ArticlePloS one2025
Education debt and household consumption upgrading: Positive incentives or inhibitions?
Article in PloS one, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.
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.
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.
Who cites it
1 citing paper in PubMed.
- Causes of medical disputes in China and Japan from physicians' perspectives: a qualitative study.Frontiers in health services · 2026Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
3 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Household education debt is closely related to household consumption, and education itself is also a developmental high-quality consumption. Based on the panel data of five phases of the China Household Finance Survey (CHFS) from 2013 to 2021, this paper explores the impact of households' education debt on improving household consumption enthusiasm and consumption upgrading with households as the basic unit. The study finds that education debt can significantly promote the upgrading of household consumption. Mechanism analysis shows that education debt can promote the upgrading of household consumption by improving the level of Internet consumption, and there are different degrees of moderating effect on household risk attitude. Heterogeneity analysis shows that household education debt has a significant positive effect on the consumption of urban and rural areas, high-financially literate and middle- and low-income households, as well as middle-leveraged households. The conclusions of this study enrich the research on the influencing factors and mechanisms of household consumption upgrading, broaden the research boundary of household debt and consumption, and have important implications for promoting education equity and consumer demand in China.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
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.