| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.697 | -0.927 |
|
Retracted Output
|
0.953 | 0.279 |
|
Institutional Self-Citation
|
-0.525 | 0.520 |
|
Discontinued Journals Output
|
1.199 | 1.099 |
|
Hyperauthored Output
|
-1.145 | -1.024 |
|
Leadership Impact Gap
|
0.400 | -0.292 |
|
Hyperprolific Authors
|
0.847 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
2.428 | 0.720 |
Jaypee University of Engineering and Technology demonstrates a profile of notable strengths in research integrity alongside specific, critical areas requiring strategic intervention. With an overall score of 0.472, the institution showcases exemplary performance in maintaining low rates of multiple affiliations, hyper-authored output, and publication in institutional journals, indicating robust internal governance in these domains. However, this is contrasted by significant risk signals in the Rate of Retracted Output and medium-level alerts concerning publication in discontinued journals, hyperprolific authorship, and redundant output. These vulnerabilities directly challenge the university's mission to be a "Center of Excellence," as practices that compromise scientific quality can undermine its reputation and its goal of fostering an "international outlook." The institution's strong positioning in Engineering, as evidenced by its SCImago Institutions Rankings, provides a solid foundation of academic credibility. To fully align its operational practices with its strategic vision, the university should leverage its areas of integrity strength to develop targeted quality assurance and training initiatives, thereby transforming current risks into an opportunity to reinforce its commitment to excellence and responsible research.
With a Z-score of -1.697, the institution demonstrates an exceptionally low Rate of Multiple Affiliations, performing even more conservatively than the already low national average of -0.927. This result indicates a complete absence of risk signals in this area, suggesting that authorship and institutional credit are managed with remarkable clarity. While multiple affiliations can be legitimate, disproportionately high rates can signal strategic attempts to inflate institutional credit or “affiliation shopping.” The university's profile, however, reflects clear and transparent authorship practices, showing no evidence of such behaviors and underscoring a strong commitment to unambiguous institutional credit attribution.
The institution's Z-score for the Rate of Retracted Output is 0.953, a significant value that notably surpasses the national average of 0.279. This suggests that the university is not only participating in a national trend of medium risk but is intensifying it, indicating a particular institutional vulnerability. Retractions are complex events, but a rate significantly higher than the global average alerts to a vulnerability in the institution's integrity culture, suggesting that quality control mechanisms prior to publication may be failing systemically. This finding indicates possible recurring malpractice or a lack of methodological rigor requiring immediate qualitative verification by management to protect its scientific reputation.
The university exhibits a Z-score of -0.525 in Institutional Self-Citation, a low-risk value that contrasts favorably with the national medium-risk average of 0.520. This indicates effective institutional resilience, where internal control mechanisms appear to successfully mitigate systemic risks prevalent in the country. A certain level of self-citation is natural, but disproportionately high rates can signal concerning scientific isolation or 'echo chambers'. The institution's contained level suggests its research is validated through sufficient external scrutiny, avoiding the risk of endogamous impact inflation and demonstrating that its academic influence is well-integrated with the global scientific community.
With a Z-score of 1.199, the institution's rate of publication in discontinued journals is slightly above the national average of 1.099, placing both at a medium-risk level. This indicates a high exposure to this particular risk, suggesting the institution is more prone than its national peers to channeling research into questionable outlets. A high proportion of output 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 directed to media that may not meet international ethical or quality standards, exposing the institution to severe reputational risks and suggesting an urgent need for information literacy to avoid wasting resources on 'predatory' or low-quality practices.
The institution presents a Z-score of -1.145 for Hyper-Authored Output, a very low value that aligns with the low-risk national context (Z-score of -1.024). This demonstrates a consistent and low-profile approach to authorship, where the absence of risk signals is in line with the national standard. In disciplines outside of 'Big Science,' extensive author lists can indicate author list inflation, diluting individual accountability. The university's data, however, shows no signs of such practices, reflecting a culture of appropriate and transparent authorship attribution that reinforces individual responsibility.
The institution shows a Z-score of 0.400 for the gap between its overall and leadership-driven impact, a medium-risk value that moderately deviates from the low-risk national average of -0.292. This suggests the institution is more sensitive than its national peers to a dependency on external collaborations for impact. A very wide positive gap signals a sustainability risk, where scientific prestige may be dependent and exogenous rather than structural. This value invites reflection on whether the university's excellence metrics result from its own internal capacity or from strategic positioning in collaborations where it does not exercise primary intellectual leadership, a crucial consideration for long-term scientific autonomy.
The university's Z-score for Hyperprolific Authors is 0.847, a medium-risk value that represents a moderate deviation from the low-risk national standard of -0.067. This indicates that the institution shows a greater sensitivity to this risk factor than its peers. While high productivity can be legitimate, extreme individual publication 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 institution's rate of publication in its own journals is almost identical to the national average of -0.250, reflecting total alignment with a national environment of maximum scientific security. This integrity synchrony demonstrates that the university is not overly reliant on its in-house publication channels. Excessive dependence on institutional journals can raise conflicts of interest and lead to academic endogamy by bypassing independent external peer review. The university's very low score confirms that its research output is overwhelmingly subjected to standard competitive validation, ensuring global visibility and credibility.
The institution's Z-score for Redundant Output is 2.428, a medium-risk value that indicates high exposure to this practice, as it is significantly higher than the national medium-risk average of 0.720. This suggests the university is more prone to this behavior than its environment average. Massive and recurring bibliographic overlap between publications often indicates data fragmentation or 'salami slicing.' This high value alerts to the potential practice of dividing a coherent study into minimal publishable units to artificially inflate productivity, a behavior that distorts available scientific evidence and prioritizes volume over the generation of significant new knowledge.