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 this relationship is strengthened by value co-creation, with advanced manufacturing technology acting as a crucial mediator.
Why the authors say this matters
The authors say the findings provide insights for scholars and business professionals on how digital transformation can support sustainable innovation. They also conclude that the study offers operational guidance for organizations seeking to integrate industrial Internet technologies to enable 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, or SEM, to analyze the data and test the hypothesized relationships among the framework variables.
What worked and what didn't
The direct link between explorative industrial Internet and open green innovation was reported as significant. The study also found that value co-creation boosted this relationship, and that advanced manufacturing technology served as an important mediator; firm resources were also described as necessary when companies use the explorative industrial Internet to improve innovation results.
What to keep in mind
The available summary does not describe specific limitations beyond the survey-based design and the set of relationships tested. The findings are based on 406 manufacturing enterprises, so the abstract does not state how far the results extend beyond that scope.
Key points
- The study reports a direct and significant relationship between explorative industrial Internet and open green innovation.
- Value co-creation strengthens the relationship between explorative industrial Internet and open green innovation.
- Advanced manufacturing technology is described as a crucial mediator in the relationship.
- Firm resources are said to be necessary for improving innovation results with explorative industrial Internet use.
- The study used a structured questionnaire survey of 406 manufacturing enterprises and analyzed the data with SEM.
Disclosure
- Research title:
- Explorative industrial Internet linked to open green innovation
- Authors:
- Rui Hu, Ma Guoyong, Adnan Abbas, Muhammad Umair Wattoo
- Institutions:
- Harbin Finance University, Harbin University, Northeast Forestry University, Northeast Forestry University, Northeast Forestry University
- Publication date:
- 2026-02-27
- OpenAlex record:
- View
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