| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.276 | -0.927 |
|
Retracted Output
|
-0.381 | 0.279 |
|
Institutional Self-Citation
|
0.842 | 0.520 |
|
Discontinued Journals Output
|
1.225 | 1.099 |
|
Hyperauthored Output
|
-1.340 | -1.024 |
|
Leadership Impact Gap
|
-1.340 | -0.292 |
|
Hyperprolific Authors
|
-0.886 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
4.887 | 0.720 |
The ISS Academy of Technical Education, Noida, demonstrates a complex scientific integrity profile, with an overall risk score of 0.140 that reflects a combination of exceptional strengths and critical vulnerabilities. The institution exhibits robust internal governance in key areas, evidenced by very low risk signals in Retracted Output, Hyper-Authored Output, and the gap between its overall impact and that of its internally-led research. These results suggest strong quality control mechanisms and genuine intellectual leadership. However, this positive foundation is severely undermined by a significant risk level in Redundant Output (Salami Slicing), which is a critical outlier compared to the national average. This, coupled with medium-risk exposure in Institutional Self-Citation and Output in Discontinued Journals, points to systemic issues in publication strategy that require immediate attention. According to SCImago Institutions Rankings data, the institution's strongest thematic areas include Pharmacology, Toxicology and Pharmaceutics, Engineering, and Mathematics. The identified integrity risks, particularly the practice of fragmenting research to inflate publication counts, directly threaten the credibility and long-term impact of these specialized fields. Upholding a mission of academic excellence requires that the volume of output is matched by its substantive quality and ethical rigor. By addressing these publication-related vulnerabilities while building on its demonstrated strengths in research integrity, the Academy can ensure its contributions are both impactful and reputable, fully aligning its practices with its strategic goals.
The institution presents a Z-score of -0.276, while the national average is -0.927. This score indicates a slight divergence from the national context, where the institution shows low but discernible signals of this activity in an environment where it is almost non-existent. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this minor deviation suggests that the institution's collaboration patterns differ from the national norm. It warrants a review to ensure that all affiliations are transparent and reflect substantive collaborative contributions rather than early signs of strategic attempts to inflate institutional credit.
The institution's Z-score of -0.381 stands in stark contrast to the national average of 0.279. This excellent result demonstrates a form of preventive isolation, where the institution successfully avoids the medium-risk dynamics for retractions observed across the country. Retractions can be complex, but such a low score is a strong positive signal. It suggests that the institution's quality control mechanisms and supervisory processes prior to publication are highly effective, preventing the types of unintentional errors or potential malpractice that lead to retractions elsewhere and showcasing a robust culture of scientific integrity.
With a Z-score of 0.842, the institution shows a higher rate of self-citation than the national average of 0.520. Although both operate within a medium-risk framework, the institution's higher score indicates a greater exposure to this risk. A certain level of self-citation is natural, reflecting ongoing research lines. However, this disproportionately high rate signals a potential for concerning scientific isolation or 'echo chambers' where work is validated internally without sufficient external scrutiny. This trend warns of the risk of endogamous impact inflation, suggesting that the institution's academic influence may be oversized by internal dynamics rather than broader recognition from the global community.
The institution's Z-score of 1.225 is slightly above the national average of 1.099, placing it in a position of high exposure within a country already facing a medium-level challenge in this area. This indicates that the institution is more prone than its national peers to publishing in journals that fail to meet international ethical or quality standards. This practice exposes the institution to severe reputational risks and suggests an urgent need to improve due diligence and information literacy among its researchers to avoid channeling valuable scientific work into 'predatory' or low-quality dissemination channels.
The institution demonstrates an exceptionally low Z-score of -1.340, which is even more favorable than the country's low-risk average of -1.024. This result signifies a low-profile consistency, where the complete absence of risk signals aligns with and improves upon the national standard. It strongly suggests that authorship practices at the institution are transparent and accountable, effectively avoiding the risk of author list inflation. This indicates a culture where credit is assigned based on meaningful contribution, distinguishing the institution's practices from the 'honorary' or political authorship seen elsewhere.
With a Z-score of -1.340, the institution shows an exemplary performance, far exceeding the low-risk national average of -0.292. This very low score indicates a near-perfect alignment between the impact of its total output and the impact of research where it holds intellectual leadership. This is a powerful indicator of institutional resilience and sustainability, suggesting that its scientific prestige is structural and generated by strong internal capacity. Unlike institutions that may depend on external partners for impact, these results show that the Academy's excellence metrics are a direct result of its own research capabilities.
The institution's Z-score of -0.886 is significantly lower than the national average of -0.067, even though both fall within the low-risk category. This demonstrates a prudent profile, suggesting the institution manages its research processes with more rigor than the national standard. While high productivity can be a sign of leadership, this controlled rate indicates a healthy balance between quantity and quality. It suggests the institution effectively mitigates the risks of coercive authorship or the assignment of credit without real participation, prioritizing the integrity of the scientific record over sheer volume.
The institution's Z-score of -0.268 is almost identical to the national average of -0.250, reflecting a state of integrity synchrony. This total alignment with an environment of maximum scientific security in this area is highly positive. It indicates that the institution does not rely on its own journals for publication, thus avoiding potential conflicts of interest and academic endogamy. By consistently seeking external, independent peer review for its research, the institution ensures its work is validated against global standards and enhances its international visibility.
The institution's Z-score of 4.887 is a critical red flag, representing a significant-risk situation that dramatically accentuates the vulnerabilities present in the national system, where the average is a medium-risk 0.720. This severe discrepancy suggests a systemic issue. A high value in this indicator alerts to the practice of dividing a coherent study into minimal publishable units to artificially inflate productivity metrics. This practice not only distorts the available scientific evidence and overburdens the peer-review system but also prioritizes volume over the generation of significant new knowledge, demanding an urgent and thorough review of publication ethics and author guidelines.
