Artificial Intelligence Pilot Zones and Sustained Green Innovation: Evidence from Chinese Manufacturing Firms

This paper examines whether China’s National New Generation Artificial Intelligence Innovation and Development Pilot Zone program (AI pilot zones) strengthens Persistence-Weighted Green Invention index (PWGI) among listed manufacturing firms. We link 36,287 firm-year observations from 2006 to 2024 to staggered city-level pilot-zone approvals and define effective exposure two fiscal years after approval. In a firm-level DID design with firm and industry-year fixed effects, effective exposure raises PWGI by 3.57 index units. Event-study estimates show no differential pre-trends, and the result is robust to alternative outcomes, concurrent-policy controls, placebo tests, common-support restrictions, and spatial-interference diagnostics. Mechanism and heterogeneity evidence points to AI capability accumulation and stronger responses among firms better able to use local policy platforms. The findings suggest that place-based AI infrastructure can support durable green innovation rather than only short-run patenting.

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Publication Details

Journal
The Singapore Economic Review
Published
2026-09-18
DOI
https://doi.org/10.1142/s0217590826400138
Primary Topic
Energy, Environment, Economic Growth
Type
article
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article

Artificial Intelligence Pilot Zones and Sustained Green Innovation: Evidence from Chinese Manufacturing Firms

Xing Sheng Xu, Lu Mao, Ming Zhang, Zhihong Zhang
The Singapore Economic Review
Energy, Environment, Economic Growth
article

Artificial Intelligence Pilot Zones and Sustained Green Innovation: Evidence from Chinese Manufacturing Firms

Xing Sheng Xu, Lu Mao, Ming Zhang, Zhihong Zhang
article en

Abstract

This paper examines whether China’s National New Generation Artificial Intelligence Innovation and Development Pilot Zone program (AI pilot zones) strengthens Persistence-Weighted Green Invention index (PWGI) among listed manufacturing firms. We link 36,287 firm-year observations from 2006 to 2024 to staggered city-level pilot-zone approvals and define effective exposure two fiscal years after approval. In a firm-level DID design with firm and industry-year fixed effects, effective exposure raises PWGI by 3.57 index units. Event-study estimates show no differential pre-trends, and the result is robust to alternative outcomes, concurrent-policy controls, placebo tests, common-support restrictions, and spatial-interference diagnostics. Mechanism and heterogeneity evidence points to AI capability accumulation and stronger responses among firms better able to use local policy platforms. The findings suggest that place-based AI infrastructure can support durable green innovation rather than only short-run patenting.

The Singapore Economic Review
Industry, innovation and infrastructure
Openalex Percentile: Top 5%
Energy, Environment, Economic Growth
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