| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.318 | -0.062 |
|
Retracted Output
|
-0.371 | -0.050 |
|
Institutional Self-Citation
|
-0.071 | 0.045 |
|
Discontinued Journals Output
|
0.311 | -0.024 |
|
Hyperauthored Output
|
-1.234 | -0.721 |
|
Leadership Impact Gap
|
-0.466 | -0.809 |
|
Hyperprolific Authors
|
-0.668 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.356 | -0.515 |
Shijiazhuang Tiedao University presents a robust scientific integrity profile, with an overall risk score of -0.281 indicating a performance that is well-managed and generally superior to the national average. The institution's primary strengths lie in its exceptionally low rates of hyper-authored output and publication in institutional journals, complemented by a prudent management of multiple affiliations and retracted publications. The main vulnerability identified is a medium-risk level for output in discontinued journals, which moderately deviates from the national standard and requires strategic attention. According to SCImago Institutions Rankings data, the university demonstrates significant national standing in key thematic areas, including Computer Science, Mathematics, Social Sciences, and Energy. While a specific institutional mission was not available for this analysis, the current low-risk profile provides a solid foundation for any mission centered on academic excellence and social responsibility. Addressing the identified vulnerability in publication channel selection is crucial to prevent reputational risk from undermining these core values. The university is encouraged to build upon its strong integrity framework, focusing on targeted training for researchers to ensure that its growing scientific output is consistently channeled through high-quality, internationally recognized venues, thereby solidifying its reputation as a leader in its fields.
With a Z-score of -0.318, the institution demonstrates a more rigorous approach to managing affiliations compared to the national average of -0.062. This prudent profile suggests that the university's collaborative practices are well-defined and transparent. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this controlled rate minimizes any signals of strategic "affiliation shopping" or attempts to artificially inflate institutional credit, reinforcing the authenticity of its research network.
The institution's Z-score of -0.371 is significantly lower than the national average of -0.050, indicating a commendable and prudent management of its scientific record. This low rate suggests that the university's quality control mechanisms prior to publication are robust and effective. Rather than pointing to systemic failures, this performance signals a healthy integrity culture where potential errors are identified and corrected responsibly, preventing the need for post-publication retractions and safeguarding the reliability of its research.
Shijiazhuang Tiedao University shows remarkable institutional resilience, with a low-risk Z-score of -0.071 in a national context that exhibits a medium-risk level (Z-score: 0.045). This demonstrates that the institution's control mechanisms effectively mitigate the systemic risk of academic insularity present in the country. A certain level of self-citation is natural, but by maintaining a low rate, the university avoids creating 'echo chambers' and ensures its work is validated by the broader external scientific community, preventing the endogamous inflation of its academic impact.
A moderate deviation from the national standard is observed in this indicator, with the institution showing a medium-risk Z-score of 0.311 while the country maintains a low-risk profile (Z-score: -0.024). This suggests a greater sensitivity to risk factors in publication channel selection compared to its peers. A high proportion of output in discontinued journals is a critical alert regarding due diligence, as it indicates that a significant portion of scientific production may be channeled through media that do not meet international ethical or quality standards. This exposes the institution to severe reputational risks and suggests an urgent need for enhanced information literacy to avoid wasting resources on 'predatory' or low-quality practices.
The institution exhibits an exceptionally low-risk profile with a Z-score of -1.234, far below the national low-risk average of -0.721. This low-profile consistency demonstrates a healthy and transparent approach to authorship attribution. The near-total absence of risk signals in this area confirms that the university's practices effectively distinguish between necessary massive collaboration, common in 'Big Science,' and potentially problematic 'honorary' authorship, thereby upholding individual accountability.
A slight divergence from the national trend is noted, with the institution's Z-score of -0.466 (low risk) being higher than the country's very low-risk average of -0.809. This indicates that the university shows signals of reliance on external collaboration for impact that are less common across the country. While collaboration is vital, a positive gap can signal a sustainability risk where scientific prestige is more dependent on external partners than on internal capacity. This invites reflection on strategies to strengthen intellectual leadership and ensure that excellence metrics are a direct result of the institution's own structural capabilities.
The university demonstrates strong institutional resilience in this area, maintaining a low-risk Z-score of -0.668 in a national environment characterized by a medium-risk level (Z-score: 0.425). This indicates that institutional controls are effectively mitigating the systemic risks associated with extreme publication volumes. By curbing this trend, the university fosters a healthy balance between quantity and quality, discouraging practices such as coercive authorship or 'salami slicing' and ensuring that authorship is tied to meaningful intellectual contribution, thus protecting the integrity of its scientific record.
With a very low-risk Z-score of -0.268, far below the national low-risk average of -0.010, the institution shows a consistent and exemplary commitment to external validation. This absence of risk signals demonstrates that its scientific production systematically undergoes independent peer review, avoiding the conflicts of interest and academic endogamy that can arise from over-reliance on in-house journals. This practice significantly enhances the global visibility and credibility of the university's research output.
A slight divergence is observed in this indicator, as the institution's low-risk Z-score of -0.356 is higher than the country's very low-risk baseline of -0.515. This suggests the presence of minor risk signals related to publication fragmentation that are not prevalent in the national context. While the risk is low, this finding warrants attention to ensure that research is consistently presented as coherent and significant contributions, thereby avoiding the practice of 'salami slicing' which can artificially inflate productivity metrics and overburden the scientific review system.