| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.934 | -0.927 |
|
Retracted Output
|
-0.531 | 0.279 |
|
Institutional Self-Citation
|
-0.232 | 0.520 |
|
Discontinued Journals Output
|
-0.162 | 1.099 |
|
Hyperauthored Output
|
-1.089 | -1.024 |
|
Leadership Impact Gap
|
-0.732 | -0.292 |
|
Hyperprolific Authors
|
-0.787 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
-1.186 | 0.720 |
Doon University demonstrates a robust and commendable scientific integrity profile, reflected in an overall risk score of -0.553. The institution distinguishes itself by maintaining very low or low risk levels across all indicators, effectively insulating its research ecosystem from vulnerabilities that are more pronounced at the national level, particularly concerning retracted output, institutional self-citation, and publication in discontinued journals. This strong governance aligns seamlessly with the university's mission to conduct "high quality" research and achieve "excellence," as ethical practices are the bedrock of credible and impactful knowledge creation. The university's recognized thematic strengths, as per SCImago Institutions Rankings data in areas such as Business, Management and Accounting, Environmental Science, and Earth and Planetary Sciences, are further reinforced by this commitment to integrity. The institution's low-risk profile does not threaten its mission; on the contrary, it validates its claim to be a center of excellence poised to "impact society in a transformative way." It is recommended that Doon University strategically leverage this exceptional integrity profile as a key differentiator to attract top-tier researchers, foster international collaborations, and solidify its reputation as a leader in responsible and high-impact research.
The institution presents a Z-score of -0.934, which is in complete alignment with the national average of -0.927. This synchrony indicates that the university's affiliation practices are perfectly consistent with the standards of a secure national scientific environment. The data shows a total absence of risk signals, reflecting that multiple affiliations at the institution are a legitimate result of researcher mobility and collaborative partnerships rather than strategic attempts to inflate institutional credit. This alignment with a low-risk national context demonstrates a shared and well-integrated understanding of ethical affiliation standards.
With a Z-score of -0.531, the institution shows a near-total absence of retractions, positioning it in stark contrast to the national average, which registers a medium-risk Z-score of 0.279. This demonstrates a remarkable case of preventive isolation, where the university’s internal quality controls successfully prevent the risk dynamics observed elsewhere in the country. This very low rate suggests that the institution's pre-publication review and supervision mechanisms are highly effective, safeguarding its research from the systemic failures or recurring malpractice that a higher rate might imply. This performance is a strong indicator of a mature and resilient culture of integrity.
The university's Z-score of -0.232 signifies a low level of institutional self-citation, a figure that is substantially healthier than the national average's medium-risk score of 0.520. This gap highlights the institution's resilience, suggesting that its internal control mechanisms effectively mitigate the systemic risks of academic endogamy prevalent in the country. A certain level of self-citation is natural, but the university’s controlled rate indicates its work is validated by the broader scientific community, avoiding the 'echo chambers' that can inflate impact through internal dynamics rather than genuine external recognition.
The institution maintains a low-risk Z-score of -0.162, demonstrating strong institutional resilience when compared to the national medium-risk average of 1.099. This performance indicates that the university's researchers exercise a high degree of due diligence in selecting publication venues, effectively filtering out the predatory or low-quality journals that affect the national landscape more broadly. By avoiding channels that fail to meet international ethical standards, the institution not only protects its reputation but also ensures its research resources are invested in creating genuine, verifiable scientific value.
With a Z-score of -1.089, the institution displays a more prudent profile regarding hyper-authorship than the national standard, which stands at -1.024. Although both are in a low-risk category, the university's even lower score suggests its processes are managed with greater rigor. This indicates a healthy approach to authorship, effectively distinguishing between necessary large-scale collaboration and practices like 'honorary' authorship. The data suggests that accountability and transparency in crediting contributions are well-maintained, reinforcing the integrity of the institution's collaborative research.
The institution's Z-score of -0.732 is significantly lower than the national average of -0.292, both of which fall within the low-risk range. This prudent profile indicates that the university manages its collaborative processes with more rigor than the national standard. A low gap suggests that the institution's scientific prestige is not overly dependent on external partners but is driven by strong internal capacity and intellectual leadership. This reflects a sustainable model of research excellence, where impact is generated structurally from within, rather than being a byproduct of collaborations where the institution plays a secondary role.
The university exhibits a prudent profile with a Z-score of -0.787, which is considerably lower than the national average of -0.067. This demonstrates that the institution manages its research environment with more rigor than the national standard, fostering a culture that prioritizes quality over sheer volume. The very low incidence of hyperprolific authors suggests a healthy balance, effectively mitigating risks such as coercive authorship or the artificial inflation of publication metrics. This focus on meaningful intellectual contribution over extreme productivity is a hallmark of a robust and responsible research ecosystem.
With a Z-score of -0.268, the institution's practices are in close synchrony with the national average of -0.250, both reflecting a very low-risk environment. This total alignment demonstrates a shared commitment to avoiding academic endogamy and potential conflicts of interest. The minimal reliance on in-house journals suggests that the university's scientific production consistently undergoes independent, external peer review, ensuring its work is validated against global standards and maximizing its visibility and credibility, rather than using internal channels as a 'fast track' for publication.
The institution records an exceptionally low Z-score of -1.186, indicating a near absence of redundant publications. This performance represents a clear case of preventive isolation, as it stands in sharp contrast to the medium-risk national average of 0.720. This result strongly suggests that the university does not replicate the risk dynamics of 'salami slicing' observed in its environment. Instead, it fosters a culture where research is communicated through coherent, significant studies rather than fragmented into minimal publishable units, thereby upholding the integrity of the scientific record and prioritizing new knowledge over inflated productivity metrics.