| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.633 | -0.927 |
|
Retracted Output
|
-0.287 | 0.279 |
|
Institutional Self-Citation
|
1.681 | 0.520 |
|
Discontinued Journals Output
|
0.722 | 1.099 |
|
Hyperauthored Output
|
-1.041 | -1.024 |
|
Leadership Impact Gap
|
-1.160 | -0.292 |
|
Hyperprolific Authors
|
0.196 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
2.232 | 0.720 |
Pranveer Singh Institute of Technology demonstrates a generally positive scientific integrity profile, reflected in its overall score of 0.073. The institution exhibits significant strengths in maintaining intellectual leadership, with a very low gap between its overall impact and the impact of research led by its own authors, and shows no signs of academic endogamy through institutional journals. However, areas requiring strategic attention have been identified, particularly a high exposure to institutional self-citation and redundant output (salami slicing), alongside a moderate deviation in the rate of hyperprolific authors. These practices could subtly undermine the institution's mission to cultivate "responsible and productive professionals," as they prioritize metric volume over the substantive, society-oriented innovation the mission espouses. According to SCImago Institutions Rankings data, the institution's strongest thematic areas include Business, Management and Accounting (ranked 40th in India), Medicine (153rd), and Pharmacology, Toxicology and Pharmaceutics (209th). To fully align its operational practices with its stated values of excellence and social responsibility, it is recommended that the institution leverage its clear strengths in research autonomy and quality control to develop targeted policies that address the identified vulnerabilities, thereby ensuring its productivity is both robust and ethically sound.
The institution presents a Z-score of -0.633, while the national average is -0.927. This indicates a slight divergence from the national context. While the country as a whole shows virtually no signals of this risk, the institution displays a minimal but observable level of activity. This suggests that the institution's collaboration patterns lead to a slightly higher incidence of multiple affiliations than is typical in India. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this minor deviation warrants a review to ensure all affiliations are transparent and reflect substantive contributions, preventing any strategic attempts to inflate institutional credit.
With a Z-score of -0.287 compared to the national average of 0.279, the institution demonstrates notable resilience against a risk more prevalent in the country. This suggests that the institution's internal quality control mechanisms are effectively mitigating the systemic factors that contribute to a higher retraction rate nationally. Retractions can be complex, but a rate significantly lower than the national context points towards robust pre-publication review and a strong integrity culture. This performance indicates that the institution's supervision and methodological rigor are succeeding in preventing the kinds of errors or malpractice that lead to retractions elsewhere.
The institution's Z-score of 1.681 is significantly higher than the national average of 0.520, indicating high exposure to this risk factor. Although this is a shared vulnerability at the national level, the institution is more prone to this behavior than its peers. A certain level of self-citation is natural, reflecting the continuity of research lines. However, this disproportionately high rate signals a potential for concerning scientific isolation or 'echo chambers' where the institution validates its own work 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 by broader recognition from the global community.
The institution shows a Z-score of 0.722, which is lower than the national average of 1.099. This demonstrates differentiated management of a risk that is common in the country. While the national context shows a notable tendency to publish in journals that fail to meet international standards, the institution appears to moderate this risk more effectively. Nevertheless, a medium risk level remains an alert. A high proportion of output in such channels can expose the institution to severe reputational damage. This finding suggests a need for continued improvement in information literacy and due diligence to ensure that research resources are not wasted on 'predatory' or low-quality dissemination practices.
With a Z-score of -1.041, which is almost identical to the national average of -1.024, the institution's performance reflects statistical normality. The risk level is as expected for its context, indicating that authorship practices are in line with national standards. This indicator serves as a signal to distinguish between necessary massive collaboration and 'honorary' or political authorship practices that dilute individual accountability. The institution's alignment with the national norm suggests that author list inflation is not a current area of concern.
The institution's Z-score of -1.160 contrasts favorably with the national average of -0.292. This low-profile consistency, where the absence of risk signals is even more pronounced than the national standard, is a significant strength. It indicates that the institution's scientific prestige is not dependent on external partners but is driven by its own structural capacity. A wide positive gap can signal a sustainability risk where excellence is exogenous. The institution's excellent result suggests that its impact metrics are the result of real internal capability and intellectual leadership, ensuring its scientific contributions are both authentic and sustainable.
The institution's Z-score of 0.196 represents a moderate deviation from the national average of -0.067. This shows a greater sensitivity to this risk factor compared to its national peers, where this behavior is less common. Extreme individual publication volumes often challenge the limits of human capacity for meaningful intellectual contribution. This indicator alerts to potential imbalances between quantity and quality, pointing to risks such as coercive authorship, 'salami slicing,' or the assignment of authorship without real participation. This deviation warrants a review of internal incentive structures to ensure they prioritize scientific integrity over sheer volume.
With a Z-score of -0.268, the institution is in close alignment with the national average of -0.250. This integrity synchrony signifies a total alignment with an environment of maximum scientific security on this indicator. By avoiding excessive dependence on its own journals, the institution successfully mitigates potential conflicts of interest where it would act as both judge and party. This practice ensures its scientific production undergoes independent external peer review, enhancing its global visibility and validating its research through standard competitive channels rather than internal 'fast tracks'.
The institution's Z-score of 2.232 reveals high exposure to this risk, standing in stark contrast to the national average of 0.720. While this is a medium-risk issue for the country, the institution is significantly more prone to this practice than its environment. This high value alerts to the potential practice of dividing a coherent study into minimal publishable units to artificially inflate productivity metrics. Such data fragmentation not only distorts the available scientific evidence but also overburdens the peer review system. This finding suggests an urgent need to address publication strategies that prioritize volume over the generation of significant new knowledge.
