| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.431 | -0.927 |
|
Retracted Output
|
1.366 | 0.279 |
|
Institutional Self-Citation
|
1.245 | 0.520 |
|
Discontinued Journals Output
|
1.161 | 1.099 |
|
Hyperauthored Output
|
-1.102 | -1.024 |
|
Leadership Impact Gap
|
-0.136 | -0.292 |
|
Hyperprolific Authors
|
1.868 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
2.490 | 0.720 |
Lovely Professional University demonstrates a robust overall performance, reflected in an integrity score of 0.884, which positions it as a significant academic entity within India. This profile is characterized by notable strengths in maintaining independence from institutional journals and managing hyper-authorship, indicating sound governance in specific areas. However, this is contrasted by significant to medium risks in crucial indicators such as the rate of retracted output, hyperprolific authorship, and redundant publications. The institution's academic excellence is evident in its national leadership, with SCImago Institutions Rankings placing it in the top 10 for India in key areas like Agricultural and Biological Sciences (6th), Mathematics (9th), and Environmental Science (10th). Nevertheless, the identified integrity risks present a direct challenge to its mission of fostering "academic rigour" and undertaking "impactful research." Practices that lead to retractions or data fragmentation undermine the credibility and true impact of its scientific contributions. To fully align its operational reality with its ambitious vision, it is recommended that the University implement a proactive strategy focused on strengthening its research integrity framework, ensuring that its impressive productivity is matched by unimpeachable quality and ethical rigor.
The institution presents a Z-score of -0.431, a low-risk value that nonetheless diverges slightly from the national average of -0.927, which is in the very low-risk category. This suggests the emergence of a minor signal for this practice at the University, an activity that is almost non-existent across the rest of the country. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this slight divergence warrants observation. It is important to ensure that this trend reflects genuine, productive collaboration rather than early signs of strategic attempts to inflate institutional credit through "affiliation shopping."
With a Z-score of 1.366, the University exhibits a significant risk level that is substantially higher than the national medium-risk average of 0.279. This finding indicates that the institution is not only susceptible to a vulnerability present in the national system but actively amplifies it. Retractions are complex events, but a rate this far above the norm is a critical alert. It suggests that pre-publication quality control mechanisms may be failing systemically, pointing to a potential weakness in the institution's integrity culture. This goes beyond isolated incidents and indicates a possible pattern of recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to protect its scientific reputation.
The University's Z-score for this indicator is 1.245, a medium-risk value that is notably higher than the national medium-risk average of 0.520. Although this type of risk is a shared pattern at the national level, the institution shows a greater exposure to it than 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 broader recognition from the global community.
The institution's Z-score of 1.161 is closely aligned with the national average of 1.099, placing both in the medium-risk category. This alignment suggests that the University's behavior reflects a systemic pattern common throughout the country's academic environment. A high proportion of publications in such journals constitutes a critical alert regarding due diligence in selecting dissemination channels. This Z-score indicates that a significant portion of scientific production is being channeled through media that do not meet international ethical or quality standards, exposing the institution to severe reputational risks and suggesting an urgent need for enhanced information literacy to prevent the waste of resources on 'predatory' or low-quality practices.
With a Z-score of -1.102, the University demonstrates a prudent profile, managing its processes with more rigor than the national standard, which stands at -1.024. Both scores fall within the low-risk category, but the institution's lower value is a positive signal. In fields outside of 'Big Science,' extensive author lists can indicate inflation or a dilution of accountability. The University's performance suggests it is effectively distinguishing between necessary massive collaboration and questionable 'honorary' authorship practices, thereby upholding transparency and individual accountability in its research output.
The institution's Z-score of -0.136, while in the low-risk range, is slightly higher than the national average of -0.292. This score points to an incipient vulnerability that warrants review before it escalates. A positive gap suggests that the institution's overall scientific prestige may be more dependent on external collaborations than on its own structural capacity for intellectual leadership. While partnering is essential, this signal invites strategic reflection on strengthening internal research capabilities to ensure that its high-impact metrics are sustainable and result from genuine, home-grown excellence.
The University shows a medium-risk Z-score of 1.868, a moderate deviation from the national context, where the average score of -0.067 indicates this is a low-risk factor for its peers. This suggests the institution is more sensitive to pressures that encourage extreme publication volumes. While high productivity can be legitimate, extreme volumes often challenge the limits of meaningful intellectual contribution. This indicator alerts to potential imbalances between quantity and quality, pointing to risks such as coercive authorship or the assignment of authorship without real participation—dynamics that prioritize metrics over the integrity of the scientific record.
With a Z-score of -0.268, the University is in perfect synchrony with the national average of -0.250, both of which are in the very low-risk category. This total alignment with an environment of maximum scientific security is a significant strength. It demonstrates that the institution avoids the potential conflicts of interest and academic endogamy that can arise from excessive dependence on in-house journals. By favoring external, independent peer review, the University ensures its scientific production undergoes standard competitive validation, enhancing its global visibility and credibility.
The institution's Z-score of 2.490 represents a high exposure to this risk, far exceeding the national medium-risk average of 0.720. This indicates that the University is significantly more prone to this practice than its environment. Massive bibliographic overlap between publications often signals data fragmentation, or 'salami slicing,' a practice of dividing a single study into minimal publishable units to artificially inflate productivity. This high value is a strong alert that research may be prioritized for volume over the generation of significant new knowledge, a practice that distorts scientific evidence and overburdens the peer-review system.