Shi Liang
Current Organizations / Institutes
The organizations/institutes from the scholar's latest article
Research Subjects
Research Interests
Shi Liang has a total of 16 co-authors. Here are the top co-authors by number of shared publications:
- Xinhai Lu
College of Public Administration, Huazhong University of Science and Technology, Wuhan, China
3 shared publications - Linrong Wu
School of Business Administration, Guilin University
2 shared publications Chengcheng Cai
School of Business, Central South University, Changsha, China
1 shared publication- Danling Chen
College of Public Administration, Huazhong Agricultural University, Wuhan 430070, China
1 shared publication - Hongliang Li
Innovation and Entrepreneurship Guidance Center, Hebei University, Baoding City, People’s Republic of China
1 shared publication - Jingyu Tang1 shared publication
Latest Publications
- 29 August 2026
- Published by Springer Nature in The Annals of Regional Science
- Vol. 75 (3) , 117
Cleaning up one city, affecting another? zero-waste city pilots and spatial spillovers in China
- 29 August 2026
- Published by Springer Nature in The Annals of Regional Science
- Vol. 75 (3) , 117
Cleaning up one city, affecting another? zero-waste city pilots and spatial spillovers in China
- 24 August 2026
- Published by Wiley in Annals of the New York Academy of Sciences
- Vol. 1562 (1) , e70393
Urban Climate Risk Governance and Corporate Energy Intensity: Evidence From China's Climate Adaptation City Pilots
Climate shocks can raise firms’ energy use by disrupting production, triggering repeated equipment shutdowns and restarts, and requiring temporary operational adjustments. This study examines whether urban adaptation governance reduces these frictions. Using nonfinancial A‐share firms listed in Shanghai and Shenzhen from 2012 to 2025, we construct a firm–year panel of disclosed physical energy inputs and exploit the staggered rollout of China's Climate Adaptation City Pilots. Firm and year fixed‐effects estimates show a significant decline in energy input intensity after cities enter the effective pilot period, with no systematic pretreatment differences. The result is robust to matched difference‐in‐differences, double machine learning, placebo timing, alternative measures, sample adjustments, and alternative policy‐timing specifications. Energy‐input and revenue‐side analyses indicate that the decline is primarily reflected in lower aggregate energy inputs rather than revenue expansion. The mechanism analysis provides evidence consistent with a pollution‐control practices channel. The effect is stronger for firms with greater energy dependence, firms in cities with higher baseline pollution pressure, and firms with lower pre‐existing environmental‐governance investment, but weakens as managerial environmental‐governance cognition and the breadth of city energy‐transition governance agendas increase. Urban risk governance can therefore influence firms’ real resource allocation by improving the operating conditions of production.
- 24 August 2026
- Published by Wiley in Annals of the New York Academy of Sciences
- Vol. 1562 (1) , e70393
Urban Climate Risk Governance and Corporate Energy Intensity: Evidence From China's Climate Adaptation City Pilots
Climate shocks can raise firms’ energy use by disrupting production, triggering repeated equipment shutdowns and restarts, and requiring temporary operational adjustments. This study examines whether urban adaptation governance reduces these frictions. Using nonfinancial A‐share firms listed in Shanghai and Shenzhen from 2012 to 2025, we construct a firm–year panel of disclosed physical energy inputs and exploit the staggered rollout of China's Climate Adaptation City Pilots. Firm and year fixed‐effects estimates show a significant decline in energy input intensity after cities enter the effective pilot period, with no systematic pretreatment differences. The result is robust to matched difference‐in‐differences, double machine learning, placebo timing, alternative measures, sample adjustments, and alternative policy‐timing specifications. Energy‐input and revenue‐side analyses indicate that the decline is primarily reflected in lower aggregate energy inputs rather than revenue expansion. The mechanism analysis provides evidence consistent with a pollution‐control practices channel. The effect is stronger for firms with greater energy dependence, firms in cities with higher baseline pollution pressure, and firms with lower pre‐existing environmental‐governance investment, but weakens as managerial environmental‐governance cognition and the breadth of city energy‐transition governance agendas increase. Urban risk governance can therefore influence firms’ real resource allocation by improving the operating conditions of production.
- 3 March 2026
- Published by Taylor & Francis in International Journal of Sustainable Development & World Ecology
- Vol. 33 (3) , 283-308
Closing the loop on land: Zero-Waste City pilots and urban land green use efficiency in China
1. Accelerated urbanization, increasing resource limitations, and the accumulation of environmental externalities have compelled cities to reevaluate their waste and land-use management practices. ...
- 3 March 2026
- Published by Taylor & Francis in International Journal of Sustainable Development & World Ecology
- Vol. 33 (3) , 283-308
Closing the loop on land: Zero-Waste City pilots and urban land green use efficiency in China
1. Accelerated urbanization, increasing resource limitations, and the accumulation of environmental externalities have compelled cities to reevaluate their waste and land-use management practices. ...
- Open Access
- 1 July 2025
- Published by HARD Publishing Company in Polish Journal of Environmental Studies
- Vol. 35 (3) , 3899-3922
How Does the International Transport Network Affect Corporate Green Innovation: Evidence from the China-Europe Railway Express
Leveraging the inauguration of the China-Europe Railway Express (CRE) as a natural experiment, this study employs a multi-period difference-in-differences (DID) model using data from China’s listed manufacturing firms spanning 2011 to 2021. The findings reveal that the CRE has significantly enhanced the green innovation capabilities of manufacturing enterprises, with a notably stronger impact on substantive green innovation than strategic green innovation. These results are further reinforced through rigorous robustness checks, including instrumental variable approaches, propensity score matching combined with difference-in-differences (PSM+DID) regression, and variable substitution. The study identifies two primary mechanisms driving the CRE’s positive impact on corporate green innovation: alleviating financial constraints and facilitating cross-border innovation resource flows. Heterogeneity analysis indicates that the CRE’s benefits are particularly pronounced among non-stateowned enterprises, firms with lower degrees of internationalization, and smaller firms. Regionally, the impact is most substantial in the central regions, followed by the eastern regions, while the western regions show limited effects due to structural challenges. Industry-level analysis reveals a hierarchical impact, with high-tech manufacturing deriving the greatest benefit, followed by medium-tech and traditional manufacturing sectors. This study contributes theoretical insights and offers actionable policy recommendations to maximize the CRE’s potential in fostering green innovation, addressing regional inequalities, and advancing sustainable international trade and logistics.
- 1 July 2025
- Published by HARD Publishing Company in Polish Journal of Environmental Studies
- Vol. 35 (3) , 3899-3922
Open AccessHow Does the International Transport Network Affect Corporate Green Innovation: Evidence from the China-Europe Railway Express
Leveraging the inauguration of the China-Europe Railway Express (CRE) as a natural experiment, this study employs a multi-period difference-in-differences (DID) model using data from China’s listed manufacturing firms spanning 2011 to 2021. The findings reveal that the CRE has significantly enhanced the green innovation capabilities of manufacturing enterprises, with a notably stronger impact on substantive green innovation than strategic green innovation. These results are further reinforced through rigorous robustness checks, including instrumental variable approaches, propensity score matching combined with difference-in-differences (PSM+DID) regression, and variable substitution. The study identifies two primary mechanisms driving the CRE’s positive impact on corporate green innovation: alleviating financial constraints and facilitating cross-border innovation resource flows. Heterogeneity analysis indicates that the CRE’s benefits are particularly pronounced among non-stateowned enterprises, firms with lower degrees of internationalization, and smaller firms. Regionally, the impact is most substantial in the central regions, followed by the eastern regions, while the western regions show limited effects due to structural challenges. Industry-level analysis reveals a hierarchical impact, with high-tech manufacturing deriving the greatest benefit, followed by medium-tech and traditional manufacturing sectors. This study contributes theoretical insights and offers actionable policy recommendations to maximize the CRE’s potential in fostering green innovation, addressing regional inequalities, and advancing sustainable international trade and logistics.
- Open Access
- 1 June 2025
- Published by IOP Publishing in Environmental Research Communications
- Vol. 7 (6) , 065018
Unpacking the green potential of digital trade: evidence from household energy patterns
The rise of digital trade offers new avenues to overcome traditional constraints in energy access and cognition, fostering the adoption of clean energy. Yet, its micro-level mechanisms remain insufficiently explored. Drawing on data from the 2014–2022 China Family Panel Studies (CFPS), this study matches household-level data with provincial digital trade development metrics and employs a Logit fixed-effects model to assess the impact of digital trade on clean energy usage. Results reveal that digital trade significantly increases the likelihood of households adopting clean energy, primarily through enhanced accessibility, improved cognition, and technological diffusion. These findings remain robust across a suite of tests, including hierarchical linear model, fixed-effect adjustments, province-year interaction terms, random-effects models, and double machine learning. Heterogeneity analysis further shows the effect is more pronounced among households with higher social status, lower regional economic development, and those in rural areas. This study empirically uncovers the behavioral transmission channels through which digital trade advances green transitions, offering theoretical insight and policy guidance for integrating digital economies with clean energy agendas.
- 1 June 2025
- Published by IOP Publishing in Environmental Research Communications
- Vol. 7 (6) , 065018
Open AccessUnpacking the green potential of digital trade: evidence from household energy patterns
The rise of digital trade offers new avenues to overcome traditional constraints in energy access and cognition, fostering the adoption of clean energy. Yet, its micro-level mechanisms remain insufficiently explored. Drawing on data from the 2014–2022 China Family Panel Studies (CFPS), this study matches household-level data with provincial digital trade development metrics and employs a Logit fixed-effects model to assess the impact of digital trade on clean energy usage. Results reveal that digital trade significantly increases the likelihood of households adopting clean energy, primarily through enhanced accessibility, improved cognition, and technological diffusion. These findings remain robust across a suite of tests, including hierarchical linear model, fixed-effect adjustments, province-year interaction terms, random-effects models, and double machine learning. Heterogeneity analysis further shows the effect is more pronounced among households with higher social status, lower regional economic development, and those in rural areas. This study empirically uncovers the behavioral transmission channels through which digital trade advances green transitions, offering theoretical insight and policy guidance for integrating digital economies with clean energy agendas.
- 28 April 2025
- Published by SAGE Publications in Journal of Family Issues
- Vol. 46 (7) , 1181-1207
Gender Imbalance and the Re-Entry of Married Women Into the Labor Market in Urban China: A Marriage Market Perspective
This study empirically analyzes the impact of gender imbalance on the labor force participation rate of urban married women, utilizing data from the 2012–2022 China Family Panel Studies (CFPS) and matched provincial-level gender imbalance data. A probit model is employed, with particular focus on households with unmarried sons. The results show that gender imbalances significantly encourage urban married women with unmarried sons to re-enter the labor market, enhancing their sons’ competitiveness in the marriage market by helping to accumulate family wealth. In contrast, while the effect is also significant for households with unmarried daughters, its intensity is weaker. No significant effect is found in households without children or with daughters only. Further analysis indicates that as children age, the demand for caregiving within the household gradually decreases, while competition in the marriage market intensifies, thereby increasing married women’s labor force participation. Additionally, gender imbalance triggers a significant wealth accumulation effect within families. In regions with more severe gender imbalances, urban married women with unmarried sons significantly increase the household savings rate (positive effect), while reducing overall household consumption levels (negative effect). Moderation tests reveal that the widespread use of the internet and advances in information technology, by facilitating flexible employment, enable women to balance family and work responsibilities, further boosting their participation in the labor market. Robustness checks, including multilevel modeling, adjusted age ranges for the sample, logit regressions, and double machine learning, all support the study’s conclusions. This research highlights the profound influence of gender imbalance on household economic decisions and women’s labor behaviors, enriching the theoretical frameworks of the marriage market and labor economics. It also provides valuable policy implications for addressing gender imbalances and promoting balanced socio-economic development.
- 28 April 2025
- Published by SAGE Publications in Journal of Family Issues
- Vol. 46 (7) , 1181-1207
Gender Imbalance and the Re-Entry of Married Women Into the Labor Market in Urban China: A Marriage Market Perspective
This study empirically analyzes the impact of gender imbalance on the labor force participation rate of urban married women, utilizing data from the 2012–2022 China Family Panel Studies (CFPS) and matched provincial-level gender imbalance data. A probit model is employed, with particular focus on households with unmarried sons. The results show that gender imbalances significantly encourage urban married women with unmarried sons to re-enter the labor market, enhancing their sons’ competitiveness in the marriage market by helping to accumulate family wealth. In contrast, while the effect is also significant for households with unmarried daughters, its intensity is weaker. No significant effect is found in households without children or with daughters only. Further analysis indicates that as children age, the demand for caregiving within the household gradually decreases, while competition in the marriage market intensifies, thereby increasing married women’s labor force participation. Additionally, gender imbalance triggers a significant wealth accumulation effect within families. In regions with more severe gender imbalances, urban married women with unmarried sons significantly increase the household savings rate (positive effect), while reducing overall household consumption levels (negative effect). Moderation tests reveal that the widespread use of the internet and advances in information technology, by facilitating flexible employment, enable women to balance family and work responsibilities, further boosting their participation in the labor market. Robustness checks, including multilevel modeling, adjusted age ranges for the sample, logit regressions, and double machine learning, all support the study’s conclusions. This research highlights the profound influence of gender imbalance on household economic decisions and women’s labor behaviors, enriching the theoretical frameworks of the marriage market and labor economics. It also provides valuable policy implications for addressing gender imbalances and promoting balanced socio-economic development.
- Open Access
- 6 January 2025
- Published by AOSIS in South African Journal of Business Management
- Vol. 56 (1) , 14
Is digital transformation a catalyst or challenge for corporate financial flexibility? Evidence from China
Purpose: In the contemporary landscape, where digital transformation and macroeconomic volatility converge, delineating strategies to augment financial flexibility has become a salient concern for both the corporate and academic realms. This article takes manufacturing firms listed on China’s A-share market as the research object and explores how digital transformation enhances financial flexibility through improving supply chain efficiency, considering digital transformation potential both as an enabler of financial flexibility and a formidable challenge.Design/methodology/approach: Utilising an empirical framework that assesses manufacturing firms listed on the Shanghai and Shenzhen A-share markets over the period from 2007 to 2022, we deploy a two-way fixed effects model to dissect the interplay between the magnitude of digital transformation and financial flexibility. Robustness checks, including propensity score matching (PSM), the system generalised method of moments (system GMM) and alternative specifications for key variables, ensure empirical validity.Findings/results: Our analysis yields evidence of a positive correlation between digital transformation and financial flexibility, particularly pronounced through enhancements in supply chain efficiency. Heterogeneity analysis further reveals that the beneficial effects are more markedly felt in non-state-owned enterprises.Practical implications: This study provides empirical evidence to guide corporate managers and policymakers in leveraging digital transformation to fortify financial flexibility, particularly by enhancing supply chain efficiency and addressing challenges faced by non-state-owned enterprises.Originality/value: This research contributes novel insights into the role of digital transformation in enhancing financial flexibility, offering empirical foundations to inform the development of targeted policy initiatives.
- 6 January 2025
- Published by AOSIS in South African Journal of Business Management
- Vol. 56 (1) , 14
Open AccessIs digital transformation a catalyst or challenge for corporate financial flexibility? Evidence from China
Purpose: In the contemporary landscape, where digital transformation and macroeconomic volatility converge, delineating strategies to augment financial flexibility has become a salient concern for both the corporate and academic realms. This article takes manufacturing firms listed on China’s A-share market as the research object and explores how digital transformation enhances financial flexibility through improving supply chain efficiency, considering digital transformation potential both as an enabler of financial flexibility and a formidable challenge.Design/methodology/approach: Utilising an empirical framework that assesses manufacturing firms listed on the Shanghai and Shenzhen A-share markets over the period from 2007 to 2022, we deploy a two-way fixed effects model to dissect the interplay between the magnitude of digital transformation and financial flexibility. Robustness checks, including propensity score matching (PSM), the system generalised method of moments (system GMM) and alternative specifications for key variables, ensure empirical validity.Findings/results: Our analysis yields evidence of a positive correlation between digital transformation and financial flexibility, particularly pronounced through enhancements in supply chain efficiency. Heterogeneity analysis further reveals that the beneficial effects are more markedly felt in non-state-owned enterprises.Practical implications: This study provides empirical evidence to guide corporate managers and policymakers in leveraging digital transformation to fortify financial flexibility, particularly by enhancing supply chain efficiency and addressing challenges faced by non-state-owned enterprises.Originality/value: This research contributes novel insights into the role of digital transformation in enhancing financial flexibility, offering empirical foundations to inform the development of targeted policy initiatives.