| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.367 | -0.927 |
|
Retracted Output
|
-0.493 | 0.279 |
|
Institutional Self-Citation
|
0.600 | 0.520 |
|
Discontinued Journals Output
|
0.405 | 1.099 |
|
Hyperauthored Output
|
-1.206 | -1.024 |
|
Leadership Impact Gap
|
-1.085 | -0.292 |
|
Hyperprolific Authors
|
-0.746 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
-0.369 | 0.720 |
Sant Longowal Institute of Engineering and Technology demonstrates a robust scientific integrity profile, with an overall risk score of -0.408 indicating performance that is healthier than the global average. The institution's strengths are widespread, showing exceptional control over retraction rates, hyper-authorship, and dependency on external leadership. The primary areas for strategic attention are a moderate rate of institutional self-citation, which exceeds the national average, and a presence in discontinued journals, although this is managed more effectively than in the rest of the country. This strong integrity foundation supports its notable academic positioning, as evidenced by SCImago Institutions Rankings data, particularly in key areas such as Agricultural and Biological Sciences (ranked 38th in India), Biochemistry, Genetics and Molecular Biology (62nd), and Physics and Astronomy (99th). The institution's mission to promote "modern technology" and a "close interface with the industry" is directly supported by its high standards of research integrity. However, the identified risks, such as potential academic endogamy, could limit the global collaboration and external validation necessary to fully achieve this mission. The institution is encouraged to build upon its solid foundation by implementing targeted awareness and quality control policies in the identified areas of moderate risk, thereby ensuring its operational practices are fully aligned with its ambitious strategic vision.
The institution shows a complete absence of risk signals related to multiple affiliations, with a Z-score of -1.367 that is even lower than the already minimal national average of -0.927. This indicates a state of total operational silence in this area. While multiple affiliations can be legitimate, this very low score confirms that the institution's affiliation practices are transparent and well-governed, with no evidence of strategic attempts to inflate institutional credit or engage in “affiliation shopping”.
The institution demonstrates a remarkable capacity for preventive isolation from national trends, with a Z-score of -0.493 in a country context where this indicator shows moderate risk (Z-score: 0.279). This strong negative score suggests that the institution's quality control and supervision mechanisms are highly effective. Unlike the broader environment, the institution does not replicate the risk dynamics that can lead to a high rate of retractions, indicating a robust integrity culture where potential methodological flaws or malpractice are addressed prior to publication.
The institution's rate of institutional self-citation (Z-score: 0.600) is more pronounced than the national average (Z-score: 0.520), indicating a higher exposure to the associated risks than its peers. A certain level of self-citation is natural, reflecting the continuity of research lines; however, this elevated rate can signal a tendency towards scientific isolation or 'echo chambers'. This value warns of the potential for endogamous impact inflation, where the institution's academic influence might be oversized by internal dynamics rather than validated by the broader global community, a point that merits strategic review.
The institution exhibits differentiated management in its publication strategy, with a Z-score of 0.405 for output in discontinued journals, which is significantly lower than the national average of 1.099. This indicates that the institution is successfully moderating a risk that appears to be more common at the national level. Despite the presence of some publications in such journals, the lower rate suggests a more effective due diligence process in selecting dissemination channels. However, as any presence constitutes an alert, continuous improvement in information literacy is needed to completely avoid channeling resources toward 'predatory' or low-quality practices and protect institutional reputation.
With a Z-score of -1.206, the institution demonstrates a very low incidence of hyper-authored output, a figure that is consistent with and even slightly better than the low-risk national profile (Z-score: -1.024). This absence of risk signals indicates that authorship practices are well-aligned with disciplinary norms. The data suggests that the institution effectively distinguishes between necessary massive collaboration and questionable 'honorary' or political authorship practices, thereby upholding individual accountability and transparency in its publications.
The institution shows a very low gap between its overall impact and the impact of research under its own leadership (Z-score: -1.085), a profile that is significantly healthier than the national standard (Z-score: -0.292). This result is a strong indicator of scientific autonomy and sustainability. It suggests that the institution's prestige is not dependent on external partners but is generated by a robust internal capacity for intellectual leadership, reflecting a mature and self-sufficient research ecosystem where excellence is structural and not merely the result of strategic positioning in collaborations.
The institution maintains a prudent profile regarding hyperprolific authors, with a Z-score of -0.746 that is considerably lower than the national average of -0.067. This suggests that its internal processes are managed with more rigor than the national standard. The data indicates a healthy balance between productivity and quality, with no signs of the extreme individual publication volumes that can challenge the limits of meaningful intellectual contribution and point to risks like coercive authorship or the prioritization of metrics over scientific integrity.
The institution's rate of publication in its own journals (Z-score: -0.268) is almost perfectly aligned with the national benchmark (Z-score: -0.250), demonstrating integrity synchrony with its environment. This indicates that there is no excessive dependence on in-house journals, which mitigates potential conflicts of interest and the risk of academic endogamy. The institution's practices suggest that its scientific production is channeled through standard competitive validation processes, ensuring it undergoes independent external peer review and achieves global visibility.
The institution demonstrates notable resilience against a risk that is more prevalent at the national level, with a Z-score for redundant output of -0.369 compared to the country's medium-risk score of 0.720. This suggests that internal control mechanisms are effectively mitigating systemic pressures to inflate productivity. The low rate indicates that the practice of dividing studies into 'minimal publishable units' to artificially boost publication counts is not a concern, reflecting a culture that prioritizes the generation of significant new knowledge over volume.
