| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.103 | -0.674 |
|
Retracted Output
|
-0.099 | 0.065 |
|
Institutional Self-Citation
|
1.117 | 1.821 |
|
Discontinued Journals Output
|
2.083 | 3.408 |
|
Hyperauthored Output
|
-1.088 | -0.938 |
|
Leadership Impact Gap
|
2.389 | -0.391 |
|
Hyperprolific Authors
|
-0.973 | -0.484 |
|
Institutional Journal Output
|
-0.268 | 0.189 |
|
Redundant Output
|
-0.543 | -0.207 |
Satya Wacana Christian University presents a robust scientific integrity profile, with an overall risk score of 0.346 indicating performance that is generally well-aligned with global standards. The institution demonstrates significant strengths in its internal governance and quality control, particularly in preventing hyperprolific authorship, avoiding reliance on institutional journals, and minimizing redundant publications. These areas of very low risk showcase a culture that prioritizes scientific substance over metric volume. Thematically, this solid foundation supports the university's competitive positioning in key areas as identified by the SCImago Institutions Rankings, including Agricultural and Biological Sciences, Computer Science, and Mathematics. However, a critical strategic vulnerability is revealed in the medium-risk gap between the impact of its total output and that of its internally-led research, suggesting a strong dependence on external collaborations for scientific prestige. This dependency poses a long-term threat to the university's mission of achieving sustainable research excellence and genuine intellectual leadership. To secure its future growth, it is recommended that the institution leverage its strong internal integrity controls to foster and promote research where its own faculty hold leadership roles, thereby converting collaborative success into sovereign scientific capital.
The institution's Z-score of -0.103 is slightly higher than the national average of -0.674, though both fall within a low-risk range. This subtle difference suggests the emergence of a potential vulnerability that warrants observation before it escalates. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this incipient signal indicates a need for internal review to ensure that all affiliations are strategically sound and not aimed at artificially inflating institutional credit through practices like “affiliation shopping.”
With a Z-score of -0.099, the institution exhibits a low-risk profile, contrasting sharply with the medium-risk national average of 0.065. This demonstrates notable institutional resilience, as internal quality control mechanisms appear to be effectively mitigating the systemic risks observed elsewhere in the country. This strong performance suggests that the university's pre-publication supervision and methodological rigor are robust, successfully preventing the kind of recurring errors or malpractice that can lead to a high rate of retractions and damage an institution's integrity culture.
The university's Z-score of 1.117 is situated in the medium-risk category, as is the national average of 1.821. However, the institution's significantly lower score points to differentiated management that successfully moderates a risk that is common nationwide. While a medium-level score still warns of a potential 'echo chamber' where work is validated without sufficient external scrutiny, the university is clearly managing this tendency more effectively than its peers. This suggests a healthier balance between building on established research lines and seeking broader recognition from the global scientific community.
The institution registers a medium-risk Z-score of 2.083 in an environment where the national average is a critical 3.408. This indicates a degree of relative containment; although risk signals are present, the university operates with more order than the national trend. A medium score is still a serious alert, suggesting that a portion of its research is channeled through media lacking international quality standards. This exposes the institution to reputational risk and highlights a need to reinforce information literacy among its researchers to ensure due diligence in selecting publication venues and avoid predatory practices.
With a Z-score of -1.088, which is lower than the national average of -0.938, the institution demonstrates a prudent profile in managing authorship. This performance indicates that its processes are governed with more rigor than the national standard. The data suggests the university is effectively distinguishing between legitimate large-scale collaborations and practices of author list inflation, thereby upholding individual accountability and transparency in its scientific contributions.
The institution shows a medium-risk Z-score of 2.389, a moderate deviation from the low-risk national average of -0.391. This gap reveals a greater sensitivity to a key strategic risk compared to its national peers. The wide positive gap signals a significant risk to research sustainability, as it suggests that the institution's scientific prestige is largely dependent and exogenous, rather than structural. This finding invites critical reflection on whether its high-impact metrics are the result of genuine internal capacity or strategic positioning in collaborations where the university does not exercise intellectual leadership.
The university's Z-score of -0.973 places it in the very low-risk category, consistent with the low-risk national average of -0.484. This low-profile consistency demonstrates a healthy research environment where the absence of risk signals aligns with the national standard. The data indicates a strong balance between quantity and quality, with no evidence of extreme publication volumes that might challenge the limits of meaningful intellectual contribution or suggest coercive authorship practices.
With a Z-score of -0.268, the institution registers a very low risk, effectively isolating itself from the medium-risk dynamic observed at the national level (0.189). This preventive isolation is a sign of strong governance. By not relying on its own journals for dissemination, the university avoids the conflicts of interest and academic endogamy that can arise when an institution acts as both judge and party. This practice ensures its scientific production undergoes independent external peer review, enhancing its global visibility and competitive validation.
The institution's Z-score of -0.543 indicates a very low risk of redundant publication, a profile that is even stronger than the low-risk national average of -0.207. This low-profile consistency reflects a commendable adherence to good scientific practice. The absence of signals for this indicator suggests that researchers are not engaging in 'salami slicing'—the practice of fragmenting studies into minimal units to artificially inflate publication counts—but are instead focused on producing work with significant new knowledge.