| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.529 | -0.927 |
|
Retracted Output
|
0.681 | 0.279 |
|
Institutional Self-Citation
|
0.933 | 0.520 |
|
Discontinued Journals Output
|
1.859 | 1.099 |
|
Hyperauthored Output
|
0.474 | -1.024 |
|
Leadership Impact Gap
|
0.998 | -0.292 |
|
Hyperprolific Authors
|
0.581 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
0.103 | 0.720 |
Gauhati University presents a complex integrity profile, marked by an overall score of 0.580 that reflects both significant strengths and areas requiring strategic attention. The institution demonstrates exemplary control in areas such as the Rate of Multiple Affiliations and Rate of Output in Institutional Journals, where its performance aligns with or exceeds national standards, indicating robust governance in these domains. However, a cluster of medium-risk indicators, particularly concerning Retracted Output, Institutional Self-Citation, and publication in Discontinued Journals, reveals vulnerabilities that are more pronounced than the national average. These signals of high exposure suggest a need to reinforce quality control and due diligence mechanisms. The university's strong thematic rankings, especially within the top 100 in India for Energy (40), Medicine (59), and Pharmacology, Toxicology and Pharmaceutics (98), highlight its capacity for high-impact research. While its mission statement was not available for this analysis, any commitment to academic excellence and social responsibility is inherently challenged by risks that could compromise research quality and reputation. To secure its leadership in key fields, it is recommended that the university leverage its governance strengths to develop targeted interventions that mitigate its identified vulnerabilities, ensuring its research practices fully align with its strategic ambitions.
With a Z-score of -1.529, which is even lower than the national average of -0.927, the institution demonstrates a complete absence of risk signals in this area. This indicates total operational silence regarding potentially problematic affiliation practices. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, disproportionately high rates can signal strategic attempts to inflate institutional credit. Gauhati University's profile suggests a clear and transparent affiliation policy, operating with greater rigor than the national standard and ensuring that institutional credit is earned through direct and verifiable contributions.
The institution's Z-score of 0.681 is notably higher than the national average of 0.279, suggesting a greater exposure to the factors that can lead to retractions compared to its national peers. Retractions are complex events, and while some may result from the honest correction of errors, a rate significantly higher than the norm suggests that quality control mechanisms prior to publication may be failing systemically. This heightened vulnerability points to a potential weakness in the institution's integrity culture, indicating that possible recurring malpractice or a lack of methodological rigor may require immediate qualitative verification by management.
With a Z-score of 0.933, the university exhibits a higher rate of institutional self-citation compared to the national benchmark of 0.520, indicating a greater tendency toward internal citation patterns. A certain level of self-citation is natural and reflects the continuity of established research lines. However, this high exposure warns of the risk of endogamous impact inflation and the formation of 'echo chambers,' where the institution's academic influence may be oversized by internal dynamics rather than by recognition from the broader global scientific community.
The institution's Z-score of 1.859 is significantly elevated compared to the country's average of 1.099, indicating a greater propensity to publish in journals that are later discontinued. This constitutes a critical alert regarding due diligence in selecting dissemination channels. A high Z-score indicates that a significant portion of scientific production is being channeled through media that do 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 university's Z-score of 0.474 contrasts sharply with the national average of -1.024, revealing a moderate deviation from the country's standard authorship patterns. This suggests the institution is more sensitive to practices that can lead to hyper-authorship. In disciplines like high-energy physics, extensive author lists are legitimate; however, when this pattern appears outside 'Big Science' contexts, it can indicate author list inflation, which dilutes individual accountability and transparency. This signal serves as a prompt to distinguish between necessary massive collaboration and potentially inappropriate 'honorary' or political authorship practices.
The institution presents a Z-score of 0.998, which diverges significantly from the national average of -0.292. This indicates a greater sensitivity to a gap where the overall impact of its publications outpaces the impact of research led directly by the institution. A very wide positive gap signals a sustainability risk, suggesting that scientific prestige may be dependent and exogenous, not structural. This invites reflection on whether the university's excellence metrics result from real internal capacity or from strategic positioning in collaborations where the institution does not exercise primary intellectual leadership.
With a Z-score of 0.581, the university shows a greater incidence of hyperprolific authors compared to the national average of -0.067, a moderate deviation that highlights a sensitivity to this risk factor. While high productivity can evidence leadership, 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—dynamics that prioritize metrics over scientific record integrity.
The institution's Z-score of -0.268 is almost perfectly aligned with the national average of -0.250, demonstrating integrity synchrony and a shared commitment to scientific security in this area. In-house journals can be valuable, but excessive dependence on them raises conflicts of interest. The university's alignment with the national norm indicates that it does not overly rely on its own journals, ensuring its scientific production largely undergoes independent external peer review. This practice reinforces global visibility and competitive validation, reflecting a healthy and secure research ecosystem.
The university's Z-score of 0.103 is substantially lower than the national average of 0.720, indicating differentiated management of a risk that appears more common across the country. This suggests the institution has effective mechanisms that moderate the practice of dividing a coherent study into minimal publishable units to artificially inflate productivity. By controlling for this, the university demonstrates a stronger commitment to publishing significant new knowledge over prioritizing volume, thereby protecting the integrity of the scientific evidence base and reducing the burden on the peer review system.
