| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.009 | -0.927 |
|
Retracted Output
|
-0.390 | 0.279 |
|
Institutional Self-Citation
|
4.081 | 0.520 |
|
Discontinued Journals Output
|
4.258 | 1.099 |
|
Hyperauthored Output
|
-1.308 | -1.024 |
|
Leadership Impact Gap
|
-2.310 | -0.292 |
|
Hyperprolific Authors
|
-1.413 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
-1.186 | 0.720 |
Priyadarshini College of Engineering, Nagpur, presents a profile of pronounced strengths and specific, critical vulnerabilities. With an overall integrity score of 0.529, the institution demonstrates exceptional control over most aspects of research conduct, showing very low risk in areas such as publication retractions, authorship practices, and research autonomy. However, this strong foundation is significantly undermined by two high-risk indicators: an extremely high Rate of Institutional Self-Citation and a similarly alarming Rate of Output in Discontinued Journals. These practices are in direct conflict with the institution's mission to foster "ethical practices," drive "technological advancements," and uphold "mutual excellence." Relying on internal validation and low-quality dissemination channels risks creating an isolated academic environment, which contradicts the goal of achieving genuine innovation and societal impact. By strategically addressing these two vulnerabilities in citation behavior and publication venue selection, the institution can fully align its operational practices with its ambitious mission, ensuring its research achieves the credible and sustainable global recognition it seeks.
The institution's Z-score of -0.009 indicates a slight divergence from the national Z-score of -0.927. This suggests the presence of low-level risk signals for multiple affiliations that are not apparent in the broader national context. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this minor deviation warrants internal monitoring to ensure all declared affiliations are transparent, justified, and do not represent strategic attempts to artificially inflate institutional credit through “affiliation shopping.”
With a Z-score of -0.390, the institution demonstrates a robust and effective isolation from the retraction risks observed at the national level (Z-score: 0.279). This commendable performance indicates that the institution does not replicate the risk dynamics present in its environment. The absence of significant retraction signals suggests that its quality control mechanisms and supervisory processes prior to publication are functioning effectively, safeguarding the integrity of its scientific output and preventing the systemic failures that can lead to recurring malpractice or methodological errors.
The institution's Z-score of 4.081 represents a critical accentuation of a risk that is only moderately present in the country (Z-score: 0.520). This disproportionately high rate of self-citation signals a concerning level of scientific isolation, amplifying a national vulnerability. While some self-citation reflects ongoing research, this extreme value warns of an 'echo chamber' where work is validated internally without sufficient external scrutiny. This dynamic poses a significant risk of endogamous impact inflation, suggesting the institution's academic influence may be oversized by internal practices rather than by recognition from the global scientific community.
Displaying a Z-score of 4.258, the institution critically amplifies the national trend of publishing in discontinued journals (Country Z-score: 1.099). This constitutes a severe alert regarding the due diligence in selecting dissemination channels. Such a high score indicates that a significant portion of its scientific production is being directed to media that fail to meet international ethical or quality standards. This practice exposes the institution to severe reputational risks and signals an urgent need for enhanced information literacy to prevent the waste of resources on 'predatory' or low-quality publications.
The institution's Z-score of -1.308 reflects a low-profile consistency with the national standard (Z-score: -1.024). The complete absence of risk signals in this area aligns with a national environment where hyper-authorship is not a prevalent issue. This indicates that, within its disciplinary context, the institution upholds transparency and individual accountability in its collaborative research, showing no evidence of author list inflation or the use of 'honorary' authorships.
With a Z-score of -2.310, the institution demonstrates a commendable absence of risk, performing significantly better than the national standard (Z-score: -0.292). This low-profile consistency indicates strong scientific autonomy, where the impact of its research is driven by internal leadership. This suggests that the institution's scientific prestige is the result of genuine internal capacity and not a dependency on external partners, ensuring a sustainable and self-reliant model for achieving research excellence.
The institution's Z-score of -1.413 shows an absence of risk signals that aligns with the low-risk national environment (Z-score: -0.067). This indicates a healthy balance between research quantity and quality, with no evidence of extreme individual publication volumes that would challenge the limits of meaningful intellectual contribution. This responsible approach to productivity suggests the institution is free from dynamics like coercive authorship or metric-driven publication strategies, thereby protecting the integrity of its scientific record.
The institution's Z-score of -0.268 demonstrates integrity synchrony with the national context (Z-score: -0.250), showing a total alignment with an environment of maximum scientific security in this regard. The negligible rate of publication in its own journals indicates a strong commitment to independent, external peer review. By avoiding potential conflicts of interest and academic endogamy, the institution ensures its research is validated against global competitive standards, enhancing its visibility and credibility.
With a Z-score of -1.186, the institution achieves a state of preventive isolation from the moderate risk of redundant publications seen across the country (Z-score: 0.720). This very low score indicates that the institution does not replicate the risk dynamics observed in its environment. It suggests a strong institutional culture that prioritizes significant new knowledge over artificially inflating productivity through 'salami slicing,' thereby strengthening the scientific record and ensuring an efficient use of research efforts.
