koliev_2026_unfccc_reform

1,812 rated or chosen profiles from 151 respondents, in up to 6 tasks of 2 profiles varying on 6 attributes.

About this table

DescriptionCOP29 participants (151 state representatives and non-state observers) chose between 2 UNFCCC reform proposals in each of 6 tasks, proposals varying presidency selection, decision-making, implementation focus, representation, role of observers and transparency.
ReferenceKoliev, F., Nasiritousi, N., Buylova, A., & Linnér, B.-O. (2026). Reform preferences of key actors in the UNFCCC process. Nature Climate Change, 16(8), 915-921.
DOI10.1038/s41558-026-02723-9
LicenceCC0 1.0
Source datahttps://doi.org/10.7910/DVN/ZYTBET

Notes

These notes describe the source data, which the IRW reproduces as released. All notes are listed on the Data Notes page.

Size and shape

Respondents151
Rows (one per respondent, task and profile)1,812
Tasks per respondent (most)6
Profiles per task2
Attributes6
Tasks with no profile chosen0

Design

Topicclimate energy environment, international economy
A profile representspolicy
Countryunknown
Language shownen
Language of stored levelsen
Task orderrecorded in the deposit
Profile positionrecorded in the deposit

Outcomes:

choiceWhich proposal do you prefer (Proposal 1 or Proposal 2)? Please choose one. [choice, forced]

Columns

attr_decision_makingattr_implementation_focusattr_presidency_selectionattr_representationattr_role_of_observersattr_transparencyattrpos_decision_makingattrpos_implementation_focusattrpos_presidency_selectionattrpos_representationattrpos_role_of_observersattrpos_transparencychoicecov_actor_groupcov_cop_experiencecov_regionidprofiletask

The layout (one row per respondent, task and profile; choice/rating outcomes; attr_ columns holding each attribute level as displayed) is defined in the IRW conjoint standard. What the outcomes asked is under Design above.

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("koliev_2026_unfccc_reform", source = "conj")
# Python
pip install irw

import irw
df = irw.fetch("koliev_2026_unfccc_reform", source="conj")

How to cite

@article{Koliev_2026, title={Reform preferences of key actors in the UNFCCC process}, volume={16}, ISSN={1758-6798}, url={http://dx.doi.org/10.1038/s41558-026-02723-9}, DOI={10.1038/s41558-026-02723-9}, number={8}, journal={Nature Climate Change}, publisher={Springer Science and Business Media LLC}, author={Koliev, Faradj and Nasiritousi, Naghmeh and Buylova, Alexandra and Linnér, Björn-Ola}, year={2026}, month=July, pages={915–921} }

Version and provenance

IRW versionv584
Redivis datasetirw_conjoint v4.2
Redivis dataset DOI10.57761/qkye-q530
Manifest pin for this IRW versionv4.2
Metadata sourceirw_meta v44.0