From Shock to Adaptation: Evaluating the Mechanisms of Trade Friction on Firms’ Total Factor Productivity Through the Lens of Digital Transformation

Against the backdrop of frequent global trade conflicts and accelerated competition in the digital economy, we investigated how trade friction shocks affect firms’ total factor productivity (TFP), with a focus on the role of digital transformation. We employed a statistical analysis method based on...

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Main Authors: Xiyin Zhang, Xindong Zhang
Format: Article
Language:English
Published: MDPI AG 2024-11-01
Series:Systems
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Online Access:https://www.mdpi.com/2079-8954/12/11/471
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author Xiyin Zhang
Xindong Zhang
author_facet Xiyin Zhang
Xindong Zhang
author_sort Xiyin Zhang
collection DOAJ
description Against the backdrop of frequent global trade conflicts and accelerated competition in the digital economy, we investigated how trade friction shocks affect firms’ total factor productivity (TFP), with a focus on the role of digital transformation. We employed a statistical analysis method based on the multi-period difference-in-differences model with anti-dumping and countervailing measures as quasi-natural experiments to analyze firm-level panel data for Chinese exporters from 2003 to 2016. The results indicate that trade frictions compel export firms to enhance their TFP, while digital transformation further promotes this growth. This main conclusion still holds after a series of tests such as parallel trend checks, placebo tests, and variations in primary variables. The mechanism analysis shows that, in response to trade friction shocks, firms aiming to boost productivity have strategically reallocated internal resources by increasing exports of alternative products and expanding into overseas markets rather than solely relying on innovation. Additionally, digital transformation mitigates the negative effects of trade friction on firm innovation and facilitates faster internal resource reallocation during such challenges. The heterogeneity analysis reveals that digital transformation proves more beneficial for firms that are multi-product, non-state-owned, engaged in general trade, and operating in highly competitive industries. This paper contributes to the understanding of trade friction and productivity at the micro level, offering valuable insights into digital transformation strategies for firms navigating these challenges.
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spelling doaj-art-23a14c0ca6164e6493b11f90766dffbe2024-11-26T18:23:19ZengMDPI AGSystems2079-89542024-11-01121147110.3390/systems12110471From Shock to Adaptation: Evaluating the Mechanisms of Trade Friction on Firms’ Total Factor Productivity Through the Lens of Digital TransformationXiyin Zhang0Xindong Zhang1School of Economics and Management, Shanxi University, Taiyuan 030031, ChinaSchool of Economics and Management, Shanxi University, Taiyuan 030031, ChinaAgainst the backdrop of frequent global trade conflicts and accelerated competition in the digital economy, we investigated how trade friction shocks affect firms’ total factor productivity (TFP), with a focus on the role of digital transformation. We employed a statistical analysis method based on the multi-period difference-in-differences model with anti-dumping and countervailing measures as quasi-natural experiments to analyze firm-level panel data for Chinese exporters from 2003 to 2016. The results indicate that trade frictions compel export firms to enhance their TFP, while digital transformation further promotes this growth. This main conclusion still holds after a series of tests such as parallel trend checks, placebo tests, and variations in primary variables. The mechanism analysis shows that, in response to trade friction shocks, firms aiming to boost productivity have strategically reallocated internal resources by increasing exports of alternative products and expanding into overseas markets rather than solely relying on innovation. Additionally, digital transformation mitigates the negative effects of trade friction on firm innovation and facilitates faster internal resource reallocation during such challenges. The heterogeneity analysis reveals that digital transformation proves more beneficial for firms that are multi-product, non-state-owned, engaged in general trade, and operating in highly competitive industries. This paper contributes to the understanding of trade friction and productivity at the micro level, offering valuable insights into digital transformation strategies for firms navigating these challenges.https://www.mdpi.com/2079-8954/12/11/471trade frictiontotal factor productivitydigital transformationa multi-period difference-in-differences model
spellingShingle Xiyin Zhang
Xindong Zhang
From Shock to Adaptation: Evaluating the Mechanisms of Trade Friction on Firms’ Total Factor Productivity Through the Lens of Digital Transformation
Systems
trade friction
total factor productivity
digital transformation
a multi-period difference-in-differences model
title From Shock to Adaptation: Evaluating the Mechanisms of Trade Friction on Firms’ Total Factor Productivity Through the Lens of Digital Transformation
title_full From Shock to Adaptation: Evaluating the Mechanisms of Trade Friction on Firms’ Total Factor Productivity Through the Lens of Digital Transformation
title_fullStr From Shock to Adaptation: Evaluating the Mechanisms of Trade Friction on Firms’ Total Factor Productivity Through the Lens of Digital Transformation
title_full_unstemmed From Shock to Adaptation: Evaluating the Mechanisms of Trade Friction on Firms’ Total Factor Productivity Through the Lens of Digital Transformation
title_short From Shock to Adaptation: Evaluating the Mechanisms of Trade Friction on Firms’ Total Factor Productivity Through the Lens of Digital Transformation
title_sort from shock to adaptation evaluating the mechanisms of trade friction on firms total factor productivity through the lens of digital transformation
topic trade friction
total factor productivity
digital transformation
a multi-period difference-in-differences model
url https://www.mdpi.com/2079-8954/12/11/471
work_keys_str_mv AT xiyinzhang fromshocktoadaptationevaluatingthemechanismsoftradefrictiononfirmstotalfactorproductivitythroughthelensofdigitaltransformation
AT xindongzhang fromshocktoadaptationevaluatingthemechanismsoftradefrictiononfirmstotalfactorproductivitythroughthelensofdigitaltransformation