| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.087 | -0.927 |
|
Retracted Output
|
0.089 | 0.279 |
|
Institutional Self-Citation
|
-0.463 | 0.520 |
|
Discontinued Journals Output
|
2.330 | 1.099 |
|
Hyperauthored Output
|
-1.305 | -1.024 |
|
Leadership Impact Gap
|
1.656 | -0.292 |
|
Hyperprolific Authors
|
0.116 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
1.333 | 0.720 |
Parul University presents a profile of solid overall performance, with a global score of 0.430, characterized by significant strengths in operational integrity but also specific vulnerabilities that require strategic attention. The institution demonstrates exemplary control in areas such as the Rate of Multiple Affiliations, Hyper-Authored Output, and Output in Institutional Journals, indicating a robust foundation in ethical research conduct. According to SCImago Institutions Rankings data, the university's strongest thematic areas nationally are Social Sciences, Medicine, and Pharmacology, Toxicology and Pharmaceutics, showcasing focused academic excellence. However, this profile is contrasted by medium-risk indicators—notably in publication channel selection, impact dependency, and productivity patterns—that are more pronounced than the national average. These risks could challenge the university's mission to uphold "high quality and energized work ethics," as a focus on publication volume over substance may not effectively "bridge the gap between academia and career." To fully align its practices with its mission, the institution is encouraged to leverage its foundational integrity to develop targeted policies and training that address these specific vulnerabilities, thereby transforming them into opportunities for strengthening its scientific leadership and reputation.
With an institutional Z-score of -1.087 compared to the national average of -0.927, the university demonstrates a complete absence of risk signals in this area, performing even better than the low-risk national standard. This indicates total operational silence regarding practices like "affiliation shopping." While multiple affiliations can be legitimate, the university's exceptionally clean profile suggests that its crediting and affiliation practices are transparent and are not being used strategically to inflate institutional standing, reflecting a high degree of administrative integrity.
The institution's Z-score of 0.089 is notably lower than the national average of 0.279, suggesting a more effective management of publication quality compared to its national peers. Although some retractions are present, reflecting a systemic issue within the country, the university appears to moderate this risk effectively. This indicates that its pre-publication quality control mechanisms are functioning with greater rigor than the national standard, successfully mitigating systemic vulnerabilities in its integrity culture and reducing the incidence of recurring malpractice or methodological failure.
The university exhibits strong institutional resilience with a Z-score of -0.463, contrasting sharply with the national average of 0.520. This performance indicates that its internal control mechanisms are successfully mitigating the systemic risk of endogamous citation practices prevalent in the country. A certain level of self-citation is natural, but the institution's low rate demonstrates that it avoids the "echo chambers" that can inflate impact artificially. This suggests the university's academic influence is genuinely recognized by the global community rather than being propped up by internal dynamics.
With a Z-score of 2.330, significantly higher than the national average of 1.099, the university shows a high exposure to this risk factor. This pattern constitutes a critical alert regarding the due diligence exercised in selecting dissemination channels. A high proportion of publications in such journals indicates that a significant part of the university's research is being channeled through media that fail to meet international ethical or quality standards. This exposes the institution to severe reputational damage and suggests an urgent need for enhanced information literacy to prevent the waste of resources on 'predatory' or low-quality practices.
The institution's Z-score of -1.305 is well below the national Z-score of -1.024, demonstrating a low-profile consistency where the absence of risk signals aligns with the national standard. This exceptionally low rate indicates that authorship practices are transparent and accountable. There is no evidence of author list inflation or the inclusion of 'honorary' authors, which can dilute individual responsibility. This reinforces a culture of legitimate collaboration where authorship is clearly tied to meaningful intellectual contribution.
The university's Z-score of 1.656 represents a moderate deviation from the national average of -0.292, indicating a greater sensitivity to the risk of impact dependency. The wide positive gap suggests that the institution's overall scientific prestige is heavily reliant on collaborations where it does not exercise intellectual leadership. This signals a potential sustainability risk, inviting a strategic reflection on whether its high-impact metrics are the result of genuine internal capacity or a dependency on external partners, which could limit the development of its own structural excellence.
The institution shows a moderate deviation from the national standard, with a Z-score of 0.116 compared to the country's -0.067. This indicates a greater sensitivity to the risks associated with extreme individual publication volumes. Such a pattern alerts to potential imbalances between quantity and quality, as it challenges the limits of meaningful intellectual contribution. It points to possible risks such as coercive authorship or the assignment of credit without real participation—dynamics that prioritize metrics over the integrity of the scientific record and warrant an internal review.
The university's Z-score of -0.268 is in almost perfect alignment with the national average of -0.250, demonstrating integrity synchrony within a secure national environment. This minimal reliance on in-house journals signals a strong commitment to independent, external peer review. By avoiding the potential conflicts of interest and academic endogamy associated with institutional journals, the university ensures its scientific production undergoes standard competitive validation, thereby maximizing its global visibility and credibility.
With a Z-score of 1.333, which is considerably higher than the national average of 0.720, the institution shows a high exposure to this risk. This alerts to the practice of dividing coherent studies into minimal publishable units, or 'salami slicing,' to artificially inflate productivity metrics. This pattern is concerning as it not only overburdens the peer review system but also distorts the available scientific evidence, prioritizing the volume of publications over the generation of significant and impactful new knowledge.
