intsvy: An R Package for Analyzing International Large-Scale Assessment Data

This paper introduces intsvy, an R package for working with international assessment data (e.g., PISA, TIMSS, PIRLS). The package includes functions for importing data, performing data analysis, and visualizing results. The paper describes the underlying methodology and provides real data examples....

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Main Authors: Daniel H. Caro, Przemysław Biecek
Format: Article
Language:English
Published: Foundation for Open Access Statistics 2017-11-01
Series:Journal of Statistical Software
Subjects:
Online Access:https://www.jstatsoft.org/index.php/jss/article/view/2461
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spelling doaj-567345f544244915b72e5fe620b87d672020-11-24T21:21:45ZengFoundation for Open Access StatisticsJournal of Statistical Software1548-76602017-11-0181114410.18637/jss.v081.i071158intsvy: An R Package for Analyzing International Large-Scale Assessment DataDaniel H. CaroPrzemysław BiecekThis paper introduces intsvy, an R package for working with international assessment data (e.g., PISA, TIMSS, PIRLS). The package includes functions for importing data, performing data analysis, and visualizing results. The paper describes the underlying methodology and provides real data examples. Tools for importing data allow useRs to select variables from student, home, school, and teacher survey instruments as well as for specific countries. Data analysis functions take into account the complex sample design (with replicate weights) and rotated test forms (with plausible values of achievement scores) in the calculation of point estimates and standard errors of means, standard deviations, regression coefficients, correlation coefficients, and frequency tables. Visualization tools present data aggregates in standardized graphical form.https://www.jstatsoft.org/index.php/jss/article/view/2461international assessmentscomplex survey analysisreplicate weightsplausible values
collection DOAJ
language English
format Article
sources DOAJ
author Daniel H. Caro
Przemysław Biecek
spellingShingle Daniel H. Caro
Przemysław Biecek
intsvy: An R Package for Analyzing International Large-Scale Assessment Data
Journal of Statistical Software
international assessments
complex survey analysis
replicate weights
plausible values
author_facet Daniel H. Caro
Przemysław Biecek
author_sort Daniel H. Caro
title intsvy: An R Package for Analyzing International Large-Scale Assessment Data
title_short intsvy: An R Package for Analyzing International Large-Scale Assessment Data
title_full intsvy: An R Package for Analyzing International Large-Scale Assessment Data
title_fullStr intsvy: An R Package for Analyzing International Large-Scale Assessment Data
title_full_unstemmed intsvy: An R Package for Analyzing International Large-Scale Assessment Data
title_sort intsvy: an r package for analyzing international large-scale assessment data
publisher Foundation for Open Access Statistics
series Journal of Statistical Software
issn 1548-7660
publishDate 2017-11-01
description This paper introduces intsvy, an R package for working with international assessment data (e.g., PISA, TIMSS, PIRLS). The package includes functions for importing data, performing data analysis, and visualizing results. The paper describes the underlying methodology and provides real data examples. Tools for importing data allow useRs to select variables from student, home, school, and teacher survey instruments as well as for specific countries. Data analysis functions take into account the complex sample design (with replicate weights) and rotated test forms (with plausible values of achievement scores) in the calculation of point estimates and standard errors of means, standard deviations, regression coefficients, correlation coefficients, and frequency tables. Visualization tools present data aggregates in standardized graphical form.
topic international assessments
complex survey analysis
replicate weights
plausible values
url https://www.jstatsoft.org/index.php/jss/article/view/2461
work_keys_str_mv AT danielhcaro intsvyanrpackageforanalyzinginternationallargescaleassessmentdata
AT przemysławbiecek intsvyanrpackageforanalyzinginternationallargescaleassessmentdata
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