| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.410 | -0.674 |
|
Retracted Output
|
-0.259 | 0.065 |
|
Institutional Self-Citation
|
1.379 | 1.821 |
|
Discontinued Journals Output
|
1.747 | 3.408 |
|
Hyperauthored Output
|
-1.090 | -0.938 |
|
Leadership Impact Gap
|
-1.053 | -0.391 |
|
Hyperprolific Authors
|
-1.413 | -0.484 |
|
Institutional Journal Output
|
-0.268 | 0.189 |
|
Redundant Output
|
-0.269 | -0.207 |
Sanata Dharma University demonstrates a robust scientific integrity profile, marked by an overall risk score of 0.093. The institution exhibits exceptional strengths in fostering research autonomy and quality, with very low risk signals in the Gap between its total and led output impact, the Rate of Hyperprolific Authors, and the Rate of Output in Institutional Journals. These results indicate a culture that prioritizes genuine internal capacity and external validation over insular or metric-driven practices. Areas requiring strategic monitoring include a moderate deviation from the national norm in the Rate of Multiple Affiliations and medium risk levels in Institutional Self-Citation and Output in Discontinued Journals. According to SCImago Institutions Rankings data, the university's thematic strengths are particularly notable in Pharmacology, Toxicology and Pharmaceutics, Arts and Humanities, and Energy. While the identified risks could challenge the institutional mission's commitment to "academic excellence" and "scientific autonomy," the university's strong performance in mitigating several key national vulnerabilities suggests a solid foundation. A focused effort to address the medium-risk indicators will further align operational practices with its core values, reinforcing its role in bringing "enlightenment which sharpens the society’s mind."
The institution presents a Z-score of 0.410, which contrasts with the national average of -0.674. This moderate deviation suggests the university shows a greater sensitivity to risk factors related to affiliation practices than its national peers. While multiple affiliations can be a legitimate outcome of collaboration, this heightened rate warrants a review to ensure that these are not strategic attempts to inflate institutional credit or a sign of “affiliation shopping.” The divergence from the national standard calls for monitoring to confirm that all affiliations reflect substantive and transparent research partnerships.
With a Z-score of -0.259, the institution demonstrates a low risk of retractions, particularly when compared to the country's medium-risk average of 0.065. This indicates a notable level of institutional resilience, where internal control mechanisms appear to be effectively mitigating the systemic risks observed nationally. A low rate of retractions suggests that the university's quality control and supervision mechanisms prior to publication are robust and functioning well, preventing the systemic failures or recurring malpractice that can lead to a high volume of withdrawn articles and reflecting a healthy integrity culture.
The university's Z-score for institutional self-citation is 1.379, which is below the national average of 1.821. Although both the institution and the country operate within a medium-risk band, this result points to a differentiated management approach where the university successfully moderates a risk that is more pronounced across the country. A certain level of self-citation is natural, but the university's relative control helps mitigate the creation of 'echo chambers' where work is validated without sufficient external scrutiny. This suggests a more effective balance between building on established research lines and seeking broader community recognition compared to the national trend.
The institution's Z-score of 1.747 places it at a medium risk level, a significantly better position than the country's critical Z-score of 3.408. This demonstrates a capacity for relative containment, as the university operates with more order and diligence than the national average in a high-risk environment. Publishing in journals that cease operation often signals a failure to vet dissemination channels. The university's ability to partially avoid this national trend suggests a more effective, though not yet perfect, due diligence process, reducing its exposure to the severe reputational risks associated with 'predatory' or low-quality publishing practices.
With a Z-score of -1.090, the institution maintains a prudent profile that is even more rigorous than the national standard (-0.938). This low rate indicates that the university manages its authorship practices with a high degree of care. In fields where extensive author lists are not the norm, a low score is a positive signal that the institution effectively distinguishes between necessary large-scale collaboration and questionable practices like 'honorary' or political authorship, thereby upholding individual accountability and transparency in its research output.
The institution's Z-score of -1.053 signifies a very low risk, consistent with the low-risk national context (-0.391). The absence of a significant positive gap indicates that the university's scientific prestige is not overly dependent on external partners but is instead built upon its own structural capacity and intellectual leadership. This result is a strong indicator of sustainable research excellence, suggesting that the institution's impact metrics are a genuine reflection of its internal capabilities rather than a byproduct of collaborations where it does not lead.
The university shows a Z-score of -1.413, indicating a very low risk that aligns well with the low-risk national environment (-0.484). This absence of hyperprolific authors is a sign of a healthy research culture that likely prioritizes quality and meaningful intellectual contribution over sheer publication volume. By avoiding extreme individual productivity rates, the institution mitigates risks such as coercive authorship or the assignment of credit without real participation, reinforcing a commitment to the integrity of the scientific record.
With a Z-score of -0.268, the institution operates at a very low risk level, demonstrating a clear preventive isolation from the medium-risk dynamics observed at the national level (0.189). This indicates that the university does not replicate the national tendency to rely on in-house journals. By channeling its research through external venues, the institution avoids potential conflicts of interest and academic endogamy, ensuring its scientific production undergoes independent peer review. This practice enhances the global visibility and competitive validation of its research, steering clear of using internal channels as potential 'fast tracks' for publication.
The institution's Z-score of -0.269 reflects a prudent profile with a low risk of redundant publications, showing slightly more rigor than the national standard (-0.207). This suggests that the university's researchers are less prone to engaging in 'salami slicing,' the practice of fragmenting a single study into multiple minimal publications to inflate output. By maintaining a low rate of bibliographic overlap, the institution demonstrates a commitment to publishing significant, coherent bodies of work, thereby prioritizing the advancement of knowledge over the artificial inflation of productivity metrics.