Type: | Package |
Title: | Small Example Response and Response Time Data from PISA 2018 |
Version: | 2.0.2 |
Description: | Scored responses and responses times from the Canadian subsample of the PISA 2018 assessment, accessible as the "Cognitive items total time/visits data file" by OECD (2020) https://www.oecd.org/pisa/data/2018database/. |
Depends: | R (≥ 2.10) |
License: | CC BY 4.0 |
Encoding: | UTF-8 |
LazyData: | true |
RoxygenNote: | 7.2.3 |
Suggests: | testthat |
NeedsCompilation: | no |
Packaged: | 2023-08-23 15:16:59 UTC; beckerbz |
Author: | Benjamin Becker [aut, cre], Esther Ulitzsch [ctb], Christoph Koenig [ctb] |
Maintainer: | Benjamin Becker <b.becker@iqb.hu-berlin.de> |
Repository: | CRAN |
Date/Publication: | 2023-08-23 16:50:06 UTC |
pisaRT: Example PISA 2018 data set with responses and response times
Description
The pisaRT
package contains a small example data set of the Canadian PISA 2018 assessment. The data set consists of
scored responses, raw response times and log transformed response times on item level of the first booklet in the math
domain (M01
). Polytomous items haven been
dichotomized by scoring not fully correct responses as incorrect. One item has been removed due to problematic fit and 500 persons have been
randomly selected for this subsample. The data set is available in the long (pisaL
) and in the wide format (pisaW
).
Log transformed response times have been added to the data as these are frequently used in psychometric response time models.
License and Origin
The original data can be retrieved as the "Cognitive items total time/visits data file" by OECD (2020) from https://www.oecd.org/pisa/data/2018database/. The data is available under the CC-BY-SA license.
Purpose
There exists a wide variety of models for response times of cognitive data. However, no example data set is readily
available in R
packages. pisaRT
provides a small example data set on which exemplary analysis can be run.
Author(s)
Maintainer: Benjamin Becker b.becker@iqb.hu-berlin.de
Other contributors:
Esther Ulitzsch ulitzsch@ipn.uni-kiel.de [contributor]
Christoph Koenig koenig@psych.uni-frankfurt.de [contributor]
PISA Example Responses and Response Times Data (long format)
Description
A small example data set from the Canadian sample of the PISA 2018 assessment. Contains responses, response times
and log transformed response times of a single math booklet.
This data set is in the long format, with each row containing the scored response and response time of a person on a single item. For
further explanations see pisaRT
.
Usage
pisaL
Format
A data.frame with 6000 rows and 5 variables:
- ID
Person ID variable
- item
Item number
- y
Scored responses
- RT
Response time in seconds
- log_RT
Log Response time
Source
https://www.oecd.org/pisa/data/2018database/
PISA Example Responses and Response Times Data (wide format)
Description
A small example data set from the Canadian sample of the PISA 2018 assessment. Contains responses, response times
and log transformed response times of a single math booklet.
This data set is in the wide format, with each row containing the scored responses and response times of a person on all booklet items. For
further explanations see pisaRT
.
Usage
pisaW
Format
A data.frame with 500 rows and 37 variables:
- ID
Person ID variable
- y_x
Scored responses on item x
- RT_x
Response time in seconds on item x
- log_RT_x
Log Response time on item x