| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.851 | -0.927 |
|
Retracted Output
|
-0.409 | 0.279 |
|
Institutional Self-Citation
|
0.267 | 0.520 |
|
Discontinued Journals Output
|
0.446 | 1.099 |
|
Hyperauthored Output
|
-1.370 | -1.024 |
|
Leadership Impact Gap
|
-0.768 | -0.292 |
|
Hyperprolific Authors
|
-0.434 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
1.094 | 0.720 |
The National Institute of Technology Kurukshetra demonstrates a robust scientific integrity profile, reflected in a favorable overall risk score of -0.228. The institution exhibits significant strengths in critical areas of research practice, particularly in its exceptionally low rates of retracted output and hyper-authored publications, indicating strong preemptive quality controls and a culture of accountable authorship. While the overall performance is positive, moderate risks are observed in institutional self-citation, publication in discontinued journals, and most notably, a higher-than-average rate of redundant output (salami slicing). These areas warrant strategic attention. The institution's strong academic standing, evidenced by its high national rankings in the SCImago Institutions Rankings, especially in Social Sciences, Mathematics, and Computer Science, is well-aligned with its mission to deliver "quality technical education" and generate "cutting-edge technologies." However, the identified risk of redundant output could potentially undermine the pursuit of "futuristic knowledge" by incentivizing publication volume over substantive impact. To fully align its practices with its mission of excellence and social responsibility, the institution is encouraged to leverage its solid integrity foundation while developing targeted guidelines to mitigate these moderate risks, thereby securing its long-term reputation and impact.
The institution shows a slight divergence from the national trend, with a low but noticeable signal for multiple affiliations (Z-score: -0.851) in a country context where this practice is virtually non-existent (Z-score: -0.927). This suggests a minor increase in risk activity compared to the national baseline. While multiple affiliations are often a legitimate result of researcher mobility or partnerships between universities, this small deviation warrants observation to ensure it reflects genuine collaboration rather than early signs of strategic attempts to inflate institutional credit or “affiliation shopping”.
The institution demonstrates a remarkable preventive isolation from national trends, maintaining a very low rate of retracted output (Z-score: -0.409) while the country shows a medium-risk dynamic (Z-score: 0.279). This indicates that the institution's internal quality control and supervision mechanisms are robust and effective, successfully preventing the systemic issues observed elsewhere. A rate significantly lower than the average, especially in a high-risk environment, points to a strong culture of integrity and methodological rigor that prevents potential malpractice or errors from reaching the publication stage, safeguarding its scientific reputation.
The institution exhibits differentiated management of a risk that is common at the national level. With a medium Z-score of 0.267, its rate of institutional self-citation is considerably more moderate than the national average of 0.520. This suggests that while there is a tendency towards internal citation, the institution is successfully mitigating the more extreme dynamics seen across the country. A certain level of self-citation is natural, reflecting the continuity of research lines; however, it is crucial to continue managing this indicator to avoid creating scientific 'echo chambers' and ensure that the institution's academic influence is validated by the global community, not just inflated by internal dynamics.
The institution demonstrates effective, differentiated management in selecting publication venues, a risk area where the country shows significant vulnerability. The center's medium Z-score of 0.446 is less than half the national average of 1.099, indicating a more rigorous approach to avoiding low-quality or predatory journals. A high proportion of output in discontinued journals constitutes a critical alert regarding due diligence. The institution's relative success in this area protects its reputational standing, but the existing medium-level risk still calls for reinforcing information literacy among researchers to completely avoid channeling valuable work through media that do not meet international ethical or quality standards.
The institution shows a strong, low-profile consistency, with a near-total absence of hyper-authored publications (Z-score: -1.370), a signal that aligns with and even improves upon the low-risk national standard (Z-score: -1.024). This result is highly positive, indicating that authorship practices are transparent and individual accountability is maintained. The data suggests that the institution's research culture successfully distinguishes between necessary massive collaboration and the risk of 'honorary' or political authorship practices, reinforcing the integrity of its academic contributions.
The institution maintains a prudent and sustainable research profile, managing its collaborative impact with more rigor than the national standard. Its low Z-score of -0.768, compared to the country's -0.292, indicates a healthy balance between the impact of its overall output and the impact of research where it holds intellectual leadership. This suggests that the institution's scientific prestige is largely structural and derived from its own internal capacity, rather than being overly dependent on external partners for impact. This is a sign of a mature and self-sufficient research ecosystem.
The institution demonstrates a prudent profile regarding author productivity, with a lower risk signal (Z-score: -0.434) than the national standard (Z-score: -0.067). This indicates that the institution’s processes are managed with rigor, effectively discouraging extreme individual publication volumes that can challenge the limits of meaningful intellectual contribution. By maintaining this control, the institution mitigates potential imbalances between quantity and quality, pointing away from risks such as coercive authorship or the assignment of authorship without real participation, thereby protecting the integrity of its scientific record.
The institution operates in total integrity synchrony with its national environment regarding the use of in-house journals. The Z-scores for both the center (-0.268) and the country (-0.250) are very low and virtually identical, signaling a complete alignment with a context of maximum scientific security in this area. This demonstrates a clear commitment to external validation and global visibility, avoiding the risks of academic endogamy or potential conflicts of interest that can arise from over-reliance on institutional publication channels as 'fast tracks' for publication.
In the area of redundant output, the institution shows a high exposure to risk, with a Z-score of 1.094 that is notably higher than the national average of 0.720. This suggests the institution is more prone than its peers to practices that may fragment research findings. Massive and recurring bibliographic overlap between simultaneous publications can indicate 'salami slicing,' where a coherent study is divided into minimal publishable units to artificially inflate productivity. This practice not only distorts available scientific evidence but also prioritizes volume over significant new knowledge, warranting a review of institutional incentives and author guidelines.
