| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.174 | -0.927 |
|
Retracted Output
|
-0.259 | 0.279 |
|
Institutional Self-Citation
|
0.076 | 0.520 |
|
Discontinued Journals Output
|
-0.545 | 1.099 |
|
Hyperauthored Output
|
-1.289 | -1.024 |
|
Leadership Impact Gap
|
-0.412 | -0.292 |
|
Hyperprolific Authors
|
-1.413 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
-0.406 | 0.720 |
Lala Lajpat Rai University of Veterinary and Animal Sciences demonstrates a robust and commendable scientific integrity profile, reflected in an overall risk score of -0.574. The institution exhibits exceptional control over its research processes, with the vast majority of indicators falling into the 'very low' or 'low' risk categories. Key strengths include a near-total absence of signals related to hyper-authorship, hyper-prolificacy, and publication in discontinued journals, positioning the university as a benchmark of good practice within the national context. The only indicator registering a 'medium' risk, Institutional Self-Citation, is nonetheless managed with significantly more moderation than the national average. This strong integrity framework provides a solid foundation for the university's academic excellence, particularly in its areas of thematic strength as identified by SCImago Institutions Rankings data, such as Veterinary (ranking 7th in India) and Biochemistry, Genetics and Molecular Biology. While a specific mission statement was not available for this analysis, this demonstrated commitment to ethical and transparent research practices inherently aligns with the universal academic mission of pursuing excellence and generating reliable knowledge for social benefit. To further enhance its global standing, the university is encouraged to maintain its rigorous internal controls while exploring strategies to increase the external validation and visibility of its research, thereby building upon its already impressive foundation of scientific integrity.
The institution presents a Z-score of -1.174, which is even lower than the national average of -0.927. This signifies a complete absence of risk signals in this area, outperforming an already low-risk national standard. While multiple affiliations can be legitimate, disproportionately high rates can suggest attempts to inflate institutional credit. The university's score indicates total operational silence on this front, reflecting exceptionally clear and transparent authorship and affiliation practices that set a standard for integrity.
With a Z-score of -0.259, the institution maintains a low-risk profile, in stark contrast to the national average of 0.279, which falls into the medium-risk category. This demonstrates notable institutional resilience. While a high rate of retractions can suggest systemic failures in quality control, the university's performance indicates that its internal supervision and validation mechanisms are effectively mitigating the systemic vulnerabilities observed elsewhere in the country. This proactive approach to quality assurance protects the institution's reputation and underscores a strong culture of methodological rigor.
The institution's Z-score for this indicator is 0.076, while the national average is significantly higher at 0.520. Although both fall within the medium-risk band, the university's score reflects a differentiated and more controlled management of this practice. A certain level of self-citation is natural, but high rates can create 'echo chambers' and artificially inflate impact. The university successfully moderates a risk that is far more pronounced nationally, suggesting a healthier balance between building on internal research lines and seeking validation from the global scientific community.
The institution shows a Z-score of -0.545, a 'very low' risk signal that marks a significant departure from the national average of 1.099 ('medium' risk). This demonstrates a clear preventive isolation from problematic publishing trends. A high proportion of publications in discontinued journals is a critical alert for a lack of due diligence in selecting dissemination channels. The university’s excellent score indicates that its researchers are effectively avoiding predatory or low-quality venues, thereby safeguarding institutional resources and reputation from practices that compromise scientific integrity elsewhere in the environment.
With a Z-score of -1.289 compared to the country's -1.024, the institution shows a complete absence of risk signals related to hyper-authorship, aligning perfectly with a low-risk national context. Outside of 'Big Science' disciplines, extensive author lists can indicate practices like honorary authorship that dilute accountability. The university's very low score confirms that its authorship practices are transparent and appropriately reflect meaningful contributions, reinforcing a culture of individual responsibility.
The institution's Z-score of -0.412 is notably better than the national average of -0.292, though both are in the low-risk category. This prudent profile suggests the institution manages its collaborative processes with more rigor than the national standard. A wide gap can signal that an institution's prestige is overly dependent on external partners rather than its own intellectual leadership. The university's contained score indicates a sustainable model where its scientific impact is strongly linked to its own leadership capacity, reflecting genuine internal strength.
The institution's Z-score is -1.413, indicating a near-total absence of this risk, in contrast to the national average of -0.067, which sits closer to the risk threshold. This low-profile consistency demonstrates a healthy research environment. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may signal imbalances between quantity and quality. The university's score suggests a culture that prioritizes the integrity of the scientific record over the pursuit of volume, avoiding potential issues like coercive authorship or superficial contributions.
With a Z-score of -0.268, which is nearly identical to the national average of -0.250, the institution demonstrates perfect integrity synchrony with its environment. Both scores are in the 'very low' risk category, showing that the university, like its national peers, avoids over-reliance on its own journals. This practice prevents potential conflicts of interest and academic endogamy, ensuring that its research undergoes independent external peer review, which is fundamental for achieving credible global visibility and validation.
The institution has a Z-score of -0.406 ('low' risk), which is substantially better than the national average of 0.720 ('medium' risk). This points to effective institutional resilience against questionable publication strategies. High rates of bibliographic overlap often indicate 'salami slicing'—the practice of fragmenting a study into minimal units to inflate publication counts, which distorts scientific evidence. The university's low score suggests its control mechanisms are working well, fostering a culture that values the generation of significant new knowledge over the artificial inflation of productivity metrics.