| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.185 | -0.062 |
|
Retracted Output
|
0.502 | -0.050 |
|
Institutional Self-Citation
|
-0.947 | 0.045 |
|
Discontinued Journals Output
|
-0.169 | -0.024 |
|
Hyperauthored Output
|
-0.949 | -0.721 |
|
Leadership Impact Gap
|
-0.733 | -0.809 |
|
Hyperprolific Authors
|
-1.236 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.282 | -0.515 |
Shanghai Normal University presents a robust scientific integrity profile, reflected in an overall risk score of -0.198. The institution demonstrates significant strengths in fostering an externally-focused and quality-oriented research culture, evidenced by very low-risk indicators for Institutional Self-Citation and Hyperprolific Authors. These results suggest a strong disconnection from national trends toward academic endogamy and pressure for sheer volume. The primary area for strategic improvement is the Rate of Retracted Output, which registers a moderate risk and deviates from the low-risk national standard. Thematically, the university shows strong national positioning in several key areas according to SCImago Institutions Rankings data, including Psychology, Biochemistry, Genetics and Molecular Biology, Agricultural and Biological Sciences, and Pharmacology, Toxicology and Pharmaceutics. As the institutional mission was not available, a direct alignment analysis is not possible; however, the identified vulnerability in publication quality control could challenge any institutional commitment to scientific excellence and social responsibility. The university's solid integrity foundation provides an excellent opportunity to address this specific risk by reinforcing pre-publication review mechanisms, thereby ensuring its research output consistently reflects its high academic standing.
The institution's Z-score of -0.185 is lower than the national average of -0.062, indicating a prudent profile in its management of academic collaborations. This suggests that the university's processes are managed with more rigor than the national standard. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the university's controlled rate demonstrates it is less exposed than its national peers to risks such as strategic "affiliation shopping" designed to artificially inflate institutional credit, reflecting a clear and well-governed affiliation policy.
With a Z-score of 0.502, the institution shows a moderate deviation from the national average (-0.050), which sits in a low-risk zone. This suggests the university has a greater sensitivity to risk factors leading to retractions than its peers. Retractions are complex events, but a rate significantly higher than the norm alerts to a potential vulnerability in the institution's integrity culture. It suggests that quality control mechanisms prior to publication may be failing systemically, indicating possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to safeguard its scientific reputation.
The institution exhibits a very low Z-score of -0.947, in stark contrast to the moderate-risk level observed nationally (0.045). This demonstrates a successful preventive isolation, as the university does not replicate the risk dynamics prevalent in its environment. A certain level of self-citation is natural to reflect ongoing research, but the university's exceptionally low rate confirms its work is not confined to an "echo chamber." This result signals a strong, externally-oriented research culture where academic influence is built on broad recognition by the global community rather than being inflated by endogamous internal dynamics.
The institution's Z-score of -0.169 is lower than the national average of -0.024, demonstrating a prudent profile in its selection of publication venues. This indicates more rigorous management of dissemination channels compared to the national standard. A high proportion of output in such journals would constitute a critical alert, but the university's low rate shows strong due diligence. This ensures its scientific production is not channeled through media failing to meet international ethical or quality standards, mitigating reputational risks and avoiding the waste of resources on predatory practices.
With a Z-score of -0.949, which is notably lower than the national average of -0.721, the institution displays a prudent profile regarding authorship practices. This suggests that the university manages its processes with more rigor than the national standard, effectively distinguishing between necessary massive collaboration and potential author list inflation. This low rate signals a culture where individual accountability and transparency are valued, reducing the risk of "honorary" or political authorship practices that can dilute the meaning of intellectual contribution.
The institution's Z-score of -0.733 indicates a low-risk signal, but this represents a slight divergence from the national context (-0.809), where this risk is virtually non-existent. This suggests that while the university's scientific prestige is largely built on its own intellectual leadership, there is a minor signal of dependency on external partners for impact. A wide gap can signal a sustainability risk where prestige is exogenous. This finding, though minor, invites a strategic reflection on whether all of its excellence metrics result from genuine internal capacity or, in some areas, from positioning in collaborations where the institution does not exercise primary intellectual leadership.
The institution's Z-score of -1.236 is in the very low-risk category, standing in sharp contrast to the moderate risk level seen across the country (0.425). This indicates a successful preventive isolation from national trends, suggesting the university fosters a research environment that prioritizes quality over sheer quantity. By showing no signals of hyperprolific authors—whose extreme publication volumes challenge the limits of meaningful contribution—the institution avoids associated risks like coercive authorship or data fragmentation. This reinforces a culture that values the integrity of the scientific record over inflated metrics.
With a very low Z-score of -0.268, the institution demonstrates a low-profile consistency that aligns with the national standard (-0.010). The absence of risk signals in this area confirms that the university does not rely excessively on its in-house journals for dissemination. This practice is crucial for avoiding conflicts of interest and the risk of academic endogamy, where research might bypass independent external peer review. By favoring external channels, the institution ensures its work undergoes standard competitive validation, thereby enhancing its global visibility and credibility.
The institution's Z-score of -0.282, while in the low-risk range, marks a slight divergence from the national baseline (-0.515), which shows an almost complete absence of this risk. This indicates the emergence of minor signals of redundant output within the university. This practice, also known as "salami slicing," involves fragmenting a coherent study into minimal publishable units to artificially inflate productivity. Although the current level is low, this signal warrants attention to ensure the institutional culture continues to prioritize the generation of significant new knowledge over the volume of outputs, thereby protecting the integrity of the scientific evidence base.