Table 2 Axical coding of critical factors influencing the enhancement of S&T innovation effectiveness.

From: Exploring critical factors for enhancing the effectiveness of scientific and technological innovation and policy implications based on data from China

Primary category

Secondary category

Initial category

Relationship and meaning explanation

A: Researcher professional skills

A1: Researcher skill level

a08: Mastery of research knowledge and skills

A1 represents the foundational conditions for S&T innovation. A2 determines the depth of innovation, while A3 governs the proactive involvement in innovation. Together, these elements form the essential skill set required for researchers to implement S&T innovation

A2: Awareness of research innovation

a16: Research innovation awareness and thinking

A3: Research intrinsic motivation

a15: Research interest and motivation

a19: Research mission and sense of responsibility

a22: Organizational and motivational incentives

B: Research team collaboration

B1: Research collaboration

a05: Research team collaboration and coordination

B1 directly or indirectly affects the S&T innovation outcomes, quality, and sense of recognition among researchers

a20: Communication and collaboration among researchers

C: Research policy and incentive mechanisms

C1: Research policy and resource support

a01: Research output evaluation and performance incentives

C1 directly influences the rights of researchers, as well as their enthusiasm, initiative, and the effectiveness and quality of their S&T innovation efforts

a02: Investment and allocation of research resources

a07: Salary and compensation, and reward strength

D: Construction of a research innovation environment

D1: Protection of researcher rights

a09: Guarantee of research time flexibility

D1 represents the basic protection of researchers to carry out their work; D2 provides a conducive innovation atmosphere for research; D3 ensures appropriate platform support for innovation. These factors collectively guarantee researchers’ access to more innovation opportunities and support

a12: Protection of researcher rights and status

D2: Research innovation atmosphere and condition

a03: Innovation environment and academic atmosphere

a04: Academic exchange and research collaboration

D3: Research platform support

a13: Research platform development and support

a14: Research training and learning opportunities

E: Research management and organizational support

E1: Research institution management

a17: Research leadership skills and competence

E1 reflects the leadership and organizational management standards of research institutions. E2 directly influences the innovation drive of researchers, E3 shapes the direction of innovation, and E4 directly impacts the efficiency of innovation as well as the psychological well-being of researchers. Collectively, these factors ensure the smooth implementation of technological innovation and safeguard researchers’ rights

a24: Research organization and management mechanisms

E2: Research innovation management

a18: Flexibility in use of research funds

a21: Efficiency of scientific and technology innovation services

E3: Management of research outcomes

a06: Research output orientation and application of results

a23: Intellectual property and outcome protection

E4: Research project management

a10: Research management efficiency and standards

a11: Research project management quality