What the study found: The study found a direct and significant relationship between explorative industrial Internet use and open green innovation in manufacturing enterprises. It also found that value co-creation and advanced manufacturing technology help strengthen this relationship, and that firm resources are necessary when companies use the industrial Internet to improve innovation outcomes.
Why the authors say this matters: The authors conclude that the findings offer insights into how digital transformation can enable manufacturing enterprises to develop sustainable innovation. They also say the study provides operational guidance for organizations seeking to integrate industrial Internet technologies to support open green innovation and competitive market advantage.
What the researchers tested: The researchers studied 406 manufacturing enterprises using a structured questionnaire survey. They used structural equation modeling (SEM), a statistical method for testing relationships among variables, to examine the hypothesized links between explorative industrial Internet use, open green innovation, value co-creation, advanced manufacturing technology, and firm resources.
What worked and what didn't: The results showed a direct and significant positive relationship between explorative industrial Internet and open green innovation. The relationship was boosted by value co-creation, with advanced manufacturing technology acting as a crucial mediator, and firm resources were described as necessary for improving innovation results. No negative findings were described in the abstract.
What to keep in mind: The abstract does not describe specific limitations beyond the survey-based design and the focus on manufacturing enterprises. The summary available here does not provide details on measurement, setting, or whether the findings apply beyond the studied sample.
Key points
- Explorative industrial Internet use was directly and significantly related to open green innovation in manufacturing enterprises.
- Value co-creation strengthened the relationship between industrial Internet use and open green innovation.
- Advanced manufacturing technology served as a crucial mediator in the relationship.
- Firm resources were described as necessary for improving innovation results.
- The study surveyed 406 manufacturing enterprises and analyzed the data with SEM.
Disclosure
- Research title:
- Explorative industrial Internet is linked to open green innovation
- Authors:
- Rui Hu, Ma Guoyong, Adnan Abbas, Muhammad Umair Wattoo
- Institutions:
- Northeast Forestry University, Harbin University, Harbin Finance University
- Publication date:
- 2026-02-27
- OpenAlex record:
- View
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