| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.610 | -0.927 |
|
Retracted Output
|
2.117 | 0.279 |
|
Institutional Self-Citation
|
-0.371 | 0.520 |
|
Discontinued Journals Output
|
1.058 | 1.099 |
|
Hyperauthored Output
|
-1.374 | -1.024 |
|
Leadership Impact Gap
|
-1.351 | -0.292 |
|
Hyperprolific Authors
|
-1.413 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
-0.076 | 0.720 |
The Institute of Engineering and Technology, Lucknow, presents a profile of notable contrasts, with an overall integrity score of 0.681 reflecting a combination of significant strengths in individual research conduct and critical vulnerabilities in its publication and affiliation strategies. The institution demonstrates exceptional control over risks related to authorship and intellectual leadership, including very low rates of hyper-prolific authors, hyper-authored output, and a minimal gap in impact from led research. However, these strengths are offset by a significant risk in its Rate of Retracted Output and a medium risk in its Rate of Multiple Affiliations and use of Discontinued Journals. Thematically, SCImago Institutions Rankings data highlights the institute's national prominence in Physics and Astronomy (ranked 9th in India), followed by strong positions in Mathematics (203rd) and Chemistry (252nd). The identified risks, particularly the high rate of retractions, directly challenge the institutional mission to provide "values based professional education" and establish "global state-of-art facilities," as they undermine the credibility and quality of its research output. To fully align its practices with its mission, the institute is advised to leverage its strong internal research culture to implement rigorous pre-publication quality controls and a strategic dissemination policy that safeguards its growing reputation.
The institution exhibits a Z-score of 1.610, a stark contrast to the national average of -0.927. This significant divergence from a country where multiple affiliations are uncommon constitutes a monitoring alert, signaling an unusual level of risk that requires a review of its underlying causes. While multiple affiliations can be a legitimate result of partnerships, a disproportionately high rate can signal strategic attempts to inflate institutional credit or “affiliation shopping.” The data suggests the institution's affiliation practices are an outlier within its national context, warranting an internal review to ensure they reflect genuine collaboration rather than metric-driven strategies.
With a Z-score of 2.117, the institution's rate of retractions is critically high, amplifying a vulnerability already present in the national system, which has a score of 0.279. This accentuation of risk suggests that systemic institutional factors may be exacerbating a broader national trend. Retractions are complex events, but a rate significantly higher than the average alerts to a serious vulnerability in the institution's integrity culture. This Z-score indicates that quality control mechanisms prior to publication may be failing systemically, pointing to possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to protect its scientific reputation.
The institution demonstrates a Z-score of -0.371, indicating a low-risk profile that contrasts favorably with the national average of 0.520. This suggests a high degree of institutional resilience, as internal control mechanisms appear to successfully mitigate the systemic risks of self-citation observed elsewhere in the country. A certain level of self-citation is natural, but by maintaining a rate below the national average, the institution avoids the creation of scientific 'echo chambers.' This performance signals that the institution's academic influence is validated by the global community rather than being inflated by endogamous internal dynamics.
The institution's Z-score of 1.058 is nearly identical to the national average of 1.099, indicating that its publication behavior in this area reflects a shared, systemic pattern at the national level. This alignment points to a widespread challenge in the selection of dissemination channels. A high proportion of publications in such journals constitutes a critical alert regarding due diligence. 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 information literacy to avoid wasting resources on 'predatory' or low-quality practices.
With a Z-score of -1.374, the institution shows a very low incidence of hyper-authored publications, a positive signal that aligns with the low-risk national standard (Z-score of -1.024). This low-profile consistency demonstrates a healthy and transparent approach to authorship attribution. The absence of risk signals in this area confirms that the institution successfully distinguishes between necessary massive collaboration in 'Big Science' and questionable practices like 'honorary' authorship, thereby preserving individual accountability within its research ecosystem.
The institution reports a Z-score of -1.351, indicating a very low and therefore positive gap, which is consistent with the low-risk national environment (Z-score of -0.292). This result signals strong scientific autonomy and sustainability. It is common for institutions to rely on external partners for impact, but this low score suggests that the institution's scientific prestige is structural and derived from its own internal capacity. This reflects a healthy dynamic where excellence metrics result from genuine intellectual leadership, not just strategic positioning in collaborations.
The institution's Z-score of -1.413 is exceptionally low, indicating a near-total absence of hyperprolific authors and aligning with the low-risk national context (Z-score of -0.067). This low-profile consistency is a strong indicator of a research environment that prioritizes quality over sheer volume. By avoiding extreme individual publication volumes, the institution mitigates risks such as coercive authorship or 'salami slicing,' ensuring that authorship is tied to meaningful intellectual contribution and upholding the integrity of its scientific record.
The institution's Z-score of -0.268 is virtually identical to the country's Z-score of -0.250, demonstrating perfect integrity synchrony. This total alignment with an environment of maximum scientific security shows that the institution does not rely on its own journals for publication. This practice avoids potential conflicts of interest and the risk of academic endogamy, ensuring that its scientific production consistently undergoes independent, external peer review. This commitment to external validation enhances the global visibility and credibility of its research.
With a Z-score of -0.076, the institution shows strong resilience against the practice of redundant publication, especially when compared to the higher national average of 0.720. This indicates that the institution's control mechanisms are effective in mitigating a risk that is more prevalent in its environment. By maintaining a low rate of bibliographic overlap, the institution demonstrates a culture that values the contribution of significant new knowledge over the artificial inflation of productivity through data fragmentation or 'salami slicing,' thereby strengthening the quality and reliability of the scientific evidence it produces.