pham_2026_rural_jobs

5,670 rated or chosen profiles from 315 respondents, in up to 10 tasks of 2 profiles varying on 4 attributes.

About this table

Description315 family physicians and physician assistants in Vietnam each answered 9 choice cards between two hypothetical jobs varying in income change, promotion timing, urban/rural location and chance of opening a private clinic; a forced A/B preference and a real-world choice among A, B and their current job.
ReferencePham, C. A. T., Le, N. Q. T., & Kim, D. (2026). What drives family physicians to rural practice? A discrete choice experiment in Vietnam. Health Policy OPEN, 11, 100175.
DOI10.1016/j.hpopen.2026.100175
LicenceCC BY 4.0
Source datahttps://doi.org/10.5281/zenodo.22070298

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

Respondents315
Rows (one per respondent, task and profile)5,670
Tasks per respondent (most)10
Profiles per task2
Attributes4
Tasks with no profile chosen0

Design

Topiclabour hiring, health covid
A profile representsproduct service
CountryVN
Language shownvi, en
Language of stored levelsen
Randomization restrictionsyes (stated by the source): fixed blocked design: only the 20 published cards (03.Choice design.csv, 2 blocks of 10) occur, so most level combinations never appear; levels within a card are fixed pairs
Task orderrecorded in the deposit
Profile positionrecorded in the deposit

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.

Outcomes:

choiceBetween jobs A and B, which job do you prefer? [choice, forced]
choice_finalWhich job would you choose in practice? [choice, opt-out allowed]

Columns

attr_incomeattr_locationattr_private_clinicattr_promotionchoicechoice_finalcov_age_over_50cov_current_job_levelcov_current_urbancov_gendercov_marriedcov_rural_borncov_rural_internshipcov_university_doctoridprofiletasktrial_blocktrial_card

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("pham_2026_rural_jobs", source = "conj")
# Python
pip install irw

import irw
df = irw.fetch("pham_2026_rural_jobs", source="conj")

How to cite

@article{Pham_2026, title={What drives family physicians to rural practice? A discrete choice experiment in Vietnam}, volume={11}, ISSN={2590-2296}, url={http://dx.doi.org/10.1016/j.hpopen.2026.100175}, DOI={10.1016/j.hpopen.2026.100175}, journal={Health Policy OPEN}, publisher={Elsevier BV}, author={Pham, Cam Anh Thi and Le, Nguyen Quynh Trang and Kim, Dohyeong}, year={2026}, month=Nov, pages={100175} }

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