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Managerial Myopia and Firm Green Innovation: Based on Text Analysis and Machine Learning
1School of Business, Renmin University of China, Beijing, China.
Managerial myopia negatively impacts firm green innovation. Strategies like equity incentives and institutional investors can mitigate this effect, promoting sustainable development.
Area of Science:
- Environmental Science
- Business Management
- Organizational Behavior
Background:
- Green innovation is crucial for sustainability and pollution reduction.
- Managerial myopia, a lack of long-term vision, can hinder green innovation adoption.
- Existing literature lacks examination of the link between managerial myopia and corporate green innovation.
Purpose of the Study:
- To investigate the relationship between managerial myopia and firm green innovation.
- To develop a measurable index for managerial myopia.
- To explore moderating factors influencing this relationship.
Main Methods:
- Utilized time-oriented theory and upper echelon theory.
- Constructed a managerial myopia index via text analysis and machine learning.
- Analyzed data from publicly listed Chinese firms (2009-2020).
Main Results:
- Managerial myopia is significantly negatively associated with green innovation.
- A one standard deviation increase in myopia reduces green innovation by approximately 1.9% standard deviation.
- Equity incentives and institutional investors were found to weaken the negative impact of myopia.
Conclusions:
- Managerial myopia presents a significant barrier to corporate green innovation.
- Interventions focusing on long-term incentives and investor oversight can encourage greener practices.
- Findings offer insights for both academic literature and corporate strategy in sustainable development.
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