raschmix_rost2_sim

18,000 simulated responses from 1,800 respondents to 10 items.

Simulated data. These responses were generated by a script, not collected from people; see the generating script. The cov_true_class, cov_true_theta columns hold the true generating values, which a real dataset would not have.

About this table

DescriptionSimulated two-class Rasch mixture (Rost 1990, design 2): 1,800 persons x 10 items, item difficulties reversed between classes; true class and ability in cov_true_*, class-specific difficulties in itemcov_true_*.
ReferenceRost, J. (1990). Rasch models in latent classes: An integration of two approaches to item analysis. Applied Psychological Measurement, 14(3), 271-282. Generated with psychomix::simRaschmix (Frick, Strobl, Leisch & Zeileis, 2012, Journal of Statistical Software 48(7)).
DOI10.1177/014662169001400305
LicenceCC0 1.0
Generating scripthttps://cran.r-project.org/package=psychomix

Size and shape

Responses18,000
Respondents1,800
Items10
Response categories2
Responses per respondent10
Responses per item1,800
Density1

Columns

cov_true_classcov_true_thetaiditemitemcov_true_b_class1itemcov_true_b_class2resp

id, item, resp are defined in the IRW data standard and mean the same in every table. The other columns are set by the generating script.

Get the data

Download CSVno account neededBrowse on Redivisexplore and queryCroissant metadataHugging Face, Kaggle, OpenML

Or load it directly in R or Python (both need a free Redivis account; the first call opens a browser to sign in):

# R
install.packages("remotes")
remotes::install_github("itemresponsewarehouse/Rpkg")
library(irw)
df <- irw_fetch("raschmix_rost2_sim", source = "sim")
# Python
pip install irw

import irw
df = irw.fetch("raschmix_rost2_sim", source="sim")

How to cite

@article{Rost_1990, title={Rasch Models in Latent Classes: An Integration of Two Approaches to Item Analysis}, volume={14}, ISSN={1552-3497}, url={http://dx.doi.org/10.1177/014662169001400305}, DOI={10.1177/014662169001400305}, number={3}, journal={Applied Psychological Measurement}, publisher={SAGE Publications}, author={Rost, Jürgen}, year={1990}, month=Sept, pages={271–282} }

Version and provenance

IRW versionv581
Redivis datasetirw_simsyn v1.4
Redivis dataset DOI10.57761/d90d-aa22
Manifest pin for this IRW versionv1.4
Metadata sourceirw_meta v44.0