| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.676 | -0.927 |
|
Retracted Output
|
-0.437 | 0.279 |
|
Institutional Self-Citation
|
0.986 | 0.520 |
|
Discontinued Journals Output
|
1.537 | 1.099 |
|
Hyperauthored Output
|
-1.230 | -1.024 |
|
Leadership Impact Gap
|
-1.777 | -0.292 |
|
Hyperprolific Authors
|
2.171 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
2.410 | 0.720 |
Guru Nanak Dev Engineering College, Ludhiana, presents a composite integrity profile with an overall score of 0.454, indicating a balance of commendable strengths and areas requiring strategic attention. The institution demonstrates exceptional control in key areas of research integrity, notably showing very low risk in retracted output, hyper-authored publications, and output in institutional journals, suggesting robust internal quality controls and a strong foundation of responsible conduct. However, this is contrasted by medium-risk signals in five indicators, including a high rate of redundant output, publication in discontinued journals, and hyperprolific authorship, which are more pronounced than national trends. These vulnerabilities could undermine the institution's core mission to provide "quality training" and inculcate "moral, ethical, spiritual values." While specific thematic strengths from the SCImago Institutions Rankings were not available for this analysis, the identified integrity risks directly challenge the pursuit of genuine excellence and social responsibility. A focused effort to mitigate these publication-related risks will be crucial to ensure that the institution's practices fully align with its stated ethical commitments, thereby safeguarding its long-term reputation and impact.
The institution's Z-score of 0.676 represents a significant departure from the national average of -0.927, which is in the very low-risk category. This disparity acts as a monitoring alert, as the college exhibits an unusual risk level for its national context, requiring a review of its causes. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, such a high rate in an otherwise low-risk environment can signal strategic attempts to inflate institutional credit or “affiliation shopping,” warranting a closer look at affiliation policies to ensure they reflect substantive collaborative work.
With a Z-score of -0.437, the institution demonstrates an exemplary performance, especially when contrasted with the country's medium-risk score of 0.279. This reflects a state of preventive isolation, where the college does not replicate the risk dynamics observed in its environment. A rate significantly lower than the national average suggests that quality control mechanisms prior to publication are robust and effective. This signifies a strong integrity culture and responsible supervision, protecting the institution from the systemic vulnerabilities that may lead to retractions elsewhere.
The institution's Z-score of 0.986 indicates a higher exposure to risk than the national average of 0.520. Although both fall within the medium-risk category, the college's elevated score suggests it is more prone to developing scientific 'echo chambers.' A disproportionately high rate of self-citation can signal concerning scientific isolation where the institution validates its own work without sufficient external scrutiny. This warns of the risk of endogamous impact inflation, suggesting that the institution's academic influence may be oversized by internal dynamics rather than recognition from the global community.
The Z-score of 1.537 for the institution is notably higher than the national average of 1.099, signaling a high exposure to this particular risk. This pattern constitutes a critical alert regarding the due diligence applied in selecting dissemination channels. A high Z-score indicates that a significant portion of scientific production is being channeled through media that may 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.
The institution's Z-score of -1.230 is firmly in the very low-risk category, showing low-profile consistency with the national standard (-1.024). The absence of risk signals in this area is a positive finding. It suggests that the institution's authorship practices are transparent and accountable, avoiding the trend of author list inflation. This indicates a culture that values genuine contribution over the dilution of individual responsibility through 'honorary' or political authorship.
With a Z-score of -1.777, the institution shows a very low risk, performing better than the national average of -0.292. This low-profile consistency indicates that the institution is not overly reliant on external partners for its impact. A minimal gap suggests that its scientific prestige is not dependent and exogenous but rather structural and built upon real internal capacity. This reflects a sustainable research model where the institution exercises intellectual leadership in its collaborations.
The institution's Z-score of 2.171 marks a moderate deviation from the low-risk national average of -0.067. This indicates a greater sensitivity to risk factors than its peers, which warrants a review. Extreme individual publication volumes often challenge the limits of human capacity for meaningful intellectual contribution. This high indicator alerts to potential imbalances between quantity and quality, pointing to risks such as coercive authorship, 'salami slicing,' or authorship assigned without real participation—dynamics that prioritize metrics over the integrity of the scientific record.
The institution's Z-score of -0.268 demonstrates integrity synchrony with the national average of -0.250. This total alignment within a very low-risk environment is a sign of good governance. It shows that the institution avoids the conflicts of interest inherent in relying on in-house journals, ensuring its scientific production bypasses potential academic endogamy. This practice promotes independent external peer review, which is essential for global visibility and standard competitive validation.
With a Z-score of 2.410, the institution shows a significantly higher exposure to this risk than the national average of 0.720. This high value alerts to the practice of dividing a coherent study into minimal publishable units to artificially inflate productivity, a practice known as 'salami slicing.' This massive and recurring bibliographic overlap between publications distorts the available scientific evidence and overburdens the review system, prioritizing volume over the generation of significant new knowledge.
