| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.454 | -0.927 |
|
Retracted Output
|
-0.127 | 0.279 |
|
Institutional Self-Citation
|
0.017 | 0.520 |
|
Discontinued Journals Output
|
-0.282 | 1.099 |
|
Hyperauthored Output
|
-1.197 | -1.024 |
|
Leadership Impact Gap
|
-0.506 | -0.292 |
|
Hyperprolific Authors
|
-0.504 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
-0.538 | 0.720 |
Shiv Nadar University, Greater Noida, demonstrates a robust and commendable scientific integrity profile, reflected in an overall risk score of -0.328. This score signifies a strong governance framework that effectively mitigates most of the systemic risks prevalent in the national context. The institution's primary strengths lie in its prudent selection of publication venues, its commitment to publishing complete and non-redundant research, and its capacity to generate impactful science under its own intellectual leadership. These sound practices provide a solid foundation for its recognized academic strengths, particularly in areas such as Arts and Humanities, Economics, Econometrics and Finance, and Chemistry, where it holds prominent national rankings according to SCImago Institutions Rankings data. This demonstrated commitment to ethical conduct directly supports the university's mission to cultivate "responsible and ethical leadership" and contribute to the "creation of new knowledge." By maintaining these high standards, the institution ensures its research is credible and capable of addressing the "most pressing problems of India and the global community." The university is well-positioned to leverage its culture of integrity as a strategic asset, further enhancing its reputation for excellence and social responsibility.
The university's Z-score for this indicator is -0.454, while the national average is -0.927. This reveals a slight divergence, as the institution shows minor signals of this activity that are largely absent at the national level. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this small deviation warrants attention to ensure that all declared affiliations are transparent and correspond to substantive collaborations, thereby preventing any strategic inflation of institutional credit or "affiliation shopping."
With a Z-score of -0.127, the institution stands in stark contrast to the national average of 0.279. This demonstrates significant institutional resilience, suggesting that its internal control mechanisms are successfully mitigating the systemic risks observed across the country. A low rate of retractions indicates that quality control and supervision processes prior to publication are robust. It suggests that when retractions do occur, they are more likely the result of responsible correction of unintentional errors rather than a symptom of recurring malpractice, reinforcing the integrity of the institution's research culture.
The university's Z-score of 0.017 is considerably lower than the national average of 0.520. This indicates a differentiated management approach, where the institution effectively moderates a risk that is more common nationally. While a certain level of self-citation is natural, the university's controlled rate shows it is successfully avoiding the formation of scientific "echo chambers." This practice ensures its academic influence is validated by the broader external community rather than being disproportionately inflated by internal dynamics, safeguarding against the risk of endogamous impact.
The institution exhibits a Z-score of -0.282, a figure that highlights its effective filtering of a risk more pronounced at the national level (Z-score: 1.099). This performance points to strong institutional resilience and a high degree of due diligence in selecting dissemination channels. By avoiding journals that fail to meet international ethical or quality standards, the university protects its reputation and ensures its research resources are not channeled into "predatory" or low-quality practices, a critical component of responsible scientific stewardship.
With a Z-score of -1.197, the university maintains a very low-risk profile that is consistent with the national standard (Z-score: -1.024). This absence of risk signals in an already low-risk environment indicates that authorship practices are well-governed. It suggests a culture of transparency and accountability, where author lists accurately reflect meaningful contributions and the institution successfully distinguishes between necessary, large-scale collaboration and potentially dilutive "honorary" authorship practices.
The university's Z-score of -0.506 is more favorable than the national average of -0.292. This prudent profile suggests that the institution manages its collaborative processes with greater rigor than the national standard. A smaller gap indicates that the university's scientific prestige is not overly dependent on external partners but is built upon strong internal capacity and intellectual leadership. This is a sign of a sustainable research ecosystem where excellence is structural and endogenous, not merely the result of strategic positioning in collaborations.
The institution's Z-score of -0.504 is significantly lower than the national average of -0.067, indicating a more prudent approach to author productivity. This suggests a healthy institutional focus on the quality and substance of research over sheer publication volume. By maintaining a low rate of extreme individual publication volumes, the university mitigates risks such as coercive authorship or the assignment of credit without real participation, thereby upholding the integrity of its scientific record.
The university's Z-score of -0.268 shows a near-perfect alignment with the national average of -0.250. This integrity synchrony reflects a shared commitment to maximum scientific security in this area. By almost completely avoiding in-house journals, the institution demonstrates a strong preference for independent, external peer review. This practice circumvents potential conflicts of interest and academic endogamy, ensuring its scientific production is validated through standard competitive channels and achieves global visibility.
With a Z-score of -0.538, the university demonstrates a preventive isolation from the risk dynamics observed nationally (Z-score: 0.720). This stark difference indicates that the institution does not replicate the national tendency toward data fragmentation. The very low rate of redundant output signals a culture that prioritizes the publication of coherent, significant studies over the artificial inflation of productivity through "salami slicing," thus contributing meaningful knowledge and respecting the integrity of the scientific evidence base.