37,884 responses from 6,341 respondents to 6 items.
One of 5 tables from the same source; this one is the math_attitude table. The others are listed under Related tables.
| Description | Many Labs 1: six explicit attitude-toward-math semantic-differential items (coded 1-6 in the source, good to bad), the companion to the math/art IAT; 6,341 participants at 36 sites. cluster_id = site. 37,884 rows. |
|---|---|
| Reference | Klein, R. A., Ratliff, K. A., Vianello, M., Adams, R. B., Bahník, Š., Bernstein, M. J., ... & Nosek, B. A. (2014). Investigating variation in replicability: A "Many Labs" replication project. Social Psychology, 45(3), 142-152. |
| DOI | 10.1027/1864-9335/a000178 |
| Licence | CC0 1.0 |
| Source data | https://osf.io/wx7ck/ |
| Responses | 37,884 |
|---|---|
| Respondents | 6,341 |
| Items | 6 |
| Response categories | 6 |
| Responses per respondent | 5.974 |
| Responses per item | 6,314 |
| Density | 0.996 |
| Longitudinal | FALSE |
This codebook is reconstructed by the IRW from the IRW data standard and the script that built it, manylabs1_klein_2014.py. It is our best reading, not the source’s own codebook, and it may contain mistakes. Where the two disagree, the source data are the authority. If you find an error, please tell us.
| Column | What it is | Source column |
|---|---|---|
| IRW standard columns | ||
cluster_id | IRW standard The group a focal unit is nested in — classroom, teacher, school. | made in the build script |
id | IRW standard Identifier for the focal unit being measured — typically a person, but sometimes another entity (e.g., a word in a lexical task). | made in the build script |
item | IRW standard Item identifier. | made in the build script |
resp | IRW standard Response value. | made in the build script |
What item codes and covariate values stand for is in the codebook released with the source data.
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("manylabs1_klein_2014_math_attitude")
# Python
pip install irw
import irw
df = irw.fetch("manylabs1_klein_2014_math_attitude")
@article{Klein_2014, title={Investigating Variation in Replicability: A “Many Labs” Replication Project}, volume={45}, ISSN={2151-2590}, url={http://dx.doi.org/10.1027/1864-9335/a000178}, DOI={10.1027/1864-9335/a000178}, number={3}, journal={Social Psychology}, publisher={Hogrefe Publishing Group}, author={Klein, Richard A. and Ratliff, Kate A. and Vianello, Michelangelo and Adams, Reginald B. and Bahník, Štěpán and Bernstein, Michael J. and Bocian, Konrad and Brandt, Mark J. and Brooks, Beach and Brumbaugh, Claudia Chloe and Cemalcilar, Zeynep and Chandler, Jesse and Cheong, Winnee and Davis, William E. and Devos, Thierry and Eisner, Matthew and Frankowska, Natalia and Furrow, David and Galliani, Elisa Maria and Hasselman, Fred and Hicks, Joshua A. and Hovermale, James F. and Hunt, S. Jane and Huntsinger, Jeffrey R. and IJzerman, Hans and John, Melissa-Sue and Joy-Gaba, Jennifer A. and Barry Kappes, Heather and Krueger, Lacy E. and Kurtz, Jaime and Levitan, Carmel A. and Mallett, Robyn K. and Morris, Wendy L. and Nelson, Anthony J. and Nier, Jason A. and Packard, Grant and Pilati, Ronaldo and Rutchick, Abraham M. and Schmidt, Kathleen and Skorinko, Jeanine L. and Smith, Robert and Steiner, Troy G. and Storbeck, Justin and Van Swol, Lyn M. and Thompson, Donna and van ’t Veer, A. E. and Ann Vaughn, Leigh and Vranka, Marek and Wichman, Aaron L. and Woodzicka, Julie A. and Nosek, Brian A.}, year={2014}, month=May, pages={142–152} }
| IRW version | v584 |
|---|---|
| Redivis dataset | item_response_warehouse_5 v8.5 |
| Redivis dataset DOI | 10.57761/41xy-5k56 |
| Manifest pin for this IRW version | v8.5 |
| Metadata source | irw_meta v44.0 |