampling designs, contamination models, missing data mechanisms and performing simulations separately on different domains. Due to the use of control objects, switching from one simulation design to another require...
متن کاملAn application of VIM, the R package for visualization of missing values, to EU-SILC data
Package VIM allows to explore and to analyze the structure of missing values in data, as well as to produce high-quality graphics for publications. This paper illustrates an application of VIM to a highly complex data set – the European Statistics on Income and Living Conditions (EU-SILC). 1 The graphical user interface of VIM The graphical user interface (GUI) has been developed using the R pa...
متن کاملDisclosure Risk of Synthetic Population Data with Application in the Case of EU-SILC
In survey statistics, simulation studies are usually performed by repeatedly drawing samples from population data. Furthermore, population data may be used in courses on survey statistics to support the theory by practical examples. However, real population data containing the information of interest are in general not available, therefore synthetic data need to be generated. Ensuring data conf...
متن کاملData Resource Profile: The European Union Statistics on Income and Living Conditions (EU-SILC).
Social and economic policies are inextricably linked with population health outcomes in Europe, yet few datasets are able to fully explore and compare this relationship across European countries. The European Union Statistics on Income and Living Conditions (EU-SILC) survey aims to address this gap using microdata on income, living conditions and health. EU-SILC contains both cross-sectional an...
متن کاملDisclosure risk of synthetic population data with application to EU-SILC
In survey statistics, simulation studies are usually performed by repeatedly drawing samples from population data. Furthermore, population data may be used in courses on survey statistics to support the theory by practical examples. However, real population data containing the information of interest are in general not available, therefore synthetic data need to be generated. Ensuring data conf...
متن کامل