ArticleHeliyon2023
Does expansion of college education benefit urban entrepreneurship and innovation in China?
Article in Heliyon, 2023. 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, 12 citations in OpenAlex.
- The indirect effects of smartphone addiction on accidental injuries: a cross-sectional study among medical college students.Frontiers in public health · 2025Article
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 at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
It is important to determine whether China's unprecedented expansion of college education (ECE) since 1999 has made a significant impact on the urban entrepreneurship and innovation (E&I). Using the data of 284 cities at the prefecture level and above from 2000 to 2020, this study empirically identifies the average treatment effect (ATE) of China's ECE on the urban E&I with its spatial spillover and explores two mediating channels (i.e., talent accumulation, and labor misallocation) to reveal how China's ECE impacts urban E&I. The results verify that with strong significance and robustness, the ECE for either undergraduates or master's students wholly matter for the E&I of cities, especially cities located in eastern or northeast economic zone,cities with a population less than 5 million or the ones without "Mass Innovation and Entrepreneurship Demonstration Bases". Meanwhile, both the "Matthew effect" and the spatially "beggar-thy-neighbor" of ATE induced by the ECE are also be confirmed. Arguably, the China's ECE contributes either more talents accumulation or less labor misallocation, thereby furtherly boosting urban E&I. Above results were beneficial, especially at the decision-making for the developing countries to promote urban innovation and entrepreneurship under the scenario of college enrollment expansion.
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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.