| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.536 | -0.927 |
|
Retracted Output
|
0.427 | 0.279 |
|
Institutional Self-Citation
|
-0.472 | 0.520 |
|
Discontinued Journals Output
|
0.803 | 1.099 |
|
Hyperauthored Output
|
-1.022 | -1.024 |
|
Leadership Impact Gap
|
0.287 | -0.292 |
|
Hyperprolific Authors
|
1.545 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
1.655 | 0.720 |
Sharda University presents a solid overall integrity profile, with a score of 0.385, indicating a foundational commitment to responsible research practices, albeit with specific areas requiring strategic attention. The institution demonstrates notable strengths in maintaining low rates of institutional self-citation and hyper-authorship, alongside a minimal presence in its own journals, reflecting a culture of external validation and standard collaborative norms. However, vulnerabilities emerge in areas such as the rate of retracted output, the prevalence of hyperprolific authors, and a significant tendency towards redundant publications (salami slicing), which present moderate risks. According to SCImago Institutions Rankings data, the University's strongest thematic areas include Dentistry, Earth and Planetary Sciences, Environmental Science, and Agricultural and Biological Sciences, where it holds prominent national rankings. These areas of excellence are directly challenged by the identified integrity risks. The institutional mission to pursue "academic excellence" is undermined when quality control mechanisms falter, leading to retractions or when productivity metrics are prioritized over substantive scientific contributions. To fully realize its vision as a "global University," it is crucial to address these vulnerabilities, ensuring that its growing reputation is built upon a robust and unimpeachable foundation of scientific integrity. A proactive focus on enhancing research quality assurance and promoting responsible authorship will be key to aligning its operational practices with its ambitious strategic goals.
The institution's Z-score of -0.536 indicates a low-risk profile, yet it represents a slight divergence from the national Z-score of -0.927, which is in the very low-risk category. This suggests that while the university's practices are generally sound, it shows minor signals of risk activity that are not as prevalent across the rest of the country. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this small deviation warrants monitoring to ensure that all affiliations are substantive and reflect genuine collaboration rather than early signs of strategic "affiliation shopping" designed to inflate institutional credit.
With a Z-score of 0.427, the institution exhibits a medium risk level that is notably higher than the national average of 0.279. This indicates a high exposure to this risk factor, suggesting the center is more prone to retractions than its peers. Retractions are complex events, but a rate significantly higher than the norm alerts to a potential vulnerability in the institution's integrity culture. This suggests that quality control mechanisms prior to publication may be failing more frequently than elsewhere in the country, indicating possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to protect academic credibility.
The institution demonstrates considerable resilience with a low-risk Z-score of -0.472, contrasting sharply with the medium-risk national average of 0.520. This positive differential suggests that the university's control mechanisms are effectively mitigating a systemic risk prevalent in the country. A certain level of self-citation is natural, but by maintaining a low rate, the institution successfully avoids the 'echo chambers' and endogamous impact inflation that can arise from excessive self-validation. This performance indicates that the institution's academic influence is appropriately validated by the global community rather than being oversized by internal dynamics.
The institution's Z-score of 0.803 places it in the medium-risk category, but its performance reflects differentiated management compared to the national average of 1.099. This indicates that while publishing in discontinued journals is a shared challenge nationally, the university moderates this risk more effectively than its peers. Nonetheless, a medium-risk score remains a point of concern. It signals that a portion of its scientific production is being channeled through media that may not meet international ethical or quality standards, exposing the institution to reputational risks and suggesting a continued need for enhanced information literacy to avoid channeling resources into predatory or low-quality outlets.
With a Z-score of -1.022, which is almost identical to the national average of -1.024, the institution displays statistical normality in its authorship patterns. This alignment demonstrates that the risk level for hyper-authorship is as expected for its context and size, with no unusual signals of author list inflation. This indicates that the university's collaborative practices are in line with national norms, appropriately distinguishing between necessary massive collaboration in certain fields and potentially problematic "honorary" authorship practices.
The institution's Z-score of 0.287 signifies a medium risk, representing a moderate deviation from the low-risk national profile (-0.292). This greater sensitivity to the risk factor suggests that the university's scientific prestige may be more dependent on external partners than is typical for its peers. A wide positive gap, where global impact is high but the impact of research led by the institution is low, signals a sustainability risk. This invites reflection on whether the institution's excellence metrics result from its own structural capacity or from strategic positioning in collaborations where it does not exercise primary intellectual leadership.
The institution shows a moderate deviation from the national standard, with a medium-risk Z-score of 1.545 compared to the country's low-risk score of -0.067. This indicates a greater sensitivity to this risk factor, suggesting a higher concentration of hyperprolific authors than its peers. While high productivity can reflect leadership, extreme individual publication volumes often challenge the limits of meaningful intellectual contribution. This indicator alerts to potential imbalances between quantity and quality, pointing to risks such as coercive authorship or the assignment of authorship without real participation—dynamics that prioritize metrics over the integrity of the scientific record.
The institution's Z-score of -0.268 is in the very low-risk category, demonstrating integrity synchrony with the national average of -0.250. This total alignment with an environment of maximum scientific security is a significant strength. It shows a clear commitment to avoiding the conflicts of interest and academic endogamy that can arise from over-reliance on in-house journals. By favoring external, independent peer review, the institution ensures its scientific production undergoes standard competitive validation, thereby enhancing its global visibility and credibility.
With a Z-score of 1.655, the institution shows high exposure to this medium-risk indicator, significantly exceeding the national average of 0.720. This suggests the center is far more prone to this practice than its environment. Such a high value alerts to the potential for dividing coherent studies into minimal publishable units to artificially inflate productivity metrics. This practice of 'salami slicing' not only distorts the available scientific evidence but also overburdens the peer review system, signaling a culture that may prioritize volume of output over the generation of significant new knowledge.
