| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.828 | -0.927 |
|
Retracted Output
|
-0.315 | 0.279 |
|
Institutional Self-Citation
|
-0.859 | 0.520 |
|
Discontinued Journals Output
|
2.281 | 1.099 |
|
Hyperauthored Output
|
-1.033 | -1.024 |
|
Leadership Impact Gap
|
1.687 | -0.292 |
|
Hyperprolific Authors
|
-1.413 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
-0.088 | 0.720 |
Sri Sri University demonstrates a robust overall scientific integrity profile, reflected in a very low global risk score of 0.096. The institution exhibits significant strengths in maintaining very low rates of institutional self-citation, hyperprolific authorship, and publication in its own journals, indicating a culture of external validation and a healthy balance between productivity and quality. Furthermore, the university shows commendable resilience, effectively mitigating national trends toward higher rates of retracted output and redundant publications. However, two key areas require strategic attention: a medium-risk level for publishing in discontinued journals and a notable gap between the impact of its total output and that of research where it holds intellectual leadership. According to SCImago Institutions Rankings data, the university's performance is particularly notable in the field of Business, Management and Accounting. To fully align with its mission "to create centres of excellence in knowledge and research," it is crucial to address these vulnerabilities. The practice of publishing in discontinued journals directly undermines the pursuit of excellence and global service, while a dependency on external partners for impact challenges the development of self-sustaining research leadership. A focused strategy to enhance publication channel selection and bolster internal research capacity will ensure that the institution's operational practices fully embody its stated values of excellence and global contribution.
The institution presents a Z-score of -0.828, corresponding to a low risk level, which marks a slight divergence from the country's very low-risk baseline (Z-score -0.927). This suggests the emergence of risk signals that are not yet prevalent at the national level. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this minor deviation from an otherwise inert national environment warrants observation to ensure that these practices continue to reflect genuine collaboration rather than early signs of strategic attempts to inflate institutional credit.
With a Z-score of -0.315, the institution maintains a low-risk profile in a national context characterized by medium risk (Z-score 0.279). This positive differential demonstrates strong institutional resilience, suggesting that internal control mechanisms are successfully mitigating the systemic risks observed elsewhere in the country. A low retraction rate, especially when contrasted with a higher national average, indicates that the university's quality control and supervision processes prior to publication are robust and effective, reflecting a responsible integrity culture that successfully prevents the recurring malpractice or lack of methodological rigor seen in its environment.
The institution exhibits a Z-score of -0.859, a very low-risk value that signals a clear preventive isolation from the national trend, where the risk is medium (Z-score 0.520). This result indicates that the university does not replicate the risk dynamics prevalent in its environment, successfully avoiding the 'echo chambers' that can arise from excessive self-validation. A certain level of self-citation is natural, but this institution’s very low rate demonstrates a strong reliance on external scrutiny and global community recognition, ensuring its academic influence is validated externally rather than being oversized by internal dynamics.
The institution's Z-score of 2.281 (medium risk) indicates high exposure to this risk factor, as it is notably more pronounced than the national average, which also sits at a medium-risk level (Z-score 1.099). This suggests the university is more prone than its peers to channeling research through questionable outlets. This high proportion of output in journals that fail to meet international standards constitutes a critical alert regarding due diligence in selecting dissemination channels. It exposes the institution to severe reputational risks and suggests an urgent need for enhanced information literacy among its researchers to avoid wasting resources on 'predatory' or low-quality practices that compromise scientific integrity.
The institution's Z-score of -1.033 (low risk) is in close alignment with the national average of -1.024, also at a low-risk level. This indicates a state of statistical normality, where the frequency of publications with extensive author lists is as expected for its context and size. The data does not suggest any unusual activity related to author list inflation or the dilution of individual accountability. This alignment confirms that the institution's authorship practices are consistent with the national standard and do not show signs of 'honorary' or political authorship.
With a Z-score of 1.687 (medium risk), the institution shows a moderate deviation from the national standard, which is characterized by low risk (Z-score -0.292). This indicates a greater sensitivity to this particular risk factor compared to its peers. A wide positive gap, where overall impact is high but the impact of institution-led research is low, signals a potential sustainability risk. This result suggests that the institution's scientific prestige may be dependent and exogenous, stemming from its strategic positioning in collaborations where it does not exercise intellectual leadership, rather than from its own structural capacity for high-impact research.
The institution's Z-score of -1.413 places it in the very low-risk category, demonstrating low-profile consistency with the national standard, which is already low (Z-score -0.067). The complete absence of risk signals in this area is a positive indicator of a healthy research environment. This result suggests that the university effectively avoids potential imbalances between quantity and quality, steering clear of risks such as coercive authorship or the assignment of authorship without real participation. It reflects a culture that prioritizes the integrity of the scientific record over the inflation of productivity metrics.
The institution's Z-score of -0.268 (very low risk) demonstrates perfect integrity synchrony with the national environment, which has a nearly identical score of -0.250. This total alignment in an area of maximum scientific security indicates a shared commitment to avoiding potential conflicts of interest and academic endogamy. By not relying on in-house journals, the institution ensures its scientific production undergoes independent external peer review, which is essential for achieving global visibility and competitive validation, rather than using internal channels as 'fast tracks' to inflate publication counts.
With a Z-score of -0.088, the institution maintains a low-risk profile, showcasing institutional resilience against a national backdrop of medium risk (Z-score 0.720). This discrepancy highlights the effectiveness of the university's control mechanisms or research culture in mitigating a risk that is more common nationally. The low rate of redundant output suggests that the institution successfully discourages the practice of dividing studies into minimal publishable units to artificially inflate productivity. This focus on publishing significant new knowledge over volume protects the integrity of the scientific evidence base and avoids overburdening the peer review system.
