| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.216 | -0.062 |
|
Retracted Output
|
-0.409 | -0.050 |
|
Institutional Self-Citation
|
-1.157 | 0.045 |
|
Discontinued Journals Output
|
-0.236 | -0.024 |
|
Hyperauthored Output
|
-0.360 | -0.721 |
|
Leadership Impact Gap
|
0.143 | -0.809 |
|
Hyperprolific Authors
|
-0.405 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.915 | -0.515 |
Shenzhen Technology University demonstrates a commendable overall integrity profile, with a global risk score of -0.230 indicating robust scientific practices and effective governance. The institution exhibits exceptional strengths in maintaining very low rates of retracted output, institutional self-citation, and redundant publications, signaling a strong culture of quality control and external validation. Key areas for strategic attention include a medium-risk level in the Rate of Multiple Affiliations and a notable Gap between the impact of its total output and that led by its own researchers, which deviate from national trends. According to SCImago Institutions Rankings data, the university's strongest thematic areas are concentrated in Agricultural and Biological Sciences, Energy, and Environmental Science, where it holds a competitive national position. These scientific integrity results largely align with the university's mission to cultivate "quality applied talents with craftsman’s spirit." However, the identified risks, particularly the dependency on external leadership for impact, could challenge the long-term development of genuine "innovation capacity." By proactively addressing these specific vulnerabilities, Shenzhen Technology University can further solidify its reputation as an open and innovative international institution, ensuring its operational practices fully embody its core values of quality and excellence.
The institution presents a Z-score of 1.216, which represents a moderate deviation from the national average of -0.062. This suggests the university shows a greater sensitivity to this particular risk factor than its peers across the country. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, a disproportionately high rate can signal strategic attempts to inflate institutional credit. The observed divergence warrants a review to ensure that affiliation practices reflect genuine, substantive collaborations rather than "affiliation shopping," thereby safeguarding the institution's academic reputation.
With a Z-score of -0.409, the institution demonstrates an exemplary record in this area, consistent with the low-risk national environment (Z-score of -0.050). This absence of significant risk signals indicates that the university's quality control and supervision mechanisms are functioning effectively. Retractions can stem from honest errors, but a consistently low rate suggests that methodological rigor and integrity are systemically embedded, preventing recurring malpractice and reinforcing the reliability of the institution's scientific contributions before they reach publication.
The university's Z-score of -1.157 is a strong positive signal, especially when contrasted with the national average of 0.045, which falls into the medium-risk category. This demonstrates a form of preventive isolation, where the institution successfully avoids the risk dynamics observed elsewhere in its environment. A certain level of self-citation is natural, but the university's very low rate indicates it is not operating within a scientific 'echo chamber.' This suggests its academic influence is validated by the global community rather than being inflated by endogamous or internal dynamics, reflecting healthy integration into international research conversations.
The institution maintains a Z-score of -0.236, showcasing a more rigorous management of publication channels compared to the national standard (Z-score of -0.024). This prudent profile indicates that the university exercises strong due diligence in selecting dissemination media. By avoiding journals that fail to meet international ethical or quality standards, the institution effectively mitigates severe reputational risks and prevents the misallocation of resources into 'predatory' or low-impact practices, ensuring its scientific output is both credible and valuable.
With a Z-score of -0.360, the institution's rate of hyper-authored publications is slightly higher than the national average of -0.721, although both remain at a low-risk level. This subtle difference points to an incipient vulnerability that warrants observation. While extensive author lists are legitimate in 'Big Science' contexts, it is crucial to monitor this trend to ensure it consistently reflects necessary massive collaboration rather than a gradual shift towards 'honorary' or political authorship practices, which can dilute individual accountability and transparency.
This indicator presents a monitoring alert, with the institution's Z-score of 0.143 being unusually high for the national standard, where the average is -0.809. This significant positive gap suggests that while the university's overall scientific impact is high, its prestige may be heavily dependent on collaborations where it does not exercise intellectual leadership. This signals a sustainability risk, as it raises questions about whether its excellence metrics stem from genuine internal capacity or from strategic positioning in partnerships. It invites a deep reflection on fostering more endogenous and structural research leadership.
The institution demonstrates notable resilience, with a low-risk Z-score of -0.405 in an environment where the national average is 0.425, indicating a medium-level systemic risk. This suggests that the university's internal control mechanisms are effectively mitigating the pressures that can lead to hyperprolificacy. By maintaining this low rate, the institution avoids potential imbalances between quantity and quality, steering clear of risks like coercive authorship or authorship assigned without meaningful contribution, thereby upholding the integrity of its scientific record.
The university's Z-score of -0.268 is well within the very low-risk category, aligning with the low-risk national context (Z-score of -0.010). This low-profile consistency is a positive indicator of the institution's commitment to external validation. By not relying on in-house journals, the university avoids potential conflicts of interest and the risk of academic endogamy. This practice ensures its scientific production undergoes independent external peer review, which is essential for achieving global visibility and preventing the use of internal channels as 'fast tracks' to inflate publication counts without standard competitive validation.
The institution exhibits total operational silence on this indicator, with a Z-score of -0.915 that is significantly better than the already very low national average of -0.515. This exceptional result signals an absence of risk and points to a strong institutional culture that discourages data fragmentation or 'salami slicing.' It demonstrates a clear commitment to publishing coherent, significant studies rather than artificially inflating productivity metrics, a practice that strengthens the scientific record and shows respect for the academic review system.