Evidence map›Paper›PMID 32737355›Full record

ArticleScientific reports2020

The education-chasing labor rush in China identified by a heterogeneous migration-network game.

Xiaoqi Zhang, Yanqiao Zheng, Zhijun Zhao, Xinyue Ye, Peng Zhang, Yougui Wang, Zhan Chen

Abstract read
In one paragraph

Article in Scientific reports, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. To Float or Not to Float? Internal Migration of Skilled Laborers in China.International journal of environmental research and public health · 2020
    Article
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

7 authors.

Xiaoqi Zhang *National School of Development, Southeast University, Nanjing, 210000, China.
Yanqiao Zheng *School of Finance, Zhejiang University of Finance and Economics, Hangzhou, 310018, China. zhengyanqiao@hotmail.com.
Zhijun ZhaoInstitute of Economics, Chinese Academy of Social Science, Beijing, 100836, China.
Xinyue YeDepartment of Landscape Architecture and Urban Planning, Texas A&M University, College Station, TX, 77840, USA.
Peng ZhangInstitute of Economics, Chinese Academy of Social Science, Beijing, 100836, China.
Yougui WangSchool of Systems Science, Beijing Normal University, Beijing, 100875, China.
Zhan ChenSchool of Statistics, Capital University of Economics and Business, Beijing, 100070, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Despite persistent efforts in understanding the motives and patterns of human migration behaviors, little is known about the microscopic mechanism that drives migration and its association with migrant types. To fill the gap, we develop a population game model in which migrants are allowed to be heterogeneous and decide interactively on their destination, the resulting migration network emerges naturally as an Nash equilibrium and depends continuously on migrant features. We apply the model to Chinese labor migration data at the current and expected stages, aiming to quantify migration behavior and decision mode for different migrant groups and at different stages. We find the type-specific migration network differs significantly for migrants with different age, income and education level, and also differs from the aggregated network at both stages. However, a deep analysis on model performance suggests a different picture, stability exists for the decision mechanism behind the "as-if" unstable migration behavior, which also explains the relative invariance of low migration efficiency in different settings. Finally, by a classification of cities from the estimated game, we find the richness of education resources is the most critical determinant of city attractiveness for migrants, which gives hint to city managers in migration policy design.

Identifiers

PMID32737355
PMCPMC7395130

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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.