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Digital infrastructure construction and corporate innovation efficiency: evidence from Broadband China Strategy

Adopting the Broadband China Strategy as a quasi-natural experiment, we construct a multi-period Difference-in-Differences (DID) model to examine the impact of digital infrastructure construction on corporate innovation efficiency with panel data from Chinese listed companies between 2010 to 2022. Our findings indicate that the development of digital infrastructure significantly boosts corporate innovation efficiency. Mechanistic analysis reveals that financing constraints negatively moderates this innovation impact, while human capital positively moderates it. The effects of the Broadband China Strategy are particularly pronounced in non-state-owned enterprises, non-high-tech enterprises, and firms located in the non-eastern region of China. Our research provides important insights for enterprises seeking to enhance their innovation efficiency, while also offering strong empirical evidence on the role of digital infrastructure in fostering corporate innovation. Our study contributes to the literature on digital economy and innovation, with practical implications for policymakers and firms aiming to leverage digital infrastructure for sustained competitive advantage.

Liability of origin imprints: how do the origin imprints influence corporate innovation? Evidence from China

In transforming emerging economies, many state-owned enterprises (SOEs) underwent privatization, transferring property rights from the state to private entities. This transition not only facilitated the establishment of entrepreneurial family firms but also encouraged the emergence of privatized family firms as property rights were transferred to individuals and families. Consequently, the roots of property rights in these settings can be traced back to either direct establishment or privatization. In this study, we examine how these origin imprints influence corporate innovation. By analyzing a dataset of A-share Chinese listed non-financial family firms spanning from 2005 to 2021, we find that pre-privatization organizational imprints which primarily focus on societal well-being, tend to persist within these privatized family firms, resulting in a lower degree of corporate innovation compared to their entrepreneurial counterparts. Moreover, additional subsample analysis indicates that the adverse impact of privatized family firms on corporate innovation is intensified by strong political connections while mitigated by a well-developed institutional environment in the region. Our results are robust to various econometric methods, alternative explanations, and approaches to address endogeneity concerns such as the two-stage least squares (2SLS), Generalized Method of Moments (GMM), and propensity score matching (PSM) techniques. Overall, this study highlights a source of heterogeneity within the family firms and reveals how organizational imprints inherited from a pre-privatization economic regime can diminish the positive effects usually associated with family ownership.

The risk effects of corporate digitalization: exacerbate or mitigate?

This study elaborates on the risk effects of corporate digital transformation (CDT). Using the ratio of added value of digital assets to total intangible assets as a measure of CDT, this study overall reveals an inverse relationship between CDT and revenue volatility, even after employing a range of technical techniques to address potential endogeneity. Heterogeneity analysis highlights that the firms with small size, high capital intensity, and high agency costs benefit more from CDT. It also reveals that advancing information infrastructure, intellectual property protection, and digital taxation enhances the effectiveness of CDT. Mechanism analysis uncovers that CDT not only enhances financial advantages such as bolstering core business and mitigating non-business risks but also fosters non-financial advantages like improving corporate governance and ESG performance. Further inquiries into the side effects of CDT and the dynamics of revenue volatility indicate that CDT might compromise cash flow availability. Excessive digital investments exacerbate operating risks. Importantly, the reduction in operating risk associated with CDT does not sacrifice the potential for enhanced company performance; rather, it appears to augment the value of real options.

Professional demand analysis for teaching Chinese to speakers of other languages: a text mining approach on internet recruitment platforms

The rapid development of international education in China highlights the growing importance of employment analysis in Teaching Chinese to Speakers of Other Languages (TCSOL). This study explores the enterprise demands for TCSOL professionals using text mining techniques to analyze recruitment data collected from four major platforms: Boss Zhipin, Zhaopin.com, 51job.com, and Liepin.com. Combining descriptive statistics, LDA topic modeling, BERT-BiLSTM-CRF-based named entity recognition, and co-occurrence network analysis were used. Results show that there is a high demand for TCSOL professionals, especially for small-scale enterprises located in first-tier cities such as Beijing, Shanghai, Guangzhou, and Shenzhen. Employers tend to favor candidates with at least a bachelor’s degree and 1–3 years of work experience. The topic model highlighted three central themes in job descriptions, emphasizing a shift toward a more diverse skill set. Named entity recognition identified essential attributes such as “communication ability”, “teaching experience”, “bachelor’s degree or above” and “responsibility” as core recruitment requirements. The co-occurrence network analysis revealed the importance of “teaching” and “priority” as core skill nodes. Time series analysis showed seasonal fluctuations in recruitment demand, peaking during spring recruitment and graduation periods. A hierarchical model of talent demand and development in TCSOL is proposed, integrating the perspectives of employers, job seekers, educators, and policymakers. This study provides valuable insights for aspiring TCSOL professionals, offering guidance to better align talent training with market needs and improve employment prospects.

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