| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.001 | -0.927 |
|
Retracted Output
|
-0.240 | 0.279 |
|
Institutional Self-Citation
|
0.051 | 0.520 |
|
Discontinued Journals Output
|
0.216 | 1.099 |
|
Hyperauthored Output
|
-1.240 | -1.024 |
|
Leadership Impact Gap
|
-0.460 | -0.292 |
|
Hyperprolific Authors
|
-0.944 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
0.838 | 0.720 |
Dhirubhai Ambani Institute of Information and Communication Technology presents a robust scientific integrity profile, with an overall risk score of -0.291 that indicates a performance significantly superior to many of its national peers. The institution demonstrates exceptional strengths in areas of authorship and affiliation management, with very low risk signals in the Rate of Multiple Affiliations, Hyper-Authored Output, and Hyperprolific Authors. This suggests a culture of transparency and responsible credit attribution. However, areas requiring strategic attention have been identified, particularly the medium-risk indicators for Institutional Self-Citation, Output in Discontinued Journals, and Redundant Output. According to SCImago Institutions Rankings data, the institution's core academic strengths lie in Computer Science and Mathematics. While the institution's specific mission statement was not available for this analysis, these identified risks, especially concerning redundant publication and self-citation, could potentially undermine universal academic values of excellence and social responsibility by prioritizing volume over novel contribution. A proactive approach to refining publication guidelines in these specific areas will ensure that the institution's strong research output in its key disciplines maintains its global credibility and impact.
With a Z-score of -1.001, well below the national average of -0.927, the institution demonstrates a complete absence of risk signals in this area, even outperforming an already low-risk national environment. This indicates that affiliation practices are exceptionally clean and transparent. While multiple affiliations can be a legitimate outcome of collaboration, the institution’s very low rate confirms there are no signs of strategic attempts to inflate institutional credit or engage in “affiliation shopping,” reflecting a clear and unambiguous policy on academic identity.
The institution exhibits notable resilience against a significant national trend, with a Z-score of -0.240 in contrast to the country's medium-risk average of 0.279. This suggests that the institution's internal quality control mechanisms are effectively mitigating the systemic risks observed elsewhere in the country. A high rate of retractions can signal systemic failures in pre-publication review. In this case, the institution's low score indicates a strong integrity culture and robust methodological rigor, successfully preventing the recurring malpractice or errors that may be affecting its peers.
The institution's Z-score of 0.051 is considerably lower than the national average of 0.520, indicating effective management of a risk that is more pronounced across the country. This demonstrates a capacity to moderate practices that could lead to scientific isolation. While some self-citation is natural, disproportionately high rates can create 'echo chambers' that inflate impact through endogamous validation. The institution's controlled rate suggests its academic influence is healthily balanced between building on internal research lines and gaining recognition from the external global community.
With a Z-score of 0.216, the institution shows significantly better performance than the national average of 1.099, reflecting a differentiated and more diligent approach to selecting publication venues. This proactive management helps moderate a risk that appears common in the national context. A high proportion of publications in discontinued journals is a critical alert regarding due diligence. The institution's lower score indicates that it is effectively guiding its researchers away from channels that fail to meet international ethical or quality standards, thereby protecting its reputational integrity and research investment from predatory practices.
The institution’s Z-score of -1.240 is in a very low-risk category, consistent with the low-risk national standard of -1.024. This alignment confirms the absence of problematic authorship practices. In fields outside of 'Big Science,' high rates of hyper-authorship can indicate inflation of author lists, which dilutes individual accountability. The institution's exemplary score demonstrates that its collaborative projects maintain transparency and that authorship is granted based on meaningful contributions, avoiding 'honorary' or political attributions.
The institution displays a prudent profile with a Z-score of -0.460, which is more favorable than the national average of -0.292. This indicates that the institution manages its research processes with more rigor than the national standard, fostering greater scientific autonomy. A wide positive gap can signal that an institution's prestige is overly dependent on external partners rather than its own structural capacity. The institution's smaller gap suggests a healthy balance, where its scientific excellence is substantially driven by internal intellectual leadership, ensuring a sustainable and self-reliant research ecosystem.
With a Z-score of -0.944, the institution shows a near-total absence of hyperprolific authors, a signal of very low risk that aligns well with the low-risk national context (Z-score of -0.067). This consistency points to a healthy research environment where quality is not sacrificed for quantity. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may signal issues like coercive authorship or data fragmentation. The institution's score indicates a well-balanced academic culture that values the integrity of the scientific record over inflated productivity metrics.
The institution's Z-score of -0.268 is almost perfectly aligned with the national average of -0.250, demonstrating complete synchrony with a national environment of maximum scientific security in this domain. This indicates that there is no over-reliance on internal publication channels. Excessive dependence on in-house journals can create conflicts of interest and academic endogamy, allowing research to bypass rigorous external peer review. The institution's very low rate confirms its commitment to global validation and visibility, ensuring its scientific output is assessed by independent, international standards.
The institution's Z-score of 0.838 is slightly elevated compared to the national average of 0.720, indicating a higher exposure to this risk factor than its peers. This suggests that the institution is more prone to practices that can artificially inflate publication counts. Massive bibliographic overlap between publications often points to 'salami slicing,' where a single study is fragmented into minimal publishable units. This alert suggests a need to review publication strategies to ensure that the focus remains on presenting significant new knowledge rather than prioritizing volume, a practice which can distort the scientific record and overburden the peer-review system.
