| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.291 | 1.180 |
|
Retracted Output
|
-0.381 | -0.049 |
|
Institutional Self-Citation
|
-0.089 | -0.465 |
|
Discontinued Journals Output
|
-0.446 | -0.435 |
|
Hyperauthored Output
|
-0.283 | 0.036 |
|
Leadership Impact Gap
|
-0.144 | 0.084 |
|
Hyperprolific Authors
|
-1.263 | 0.345 |
|
Institutional Journal Output
|
-0.268 | -0.225 |
|
Redundant Output
|
-0.505 | -0.536 |
The University of the Sunshine Coast demonstrates a robust and commendable scientific integrity profile, reflected in an overall risk score of -0.278. The institution's performance is characterized by a strong foundation of responsible research practices, with the vast majority of indicators registering in the 'very low' or 'low' risk categories. Key strengths are evident in the extremely low rates of retracted output, publication in discontinued journals, and hyperprolific authorship, signaling effective quality control and ethical oversight. The primary area for strategic monitoring is a moderate rate of multiple affiliations, which, while mirroring a national trend, is slightly more pronounced at the institution. According to SCImago Institutions Rankings data, the university's strongest thematic areas include Psychology, Mathematics, Social Sciences, and Energy, where it achieves its highest global rankings. Although the specific institutional mission was not available for this analysis, the observed high standards of scientific integrity align fundamentally with the universal academic values of excellence, transparency, and social responsibility. The low-risk profile provides a solid foundation for achieving these goals, with the minor vulnerability in affiliation practices representing a manageable challenge that does not detract from the overall positive outlook. The recommendation is to maintain these high standards of governance while developing targeted guidance on affiliation transparency to ensure all collaborative practices fully support the institution's excellent reputation.
The institution presents a Z-score of 1.291, while the national average is 1.180. This indicates that the university's risk level reflects a pattern also present at the national level, but with a slightly higher intensity. This suggests a greater institutional exposure to the factors that drive multiple affiliations. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this heightened exposure warrants attention. The data suggests the institution is more prone than its national peers to practices that could be interpreted as strategic attempts to inflate institutional credit or “affiliation shopping,” making it an area for proactive policy review and clarification to ensure all affiliations are transparent and substantively justified.
With an institutional Z-score of -0.381 compared to the national average of -0.049, the university demonstrates an exceptionally low rate of retracted publications. This performance signifies a strong alignment with national standards for research quality, showing an even more conservative risk profile. Retractions can be complex, sometimes resulting from the honest correction of errors and signifying responsible supervision. However, the university's near-absence of such events strongly suggests that its quality control mechanisms prior to publication are highly effective and that its integrity culture successfully prevents the type of recurring malpractice or lack of methodological rigor that would lead to a higher rate.
The university's Z-score for this indicator is -0.089, which is higher than the national average of -0.465, despite both falling within the low-risk category. This variance points to an incipient vulnerability that warrants observation before it potentially escalates. A certain level of self-citation is natural and reflects the continuity of established research lines. However, the university's tendency toward this practice, while still low, is more pronounced than its national counterparts. This could be an early signal of emerging scientific isolation or 'echo chambers' and should be monitored to ensure the institution's academic influence continues to be validated by broad external scrutiny rather than being disproportionately shaped by internal dynamics.
The institution's Z-score of -0.446 is almost identical to the national average of -0.435, indicating a complete alignment with the secure research environment of the country. This synchrony in maintaining a very low-risk profile demonstrates a shared commitment to quality dissemination channels. A high proportion of publications in discontinued journals can be a critical alert regarding due diligence, but the university's performance shows this is not a concern. The data confirms that the institution's researchers are effectively avoiding predatory or low-quality publishing practices, thereby protecting its reputational standing and research investment.
With a Z-score of -0.283, the university operates at a low-risk level, in contrast to the moderate risk seen in the national average of 0.036. This demonstrates notable institutional resilience, suggesting that the university's internal control mechanisms are successfully mitigating systemic risks that may be more prevalent across the country. In fields outside of 'Big Science,' a high rate of hyper-authorship can indicate author list inflation, diluting individual accountability. The university’s controlled profile suggests it effectively distinguishes between necessary massive collaboration and questionable 'honorary' authorship practices, maintaining a higher standard of transparency than its surrounding environment.
The institution shows a Z-score of -0.144 (low risk), which stands in favorable contrast to the national average of 0.084 (medium risk). This difference highlights a significant degree of institutional resilience, where the university appears to manage its research leadership and collaborative impact more effectively than the national trend. A wide positive gap can signal a sustainability risk, where prestige is dependent on external partners rather than internal capacity. The university's low-risk score indicates that its scientific prestige is well-supported by research where it exercises intellectual leadership, demonstrating a healthy balance between collaboration and structural, self-sufficient excellence.
The university's Z-score of -1.263 is exceptionally low, placing it in a state of preventive isolation from the moderate-risk dynamics observed at the national level (Z-score of 0.345). This result indicates that the institution does not replicate the environmental pressures that can lead to hyperprolificity. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to risks like coercive authorship or 'salami slicing.' The university's very low score in this area is a strong positive signal, suggesting a culture that prioritizes the quality and integrity of the scientific record over the sheer quantity of publications.
With a Z-score of -0.268, the university's activity in this area is virtually indistinguishable from the national average of -0.225. This integrity synchrony reflects a shared, very low-risk approach to the use of in-house journals. Excessive dependence on institutional journals can raise conflicts of interest and risks of academic endogamy by bypassing independent external peer review. The university's alignment with the national norm demonstrates a balanced and appropriate use of its own publishing channels, ensuring they serve their purpose for local dissemination without compromising the institution's commitment to global visibility and competitive validation.
The institution's Z-score of -0.505 is in very close alignment with the national average of -0.536, demonstrating integrity synchrony in a very low-risk environment. This indicates that the university's practices regarding publication overlap are fully consistent with the high standards prevalent in the country. A high rate of redundant output, or 'salami slicing,' alerts to the practice of fragmenting studies into minimal units to artificially inflate productivity. The university's extremely low score confirms that its research culture promotes the publication of significant, coherent studies over a strategy that prioritizes volume at the expense of new knowledge.