2,038 rated or chosen profiles from 204 respondents, in up to 5 tasks of 2 profiles varying on 7 attributes.
One of 2 tables from the same source; this one is the probability table. The others are listed under Related tables.
| Description | 204 members of the Hong Kong People Representative Panel (probability) each compared 5 pairs of highly-skilled immigration schemes varying eligibility, change of employment, nationality, language requirement, welfare entitlement, tax and quota; forced choice plus a 0-10 rating of each scheme. |
|---|---|
| Reference | Lee, S.-y. (2025). Procedure matters: The distinct attitudinal feedback effects of immigration policy. Political Behavior, 47(1), 191-215. |
| DOI | 10.1007/s11109-024-09947-5 |
| Licence | CC0 1.0 |
| Source data | https://doi.org/10.7910/DVN/PPBS5T |
These notes describe the source data, which the IRW reproduces as released. All notes are listed on the Data Notes page.
| Respondents | 204 |
|---|---|
| Rows (one per respondent, task and profile) | 2,038 |
| Tasks per respondent (most) | 5 |
| Profiles per task | 2 |
| Attributes | 7 |
| Tasks with no profile chosen | 0 |
| Topic | immigration asylum |
|---|---|
| A profile represents | policy |
| Country | HK |
| Language shown | zh |
| Language of stored levels | zh |
| Randomization restrictions | observed in the data (not documented by the source): nationality 'open to mainland Chinese citizens only' (只接受中國內地居民申請) never occurs with quota '40,000/year' (每年40,000人); authors model Nationality*Quota. Consequently nationality-mainland (~25%) and quota-40,000 (~25%) are less frequent than the other levels (~37%) |
| Task order | recorded in the deposit |
| Profile position | inferred from row order |
Because the attribute levels were not randomized independently, an estimator has to account for the restriction; a plain difference in means across levels can mislead. Task order or profile position was rebuilt from row order; analyses of position or task order should leave it out.
Outcomes:
| choice | Attitudes toward immigrants [forced choice] (paraphrase) [choice, forced] |
|---|---|
| rating | Attitudes toward immigrants [rating] (paraphrase) [rating, 0 (unknown) to 10 (unknown)] |
attr_eligibilityattr_employmentattr_languageattr_nationalityattr_quotaattr_taxattr_welfarechoicecov_educationcov_gendercov_identitycov_survey_weightcov_weight2idprofileratingtask
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.
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("lee_2024_skilled_immig_probability", source = "conj")
# Python
pip install irw
import irw
df = irw.fetch("lee_2024_skilled_immig_probability", source="conj")
@article{Lee_2024, title={Procedure Matters: The Distinct Attitudinal Feedback Effects of Immigration Policy}, volume={47}, ISSN={1573-6687}, url={http://dx.doi.org/10.1007/s11109-024-09947-5}, DOI={10.1007/s11109-024-09947-5}, number={1}, journal={Political Behavior}, publisher={Springer Science and Business Media LLC}, author={Lee, Siu-yau}, year={2024}, month=June, pages={191–215} }
| IRW version | v584 |
|---|---|
| Redivis dataset | irw_conjoint v4.2 |
| Redivis dataset DOI | 10.57761/qkye-q530 |
| Manifest pin for this IRW version | v4.2 |
| Metadata source | irw_meta v44.0 |