Evidence map›Paper›PMID 40098020›Full record

ArticleCost effectiveness and resource allocation : C/E2025

Factors influencing the demand for individual voluntary private health insurance in Iran.

Rajabali Daroudi, Reza Hashempour, Behzad Raei, Sajad Ramandi, Kamran Irandoust, Ali Kazemi-Karyani, Nasrin Abolhasanbeigi Gallehzan, Jafar Yahyavi Dizaj, Marjan Darabi

Abstract read
In one paragraph

Article in Cost effectiveness and resource allocation : C/E, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

9 authors.

Rajabali DaroudiDepartment of Health Management, Policy and Economics, School of Public Health, Tehran University of Medical Sciences, Tehran, Iran.
Reza HashempourDepartment of Health Management, Policy and Economics, School of Public Health, Tehran University of Medical Sciences, Tehran, Iran.
Behzad RaeiDepartment of Health, Safety, and Environment management, School of Public Health, Zanjan University of Medical Sciences, Zanjan, Iran.
Sajad RamandiDepartment of Health Management, Policy and Economics, School of Public Health, Tehran University of Medical Sciences, Tehran, Iran.
Kamran IrandoustDepartment of Health Economics, School of Health Management and Information Sciences, Iran University of Medical Sciences, Tehran, Iran.
Ali Kazemi-KaryaniResearch Center for Environmental Determinants of Health, Health Institute, Kermanshah University of Medical Sciences, Kermanshah, Iran.
Nasrin Abolhasanbeigi GallehzanDepartment of Health Economics, School of Health Management and Information Sciences, Iran University of Medical Sciences, Tehran, Iran.
Jafar Yahyavi DizajDepartment of Health Management, Policy and Economics, School of Public Health, Tehran University of Medical Sciences, Tehran, Iran. yahyavijafar1399@gmail.com.
Marjan DarabiDepartment of Health Management, Policy and Economics, School of Public Health, Tehran University of Medical Sciences, Tehran, Iran.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundFinancial risk protection is one of the main goals of healthcare systems worldwide and prepayment system plays an important role to achieve it. There are some prepayment schemes, and Individual voluntary private health insurance (IVPHI) as a way can be affected by some variables.

objectiveThis study aimed to investigates the factors affecting the purchase and selection of IVPHI coverage in Iran.

methodsThis study used secondary data from a private insurance company in Iran, collected in 2023. Data were retrospectively gathered via an online questionnaire covering demographics, health status, and lifestyle factors used to assess risk for voluntary health insurance plans. Individuals with high-risk profiles were referred to the company's physician for a clinical examination, after which they were categorized into high-risk or low-risk groups. The insurer then decided whether to approve the purchase of individual supplementary health insurance (ISHI). After data extraction and cleaning, a multivariate logistic regression model was used to identify determinants of voluntary health insurance purchase.

resultsMost ISHI sales occurred in low-deprivation provinces (71%), with women (64%) and those aged 26-49 (70%) more likely to purchase. Higher coverage (Plan 4) was preferred across all age groups. Key factors influencing ISHI purchase included health status, basic insurance, and region, with moderate deprivation areas showing higher demand for higher coverage plans.

conclusionThe findings emphasize regional, demographic, and health status disparities in ISHI purchases. Policymakers should focus on improving access to higher coverage plans, especially in more deprived areas, to ensure equitable insurance distribution.

Indexed as

ComplementaryDemandIranPrivate Health InsuranceRisk

Identifiers

PMID40098020
PMCPMC11917025

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.