| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
2.196 | -0.927 |
|
Retracted Output
|
-0.371 | 0.279 |
|
Institutional Self-Citation
|
-1.091 | 0.520 |
|
Discontinued Journals Output
|
1.815 | 1.099 |
|
Hyperauthored Output
|
-1.244 | -1.024 |
|
Leadership Impact Gap
|
-1.037 | -0.292 |
|
Hyperprolific Authors
|
-0.668 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
0.466 | 0.720 |
Dr APJ Abdul Kalam Technical University, Lucknow, demonstrates a robust foundation in scientific integrity, marked by a commendable overall performance with significant areas of strength. The institution excels in maintaining very low-risk profiles for Institutional Self-Citation, Hyper-Authored Output, and the independence of its scientific impact, indicating a healthy integration with the global research community and strong internal governance. However, this positive outlook is contrasted by medium-risk signals in the Rate of Multiple Affiliations, Rate of Output in Discontinued Journals, and Rate of Redundant Output, which require strategic intervention. These vulnerabilities coexist with the institution's recognized thematic strengths, as evidenced by its SCImago Institutions Rankings in key areas such as Engineering, Mathematics, and Pharmacology, Toxicology and Pharmaceutics. Although the institution's specific mission statement was not available for this analysis, the identified risks—particularly those related to publication channel selection and authorship transparency—could undermine universal academic goals of excellence and social responsibility. To fully align its operational practices with its thematic potential, it is recommended that the university focuses on refining its publication policies and enhancing author guidance to mitigate these specific risks, thereby safeguarding its reputation and ensuring the long-term integrity of its scientific contributions.
The institution presents a Z-score of 2.196 in this area, a figure that stands out significantly against the national average of -0.927. This disparity signals an unusual level of risk for the national context and requires a review of its underlying causes. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, a disproportionately high rate can signal strategic attempts to inflate institutional credit or “affiliation shopping.” This indicator serves as a monitoring alert to investigate authorship and affiliation patterns to ensure they reflect genuine collaboration and transparent attribution.
With a Z-score of -0.371, the institution demonstrates a lower rate of retracted output compared to the national average of 0.279. This suggests a notable degree of institutional resilience, where internal control mechanisms appear to be successfully mitigating the systemic risks observed elsewhere in the country. This favorable result indicates that quality control processes prior to publication are robust, effectively preventing the types of unintentional errors or malpractice that often lead to retractions and reflecting a responsible culture of supervision.
The institution's Z-score for self-citation is -1.091, in stark contrast to the national average of 0.520. This indicates a commendable preventive isolation, as the institution does not replicate the risk dynamics of endogamous citation patterns prevalent in its environment. Such a low rate reflects a healthy integration with the global scientific community, where research is validated by broad external scrutiny rather than through internal 'echo chambers,' ensuring that its academic influence is based on widespread recognition and not inflated by internal dynamics.
The institution's Z-score of 1.815 for output in discontinued journals is notably higher than the national average of 1.099. This suggests a high exposure to this particular risk, indicating that the institution is more prone than its national peers to publishing in channels of questionable quality. A high proportion of publications in such journals constitutes a critical alert regarding due diligence in selecting dissemination channels. This pattern suggests an urgent need for enhanced information literacy among researchers to avoid channeling valuable work through media that do not meet international ethical or quality standards, thereby preventing reputational damage and the misallocation of resources to 'predatory' practices.
The institution shows a Z-score of -1.244 for hyper-authored output, which is in line with the low-risk national profile indicated by a score of -1.024. This low-profile consistency demonstrates that the institution's authorship practices align with the national standard, showing no signals of author list inflation outside of disciplines where it is common. This result suggests that authorship is generally attributed transparently and responsibly, avoiding the dilution of individual accountability and other questionable practices.
With a Z-score of -1.037, the institution shows a minimal gap between its overall impact and the impact of research where it holds leadership, a figure that is even more favorable than the national average of -0.292. This low-profile consistency indicates the absence of risk signals in this domain. It strongly suggests that the institution's scientific prestige is built on structural, internal capacity rather than being dependent on external collaborations where it does not exercise intellectual leadership, reflecting a sustainable and autonomous research ecosystem.
The institution's Z-score for hyperprolific authors is -0.668, which is considerably lower than the national average of -0.067. This prudent profile suggests that the institution manages its research processes with more rigor than the national standard. The absence of extreme individual publication volumes indicates a healthy balance between quantity and quality, steering clear of risks such as coercive authorship, 'salami slicing,' or the assignment of credit without meaningful intellectual contribution, and instead prioritizing the integrity of the scientific record.
The institution's Z-score of -0.268 for output in its own journals is almost identical to the national average of -0.250. This demonstrates a clear integrity synchrony, showing total alignment with a national environment of maximum scientific security in this regard. The minimal reliance on in-house journals for publication indicates that research is consistently subjected to independent external peer review, avoiding potential conflicts of interest and ensuring its work is validated within the global scientific community rather than through potentially endogamous channels.
The institution's Z-score for redundant output is 0.466, which, while indicating a medium risk level, is notably lower than the national average of 0.720. This reflects a differentiated management approach, where the institution appears to be successfully moderating a risk that is more common at the national level. Although the signal warrants attention, the lower score suggests that practices like 'salami slicing'—dividing a coherent study into minimal publishable units to artificially inflate productivity—are less prevalent here than in the broader environment, showing a greater institutional commitment to publishing significant, new knowledge.
