Xiaoxu Zhang
Current Organizations / Institutes
The organizations/institutes from the scholar's latest article
Research Subjects
Xiaoxu Zhang has a total of 18 co-authors. Here are the top co-authors by number of shared publications:
- Yu Song
School of Business Administration, University of Science and Technology Liaoning, Anshan, Chinae
2 shared publications - Dongni Meng
Business School, Faculty of Economics, Liaoning University, Shenyang 110136, China
1 shared publication Fei Zou
School of Business Administration, University of Science and Technology Liaoning, Anshan, Chinae
1 shared publicationGuanghui Fan
Jingdong Logistics Group, Beijing, 110000, China
1 shared publicationHaiyun Hou
Anshan Iron and Steel Group Co., Ltd., Anshan, 114021, China
1 shared publicationHongbo Chen
School of Business Administration University of Science and Technology Liaoning 114051 Anshan China
1 shared publication
Latest Publications
- Open Access
- 31 January 2026
- Published by International Institute of Management and Business in International Journal of Multidisciplinary Research
- Vol. 2 (1) , 119-135
Internal Audit Independence in the Context of Big Data A Study on the Impact of Dynamic Competitiveness on State-Owned Enterprises
This study employs panel data of A-share listed companies on the Shanghai and Shenzhen Stock Exchanges from 2018 to 2022 as the baseline sample to empirically examine the impact of internal audit independence on corporate competitiveness in the current year (2018–2022), one-year lag (2019–2023), and two-year lag (2020–2024). Furthermore, it investigates whether this impact exhibits significant heterogeneity across firms with different ownership structures. The results indicate that internal audit independence exerts a significantly positive effect on corporate competitiveness in the current year: specifically, a one-unit increase in internal audit independence is associated with an approximate 8.869-unit rise in competitiveness. This positive impact persists in the one-year lag period but weakens substantially (as reflected by reduced coefficient magnitude and statistical significance). By the third year, however, the effect of internal audit independence on corporate competitiveness becomes statistically insignificant. Further analysis reveals significant ownership-based heterogeneity in the aforementioned relationship: the enhancement of internal audit independence only significantly boosts the current competitiveness of state-owned enterprises (SOEs), while exerting no notable influence on that of non-SOEs. This suggests that strengthening the independent status of internal audit in SOEs constitutes an effective governance mechanism to improve their short-term competitive capacity and responsiveness. Additionally, the moderating role test of data element utilization efficiency shows that this efficiency significantly amplifies the positive impact of internal audit independence on the one-year lagged competitiveness of SOEs. In other words, a higher level of data element utilization efficiency enables internal audit independence to promote corporate competitiveness more effectively in the second year. Nevertheless, this moderating effect becomes ineffective for SOEs in the third year, implying that SOEs can gain substantial short-term audit synergy benefits from improved data element utilization efficiency, but the sustainability of such effects is limited.
- 31 January 2026
- Published by International Institute of Management and Business in International Journal of Multidisciplinary Research
- Vol. 2 (1) , 119-135
Open AccessInternal Audit Independence in the Context of Big Data A Study on the Impact of Dynamic Competitiveness on State-Owned Enterprises
This study employs panel data of A-share listed companies on the Shanghai and Shenzhen Stock Exchanges from 2018 to 2022 as the baseline sample to empirically examine the impact of internal audit independence on corporate competitiveness in the current year (2018–2022), one-year lag (2019–2023), and two-year lag (2020–2024). Furthermore, it investigates whether this impact exhibits significant heterogeneity across firms with different ownership structures. The results indicate that internal audit independence exerts a significantly positive effect on corporate competitiveness in the current year: specifically, a one-unit increase in internal audit independence is associated with an approximate 8.869-unit rise in competitiveness. This positive impact persists in the one-year lag period but weakens substantially (as reflected by reduced coefficient magnitude and statistical significance). By the third year, however, the effect of internal audit independence on corporate competitiveness becomes statistically insignificant. Further analysis reveals significant ownership-based heterogeneity in the aforementioned relationship: the enhancement of internal audit independence only significantly boosts the current competitiveness of state-owned enterprises (SOEs), while exerting no notable influence on that of non-SOEs. This suggests that strengthening the independent status of internal audit in SOEs constitutes an effective governance mechanism to improve their short-term competitive capacity and responsiveness. Additionally, the moderating role test of data element utilization efficiency shows that this efficiency significantly amplifies the positive impact of internal audit independence on the one-year lagged competitiveness of SOEs. In other words, a higher level of data element utilization efficiency enables internal audit independence to promote corporate competitiveness more effectively in the second year. Nevertheless, this moderating effect becomes ineffective for SOEs in the third year, implying that SOEs can gain substantial short-term audit synergy benefits from improved data element utilization efficiency, but the sustainability of such effects is limited.
- Open Access
- 31 January 2026
- Published by International Institute of Management and Business in International Journal of Multidisciplinary Research
- Vol. 2 (1) , 40-64
Digital Transformation and Green Total Factor Productivity of Heavily Polluting Enterprises: The Mediating Role of M&A Activity and the Moderating Role of Green Innovation
Data, as a novel factor of production, brings new opportunities for enterprise development. Using a sample of Chinese heavily polluting listed companies, this study measured corporate green total factor productivity (GTFP) by employing the Super-SBM Malmquist index and explored the underlying mechanism through which digital transformation affects GTFP.This study employs an OLS benchmark regression model to investigate the impact of corporate digital transformation on green total factor productivity (GTFP). Additionally, it constructs mediation and moderation effect models to examine the mechanism through which digital transformation affects GTFP, specifically assessing the mediating role of M&A activity and the moderating role of green innovation. The research results indicate that digital transformation has a positive promoting effect on corporate green total factor productivity. M&A activity plays a partial mediating role between the two, meaning that the impact of digital transformation on corporate green total factor productivity is indirectly generated through M&A activity. Corporate green innovation plays a positive moderating role between the two, meaning that the higher the level of corporate green innovation, the more significant the promoting effect of digital transformation on corporate green total factor productivity. The research results remain valid after considering robustness tests such as variable substitution, model transformation, Sobel-Goodman, and Bootstrap methods. Heterogeneity analysis reveals that the positive effect of digital transformation on corporate green total factor productivity (GTFP) is significantly amplified under three conditions: in non-state-owned enterprises, in regions with superior business environments, and in firms with higher information transparency. For the mediation mechanism, M&A activity exhibits partial mediation in non-state-owned firms and in high-index business environments, but transitions to complete mediation in low-index contexts. Correspondingly, the moderating effect of green innovation is markedly stronger under these same conditions. These contingent findings delineate critical boundary conditions, thereby extending theories of digital transformation and corporate sustainability, while providing empirically grounded insights for regulatory policymakers and corporate managers of heavily polluting enterprises.
- 31 January 2026
- Published by International Institute of Management and Business in International Journal of Multidisciplinary Research
- Vol. 2 (1) , 40-64
Open AccessDigital Transformation and Green Total Factor Productivity of Heavily Polluting Enterprises: The Mediating Role of M&A Activity and the Moderating Role of Green Innovation
Data, as a novel factor of production, brings new opportunities for enterprise development. Using a sample of Chinese heavily polluting listed companies, this study measured corporate green total factor productivity (GTFP) by employing the Super-SBM Malmquist index and explored the underlying mechanism through which digital transformation affects GTFP.This study employs an OLS benchmark regression model to investigate the impact of corporate digital transformation on green total factor productivity (GTFP). Additionally, it constructs mediation and moderation effect models to examine the mechanism through which digital transformation affects GTFP, specifically assessing the mediating role of M&A activity and the moderating role of green innovation. The research results indicate that digital transformation has a positive promoting effect on corporate green total factor productivity. M&A activity plays a partial mediating role between the two, meaning that the impact of digital transformation on corporate green total factor productivity is indirectly generated through M&A activity. Corporate green innovation plays a positive moderating role between the two, meaning that the higher the level of corporate green innovation, the more significant the promoting effect of digital transformation on corporate green total factor productivity. The research results remain valid after considering robustness tests such as variable substitution, model transformation, Sobel-Goodman, and Bootstrap methods. Heterogeneity analysis reveals that the positive effect of digital transformation on corporate green total factor productivity (GTFP) is significantly amplified under three conditions: in non-state-owned enterprises, in regions with superior business environments, and in firms with higher information transparency. For the mediation mechanism, M&A activity exhibits partial mediation in non-state-owned firms and in high-index business environments, but transitions to complete mediation in low-index contexts. Correspondingly, the moderating effect of green innovation is markedly stronger under these same conditions. These contingent findings delineate critical boundary conditions, thereby extending theories of digital transformation and corporate sustainability, while providing empirically grounded insights for regulatory policymakers and corporate managers of heavily polluting enterprises.
- Open Access
- 30 December 2025
- Published by International Institute of Management and Business in International Journal of Multidisciplinary Research
- Vol. 1 (3) , 120-134
Can Confucian Culture Enhance the Peer Effect of Innovation Input in Manufacturing Enterprises? Evidence from China
The purpose of this study is to explore the peer effect in innovation input in manufacturing enterprises from the perspective of Confucian culture, and to use the data of listed manufacturing companies in China from 2011 to 2020. The findings show that there is a peer effect in the innovation input of manufacturing enterprises. The influence of Confucian culture has a positive impact on the innovation input of manufacturing enterprises, and enhances the peer effect in innovation investment of manufacturing enterprises. Heterogeneity analysis reveals that non-state-owned enterprises and enterprises operating in areas with higher business environment index show more peer effects in manufacturing enterprises' innovation input, and the moderating effect of Confucian culture is more obvious. Further analysis shows that firm age, firm size, market competition and digital financial index and other factors affect the peer effect in innovation input in manufacturing enterprises. The innovation input of peer firms has a positive impact on the innovation output of focus firms by promoting the innovation input of focus firms, and these mechanisms are more effective under the influence of Confucian culture. The findings of this study reveal the importance of Confucian culture and peer effect in innovation input in manufacturing enterprises, and provide an important decision-making reference for enterprise managers.
- 30 December 2025
- Published by International Institute of Management and Business in International Journal of Multidisciplinary Research
- Vol. 1 (3) , 120-134
Open AccessCan Confucian Culture Enhance the Peer Effect of Innovation Input in Manufacturing Enterprises? Evidence from China
The purpose of this study is to explore the peer effect in innovation input in manufacturing enterprises from the perspective of Confucian culture, and to use the data of listed manufacturing companies in China from 2011 to 2020. The findings show that there is a peer effect in the innovation input of manufacturing enterprises. The influence of Confucian culture has a positive impact on the innovation input of manufacturing enterprises, and enhances the peer effect in innovation investment of manufacturing enterprises. Heterogeneity analysis reveals that non-state-owned enterprises and enterprises operating in areas with higher business environment index show more peer effects in manufacturing enterprises' innovation input, and the moderating effect of Confucian culture is more obvious. Further analysis shows that firm age, firm size, market competition and digital financial index and other factors affect the peer effect in innovation input in manufacturing enterprises. The innovation input of peer firms has a positive impact on the innovation output of focus firms by promoting the innovation input of focus firms, and these mechanisms are more effective under the influence of Confucian culture. The findings of this study reveal the importance of Confucian culture and peer effect in innovation input in manufacturing enterprises, and provide an important decision-making reference for enterprise managers.
- Open Access
- 20 November 2024
- Published by Public Library of Science (PLoS) in PLOS ONE
- Vol. 19 (11) , e0311045
The impact of serial mergers and acquisitions on enterprises’ total factor productivity: The mediating role of digital transformation
Research background: M&A (Mergers and acquisitions) is a strategic measure for enterprises to expand their scale, enhance their competitiveness and improve productivity in the market competition. As a new factor of production, data is changing the factor input model and value creation path of enterprises. Research objectives: From the perspective of serial M&A, this study explores the impact of serial M&A on enterprises’ TFP (total factor productivity) and the mechanism of digital transformation between them. Research methods: Take the serial M&A transactions of China’s A-share listed companies from 2010 to 2019 as samples, using the theory of organizational learning to analyze the relationship among serial M&A, enterprises’ TFP and the degree of digital transformation. Three-step regression is used to construct a model that serial M&A indirectly affects enterprises’ TFP through intermediary variable digital transformation. Research finding: There is a significant inverse U-shaped relationship between serial M&A and enterprises’ TFP, and digital transformation plays a mediating role in this relationship. The impact of serial M&A on enterprises’ TFP shows an upward trend at first and then a downward trend and this relationship is indirectly realized through digital transformation. The results are still valid after considering the change-explained variables, lag test, Sobel-Goodman test, and Bootstrap test. Heterogeneity analysis shows that for enterprises with non-state-owned property rights, smaller enterprise scale, and higher business environment index, serial M&A has a more obvious effect on TFP indirectly through the degree of digital transformation. Research value: It further enriches the existing literature on the decision-making of M&A from the perspective of serial M&A and profoundly reveals the mechanism of the degree of digital transformation in the relationship between serial M&A and enterprises’ TFP. The research provides theoretical support and empirical evidence for enterprises to achieve high-quality development.
- 20 November 2024
- Published by Public Library of Science (PLoS) in PLOS ONE
- Vol. 19 (11) , e0311045
Open AccessThe impact of serial mergers and acquisitions on enterprises’ total factor productivity: The mediating role of digital transformation
Research background: M&A (Mergers and acquisitions) is a strategic measure for enterprises to expand their scale, enhance their competitiveness and improve productivity in the market competition. As a new factor of production, data is changing the factor input model and value creation path of enterprises. Research objectives: From the perspective of serial M&A, this study explores the impact of serial M&A on enterprises’ TFP (total factor productivity) and the mechanism of digital transformation between them. Research methods: Take the serial M&A transactions of China’s A-share listed companies from 2010 to 2019 as samples, using the theory of organizational learning to analyze the relationship among serial M&A, enterprises’ TFP and the degree of digital transformation. Three-step regression is used to construct a model that serial M&A indirectly affects enterprises’ TFP through intermediary variable digital transformation. Research finding: There is a significant inverse U-shaped relationship between serial M&A and enterprises’ TFP, and digital transformation plays a mediating role in this relationship. The impact of serial M&A on enterprises’ TFP shows an upward trend at first and then a downward trend and this relationship is indirectly realized through digital transformation. The results are still valid after considering the change-explained variables, lag test, Sobel-Goodman test, and Bootstrap test. Heterogeneity analysis shows that for enterprises with non-state-owned property rights, smaller enterprise scale, and higher business environment index, serial M&A has a more obvious effect on TFP indirectly through the degree of digital transformation. Research value: It further enriches the existing literature on the decision-making of M&A from the perspective of serial M&A and profoundly reveals the mechanism of the degree of digital transformation in the relationship between serial M&A and enterprises’ TFP. The research provides theoretical support and empirical evidence for enterprises to achieve high-quality development.
- Open Access
- 20 June 2023
- Published by MDPI AG in Sustainability
- Vol. 15 (12) , 9829
Too Much of a Good Thing? The Impact of Serial M&A on Innovation Performance
Based on the sample of serial M&A of Chinese listed companies from 2010–2019, this paper intends to investigate the impact of serial M&A on innovation performance and the impact of financing constraints and digital inclusive finance (DIF). The empirical results show that an inverted U-shaped relationship exists between serial M&A and innovation performance that first goes up and then goes down. The results of mechanism analysis show that financing constraints play a mediating role in the inverted U-shaped relationship between serial M&A and innovation performance, while DIF plays a moderating role in the mediating effect of serial M&A on innovation performance through the financing constraint. The heterogeneity analysis finds that the inverted U-shaped relationship between serial M&A and innovation performance is more significant in firms with non-state ownership property, a higher business environment index, and medium and large-scale firm size. The research results not only help to promote the in-depth analysis of the impact of serial M&A on innovation performance, but also help to provide targeted theoretical reference and practical guidance for corporate management decision making.
- 20 June 2023
- Published by MDPI AG in Sustainability
- Vol. 15 (12) , 9829
Open AccessToo Much of a Good Thing? The Impact of Serial M&A on Innovation Performance
Based on the sample of serial M&A of Chinese listed companies from 2010–2019, this paper intends to investigate the impact of serial M&A on innovation performance and the impact of financing constraints and digital inclusive finance (DIF). The empirical results show that an inverted U-shaped relationship exists between serial M&A and innovation performance that first goes up and then goes down. The results of mechanism analysis show that financing constraints play a mediating role in the inverted U-shaped relationship between serial M&A and innovation performance, while DIF plays a moderating role in the mediating effect of serial M&A on innovation performance through the financing constraint. The heterogeneity analysis finds that the inverted U-shaped relationship between serial M&A and innovation performance is more significant in firms with non-state ownership property, a higher business environment index, and medium and large-scale firm size. The research results not only help to promote the in-depth analysis of the impact of serial M&A on innovation performance, but also help to provide targeted theoretical reference and practical guidance for corporate management decision making.
- Open Access
- 13 June 2023
- Published by MDPI AG in Sustainability
- Vol. 15 (12) , 9492
Does Entrepreneurship Policy Encourage College Graduates’ Entrepreneurship Behavior: The Intermediary Role Based on Entrepreneurship Willingness
With the development of the country’s social and economic transformation, the topic of innovation and entrepreneurship has received widespread attention from society. However, from the current situation, due to the high uncertainty and challenges of entrepreneurship, China’s college graduates’ willingness to start their own business is generally low, and entrepreneurship policy, as a pioneering factor, has an important influence on college graduates’ willingness to start their own business. This study investigates college graduates in more than 20 representative cities, such as Shenyang, Xi’an, and Hangzhou, and examines the influence path and mechanism of entrepreneurship policy on entrepreneurship behavior based on MOA (Model of Attraction) model. This study used SPSS and AMOS to empirically analyze 288 valid questionnaires, verifying that there is a significant positive relationship between entrepreneurship policy, entrepreneurship willingness, and entrepreneurship behavior of college graduates. Entrepreneurship willingness plays a part in mediating the effect between entrepreneurship policy and entrepreneurship behavior, and the willingness to use entrepreneurship policy moderates the path of influence of entrepreneurship policy on entrepreneurship willingness. At the same time, it provides a reference for the promulgation of government entrepreneurship policies and the optimization of the implementation effect of entrepreneurship policy, provides suggestions for universities to improve entrepreneurship education, and has guiding significance for stimulating the entrepreneurship behavior of college graduates.
- 13 June 2023
- Published by MDPI AG in Sustainability
- Vol. 15 (12) , 9492
Open AccessDoes Entrepreneurship Policy Encourage College Graduates’ Entrepreneurship Behavior: The Intermediary Role Based on Entrepreneurship Willingness
With the development of the country’s social and economic transformation, the topic of innovation and entrepreneurship has received widespread attention from society. However, from the current situation, due to the high uncertainty and challenges of entrepreneurship, China’s college graduates’ willingness to start their own business is generally low, and entrepreneurship policy, as a pioneering factor, has an important influence on college graduates’ willingness to start their own business. This study investigates college graduates in more than 20 representative cities, such as Shenyang, Xi’an, and Hangzhou, and examines the influence path and mechanism of entrepreneurship policy on entrepreneurship behavior based on MOA (Model of Attraction) model. This study used SPSS and AMOS to empirically analyze 288 valid questionnaires, verifying that there is a significant positive relationship between entrepreneurship policy, entrepreneurship willingness, and entrepreneurship behavior of college graduates. Entrepreneurship willingness plays a part in mediating the effect between entrepreneurship policy and entrepreneurship behavior, and the willingness to use entrepreneurship policy moderates the path of influence of entrepreneurship policy on entrepreneurship willingness. At the same time, it provides a reference for the promulgation of government entrepreneurship policies and the optimization of the implementation effect of entrepreneurship policy, provides suggestions for universities to improve entrepreneurship education, and has guiding significance for stimulating the entrepreneurship behavior of college graduates.
- Open Access
- 30 March 2023
- Published by MDPI AG in Sustainability
- Vol. 15 (7) , 6003
Industry and Regional Peer Effects in Corporate Digital Transformation: The Moderating Effects of TMT Characteristics
Currently, the research on corporate digital transformation is mainly explored from the perspective of independent decision-making, but pays less attention to the interactive impact among peer firms. Taking the listed equipment manufacturing enterprises in China as its research sample, this paper uses theoretical analysis and empirical tests to test the impact of peer effect in corporate digital transformation and the moderating effect of top management team (TMT) characteristics. The results show that there are industry peer effects and regional peer effects in corporate digital transformation in which TMT characteristics play a moderating effect. Furthermore, the higher the proportion of females, the younger the average age, the higher the average education, and the longer the average tenure in TMT, the more significant the positive impact of industry peer effect and regional peer effect in corporate digital transformation. The above conclusions remain valid when using change variables, Tobit tests, lag period tests, and IV methods for robustness tests. Further analysis of the results shows that there is a non-linear impact between digital transformation and green technological innovation, and there are multiple mediating effects among industry and regional peer effects, digital transformation, R&D, and green technological innovation. In addition, it is necessary to further examine the social network peer effect in corporate digital transformation as well as the mechanism and economic consequences of peer effect in the future. These findings contribute to a more comprehensive understanding of the driving factors that affect the digital transformation of equipment manufacturing enterprises in China and provide new evidence and theoretical contributions for enterprises to enhance the efficiency of digital transformation and strengthen the construction of a TMT.
- 30 March 2023
- Published by MDPI AG in Sustainability
- Vol. 15 (7) , 6003
Open AccessIndustry and Regional Peer Effects in Corporate Digital Transformation: The Moderating Effects of TMT Characteristics
Currently, the research on corporate digital transformation is mainly explored from the perspective of independent decision-making, but pays less attention to the interactive impact among peer firms. Taking the listed equipment manufacturing enterprises in China as its research sample, this paper uses theoretical analysis and empirical tests to test the impact of peer effect in corporate digital transformation and the moderating effect of top management team (TMT) characteristics. The results show that there are industry peer effects and regional peer effects in corporate digital transformation in which TMT characteristics play a moderating effect. Furthermore, the higher the proportion of females, the younger the average age, the higher the average education, and the longer the average tenure in TMT, the more significant the positive impact of industry peer effect and regional peer effect in corporate digital transformation. The above conclusions remain valid when using change variables, Tobit tests, lag period tests, and IV methods for robustness tests. Further analysis of the results shows that there is a non-linear impact between digital transformation and green technological innovation, and there are multiple mediating effects among industry and regional peer effects, digital transformation, R&D, and green technological innovation. In addition, it is necessary to further examine the social network peer effect in corporate digital transformation as well as the mechanism and economic consequences of peer effect in the future. These findings contribute to a more comprehensive understanding of the driving factors that affect the digital transformation of equipment manufacturing enterprises in China and provide new evidence and theoretical contributions for enterprises to enhance the efficiency of digital transformation and strengthen the construction of a TMT.