Keywords: Difference-in-differences (DID)
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Journal Articles
The International Journal of Logistics Management 1–22.
Published: 25 August 2026
... city and firm contexts. Design/methodology/approach Using the rollout of the “National Smart City Pilot Lists” as a quasi-natural experiment, this study employs a difference-in-differences (DID) approach based on firm-level panel data from 2007 to 2021. Findings Smart city policy significantly...

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