| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.418 | -0.062 |
|
Retracted Output
|
-0.493 | -0.050 |
|
Institutional Self-Citation
|
-0.669 | 0.045 |
|
Discontinued Journals Output
|
0.453 | -0.024 |
|
Hyperauthored Output
|
-1.123 | -0.721 |
|
Leadership Impact Gap
|
-0.138 | -0.809 |
|
Hyperprolific Authors
|
-1.413 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
0.086 | -0.515 |
Shangrao Normal University presents a robust scientific integrity profile, with an overall risk score of -0.176 indicating performance slightly better than the global average. The institution demonstrates exceptional governance in key areas, showing very low risk signals for Retracted Output, Hyper-Authored Output, and Hyperprolific Authors, often outperforming national trends and showcasing a strong internal culture of quality control. These strengths are foundational to its academic reputation. However, areas requiring strategic attention include a moderate deviation from national norms in the Rate of Multiple Affiliations, Rate of Output in Discontinued Journals, and Rate of Redundant Output. These specific vulnerabilities, while contained, could challenge the institution's mission to cultivate professionals with "creative and critical thinking." According to SCImago Institutions Rankings data, the university's strongest thematic areas include Earth and Planetary Sciences, Energy, and Physics and Astronomy. To protect and enhance its reputation in these fields, it is crucial to address integrity risks that might suggest a prioritization of quantity over substance, thereby ensuring its graduates remain "highly sought after" for their genuine competence. By focusing on these targeted areas for improvement, Shangrao Normal University can fortify its already solid integrity framework and more fully align its research practices with its stated mission of academic excellence.
The institution's Z-score of 1.418 in this indicator represents a moderate deviation from the national average of -0.062. This suggests that the university shows a greater sensitivity to this risk factor than its peers across the country. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the significantly higher rate at Shangrao Normal University warrants a closer look. It could signal strategic attempts to inflate institutional credit through "affiliation shopping," where affiliations are claimed without substantive collaboration. A review is recommended to ensure that all declared institutional links reflect genuine and active partnerships, thereby safeguarding the university's academic currency.
With a Z-score of -0.493, the institution demonstrates a very low incidence of retracted publications, a profile that is consistent with the low-risk national standard (Z-score of -0.050). This absence of significant risk signals indicates that the university's quality control and supervision mechanisms are functioning effectively prior to publication. This alignment with the national context reflects a healthy culture of integrity and responsible research conduct, where unintentional errors are likely identified and corrected before they can escalate into formal retractions.
The university exhibits strong institutional resilience in this area, with a low-risk Z-score of -0.669 that stands in positive contrast to the medium-risk national average of 0.045. This indicates that the institution's control mechanisms are effectively mitigating a systemic risk more prevalent in the country. A certain level of self-citation is natural, but the university successfully avoids the 'echo chambers' that can lead to endogamous impact inflation. This demonstrates a commitment to external validation and suggests that the institution's academic influence is built on recognition from the global community rather than internal dynamics.
The institution's Z-score of 0.453 marks a moderate deviation from the national average of -0.024, indicating a greater sensitivity to the risk of publishing in low-quality venues. This constitutes a critical alert regarding due diligence in selecting dissemination channels. A Z-score at this level indicates that a portion of the university's scientific production is being channeled through media that do not meet international ethical or quality standards. This practice exposes the institution to severe reputational risks and suggests an urgent need to enhance information literacy among researchers to avoid wasting resources on 'predatory' or substandard journals.
Shangrao Normal University maintains a very low-risk profile in this indicator with a Z-score of -1.123, which is consistent with and even stronger than the low-risk national standard of -0.721. The absence of risk signals in this area suggests that authorship practices are well-governed and appropriate for the research being conducted. This indicates that the institution is not prone to author list inflation, a practice that can dilute individual accountability and transparency, thereby reinforcing a culture of meaningful and legitimate contribution.
The institution's Z-score of -0.138, while in the low-risk category, shows a slight divergence from the very low-risk national average of -0.809. This suggests the presence of minor risk signals that are not apparent in the rest of the country. Specifically, it points to a small but measurable gap where the institution's scientific prestige may be more reliant on external collaborations than is typical nationally. While it is common for institutions to leverage partnerships for impact, this signal invites a strategic reflection on strengthening internal research capacity to ensure that excellence metrics are increasingly driven by projects where the university exercises direct intellectual leadership.
The university demonstrates a clear case of preventive isolation, with a very low Z-score of -1.413 in a national context that shows a medium risk (Z-score of 0.425). This indicates that the institution does not replicate the risk dynamics observed in its environment regarding extreme individual publication volumes. This commendable position suggests a healthy institutional culture that prioritizes quality over quantity, effectively avoiding the risks associated with hyper-prolificacy, such as coercive authorship or the assignment of credit without real participation, and ensuring the integrity of its scientific record.
With a very low Z-score of -0.268, the institution's practices align consistently with the low-risk national standard (-0.010). This indicates a minimal dependence on in-house journals for disseminating research, a sign of robust scientific governance. By prioritizing external, independent peer review, the university avoids potential conflicts of interest and the risk of academic endogamy. This approach enhances the global visibility and credibility of its research, demonstrating a commitment to competitive validation rather than using internal channels as potential 'fast tracks' for publication.
The institution's Z-score of 0.086 triggers a monitoring alert, as this medium-risk signal is highly unusual when compared to the very low-risk national standard of -0.515. This discrepancy requires a review of its causes. A value at this level warns of the potential practice of dividing coherent studies into minimal publishable units to artificially inflate productivity metrics. This 'salami slicing' can distort the available scientific evidence and overburden the peer review system. It is advisable to examine publication patterns to ensure that research output prioritizes significant new knowledge over sheer volume.
