Evidence map›Paper›PMID 41214023›Full record

ArticleScientific reports2025

Endowing urban business environments with an intelligent brain: empirical evidence from cities in western China.

Tao Chen, Zhaoyang Zhao, Yanhong Zheng, Lanhua Ma

Abstract read
In one paragraph

Article in Scientific reports, 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

4 authors.

Tao ChenBusiness School, Hunan Normal University, Changsha, 410081, China.
Zhaoyang ZhaoSchool of Public Administration, Sichuan University, Chengdu, 610065, China. 18291982651@163.com.
Yanhong ZhengSchool of Public Administration, Sichuan University, Chengdu, 610065, China.
Lanhua MaDepartment of Economic Management, Fuzhou University Zhicheng College, Fuzhou, 350002, China. fdzcxymlh@163.com.

Funding

Research on the Optimization Path of Business Environment in Chengdu-Chongqing Twin-city Economic Circle under the Background of New Quality Productivity DY25ZX043the General Project of the Research Center for Economic, Social and Cultural Development of the Tibetan Plateau 2024QZGYYB010
6 · The paper itself

Abstract

As globalization advances, establishing a fair, efficient, and convenient business environment is vital to enhancing international competitiveness. Smart city development, as a new urban innovation model, drives digital transformation. It also improves market conditions, and speeds up urban reforms. Therefore, it is particularly important to examine how less developed regions can utilize smart city policy (SCP) to improve their business environment. This study is grounded in institutional theory, information economics, and the theory of competitive advantage. Using panel data from 82 cities in western China spanning 2006 to 2021, it treats SCP as a quasi-natural experiment and applies a multi-period difference-in-differences model. The research examines the link between smart city development and regional business environments, while also exploring the underlying mechanisms. The findings reveal that SCP have significantly improved the business environment in western China, which remains robust even after a series of robustness tests. The effects of SCP are particularly pronounced in megacities and in cities with higher levels of human capital, stronger financial support, and more advanced digital infrastructure. Moreover, SCP fosters a market-oriented, internationalized, and law-governed business environment, while Fintech further amplifies this positive impact. Additionally, SCP exhibits a significant spillover effect. These findings offer valuable insights for policymakers seeking to enhance the business environment in less developed regions.

Indexed as

CommerceChinaCitiesHumansBusiness environmentFintechSmart city policySpatial spillover effect

Identifiers

PMID41214023
PMCPMC12603103

What OpenQuestion holds

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LicenceCC BY-NC-ND
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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.