| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.775 | -0.927 |
|
Retracted Output
|
-0.400 | 0.279 |
|
Institutional Self-Citation
|
0.897 | 0.520 |
|
Discontinued Journals Output
|
0.656 | 1.099 |
|
Hyperauthored Output
|
-1.122 | -1.024 |
|
Leadership Impact Gap
|
-0.750 | -0.292 |
|
Hyperprolific Authors
|
-0.910 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
1.417 | 0.720 |
Jiwaji University presents a balanced scientific integrity profile, with an overall risk score of -0.162 that indicates general alignment with sound research practices. The institution demonstrates significant strengths in maintaining very low-risk levels for retracted output, hyper-authored publications, hyperprolific authors, and output in its own journals, showcasing robust internal governance and quality control. However, this solid foundation is contrasted by medium-risk alerts in three key areas: Institutional Self-Citation, Output in Discontinued Journals, and, most notably, Redundant Output (Salami Slicing), where the university's exposure exceeds the national average. According to SCImago Institutions Rankings data, the university's thematic strengths lie in areas such as Chemistry and Pharmacology, Toxicology and Pharmaceutics. The identified risks, particularly those related to self-validation and fragmented publication practices, could undermine the university's mission to "embody the spirit of excellence" and "benefit society on a national and a global scale." An over-reliance on internal validation and a focus on publication volume over substance may compromise the credibility and real-world impact of its excellent research. To fully realize its strategic vision, it is recommended that the university focuses on strengthening its external validation mechanisms and promoting a culture that prioritizes substantive scientific contributions over purely quantitative metrics.
The institution presents a Z-score of -0.775, a low-risk signal that nonetheless diverges slightly from the national average of -0.927, which is considered very low. This indicates that while the risk is minimal, the university shows a faint signal of activity in an area where the national context is almost entirely inert. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this slight divergence from a very low national baseline warrants passive monitoring to ensure these affiliations are consistently the product of genuine collaboration and not strategic attempts to inflate institutional credit.
With a Z-score of -0.400, the institution demonstrates an exemplary very low-risk profile, effectively isolating itself from the medium-risk trend observed nationally (Z-score: 0.279). This strong performance suggests that the university's quality control mechanisms prior to publication are robust and successful. Retractions can be complex, but a rate significantly below the national average is a clear indicator of a healthy integrity culture and responsible supervision, preventing the kind of systemic failures or lack of methodological rigor that may be affecting other institutions in the country.
The university's Z-score of 0.897 is in the medium-risk range and is notably higher than the national average of 0.520. This indicates a high exposure to this risk factor compared to its peers. A certain level of self-citation is natural, reflecting the continuity of research lines. However, this disproportionately high rate signals a potential for concerning scientific isolation or 'echo chambers' where work is validated without sufficient external scrutiny. This value warns of the risk of endogamous impact inflation, suggesting that the institution's academic influence may be oversized by internal dynamics rather than by recognition from the global scientific community.
The institution's Z-score of 0.656 places it in the medium-risk category, yet it reflects a more controlled situation compared to the higher national average of 1.099. This suggests a differentiated management approach, where the university is successfully moderating a risk that is more common nationwide. A high proportion of output in such journals is a critical alert regarding due diligence in selecting publication venues. Although the university performs better than its environment, the medium-risk signal indicates an ongoing need to enhance information literacy among researchers to avoid channeling work through media that lack international ethical or quality standards, thereby protecting institutional reputation and resources.
With a Z-score of -1.122, the institution maintains a very low-risk profile that is even stronger than the low-risk national standard (-1.024). This low-profile consistency demonstrates an absence of risk signals in this area. This excellent result suggests that authorship practices at the university are transparent and accountable, effectively avoiding the risk of author list inflation or 'honorary' authorships. This serves as a positive indicator of a research culture that values individual accountability and the integrity of authorship credit.
The institution exhibits a Z-score of -0.750, indicating a prudent, low-risk profile that is significantly more rigorous than the national standard (-0.292). This demonstrates that the university's scientific prestige is structurally sound and less dependent on external partners for its impact compared to the national average. A smaller gap suggests that the institution's excellence metrics are the result of genuine internal capacity and intellectual leadership, which is a key marker of long-term research sustainability and autonomy.
The university's Z-score of -0.910 reflects a very low-risk environment, showing strong control in an area where the country has a low but present risk signal (-0.067). This low-profile consistency is a sign of a healthy and sustainable research culture. The absence of extreme individual publication volumes indicates a good balance between quantity and quality, successfully avoiding potential risks such as coercive authorship or the prioritization of metrics over the integrity of the scientific record. This suggests that research productivity is well-distributed and not concentrated in a way that might compromise oversight.
With a Z-score of -0.268, the institution is in almost perfect alignment with the national average of -0.250, both of which are in the very low-risk category. This integrity synchrony demonstrates a shared commitment to avoiding academic endogamy. By not depending on its in-house journals, the university ensures its scientific production is validated through independent external peer review, which is essential for avoiding conflicts of interest, enhancing global visibility, and ensuring its research competes on a level playing field.
The institution's Z-score of 1.417 is a medium-risk signal that indicates high exposure, as it is significantly more pronounced than the national average of 0.720. This is an area of concern. A high value in this indicator alerts to the potential practice of dividing a coherent study into minimal publishable units to artificially inflate productivity metrics. This tendency toward data fragmentation, which is more acute at the university than in its environment, risks distorting the available scientific evidence and overburdens the review system by prioritizing publication volume over the generation of significant new knowledge.