| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.354 | -0.927 |
|
Retracted Output
|
-0.353 | 0.279 |
|
Institutional Self-Citation
|
0.785 | 0.520 |
|
Discontinued Journals Output
|
2.390 | 1.099 |
|
Hyperauthored Output
|
-1.247 | -1.024 |
|
Leadership Impact Gap
|
-1.158 | -0.292 |
|
Hyperprolific Authors
|
-1.072 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
2.333 | 0.720 |
Dr Babasaheb Ambedkar Marathwada University presents a profile of solid internal governance and notable thematic strengths, balanced by specific vulnerabilities in its dissemination practices. With an overall integrity score of 0.238, the institution demonstrates robust control over authorship and leadership metrics, showing very low risk in areas such as hyper-prolificacy, hyper-authorship, and impact dependency. These strengths are foundational to its mission of achieving "Academic Excellence." However, this is contrasted by medium-risk indicators related to institutional self-citation, redundant output, and a concerning rate of publication in discontinued journals. The university's academic prowess is clearly evidenced by its SCImago Institutions Rankings, particularly in Physics and Astronomy (ranked 41st in India), Chemistry (135th), Pharmacology, Toxicology and Pharmaceutics (146th), and Mathematics (162nd). To fully align with its mission of providing "employability" and ensuring "good Governance," it is crucial to address the identified risks. These practices, if left unchecked, could undermine the credibility of its excellent research and contradict the principle of "Accountability." A strategic focus on enhancing publication quality control and promoting broader external engagement will ensure the institution's impactful research achieves the global recognition and societal benefit it aims for.
The institution's Z-score of -0.354 indicates a low-risk signal, which represents a slight divergence from the national Z-score of -0.927, where such signals are almost non-existent. This suggests that while the national environment is largely inert in this regard, the university shows a minimal but observable level of activity. It is important to ensure that these instances reflect legitimate researcher mobility and partnerships, as disproportionately high rates can sometimes signal strategic attempts to inflate institutional credit or “affiliation shopping.” Monitoring this trend will help maintain transparency in collaborative attributions.
With a Z-score of -0.353, the institution demonstrates considerable resilience against the national trend, which shows a medium-risk Z-score of 0.279. This performance suggests that the university's internal control mechanisms are effectively mitigating systemic risks present in the wider environment. Retractions are complex events, and a low rate in this context is a positive sign. It indicates that quality control mechanisms are robust and that any corrections to the scientific record are likely the result of honest, unintentional errors, signifying a culture of responsible supervision and scientific integrity.
The university's Z-score of 0.785 places it in a medium-risk category, a level of exposure notably higher than the national average of 0.520. Although this reflects a systemic pattern within the country, the institution appears more prone to its effects. A certain level of self-citation is natural, reflecting the continuity of research lines. However, this elevated rate warns of a potential for scientific isolation or 'echo chambers' where work is validated internally without sufficient external scrutiny. This dynamic could lead to an endogamous inflation of impact, suggesting that the institution's academic influence may be oversized by internal dynamics rather than recognition from the global community.
The institution exhibits a high exposure to publishing in problematic venues, with a Z-score of 2.390 that is significantly more pronounced than the national medium-risk average of 1.099. This constitutes a critical alert regarding due diligence in selecting dissemination channels. A high Z-score indicates that a significant portion of scientific production is being channeled through media that do not meet international ethical or quality standards. This exposes the institution to severe reputational risks and suggests an urgent need for enhanced information literacy to prevent the waste of resources on 'predatory' or low-quality practices.
With a Z-score of -1.247, the institution maintains a very low-risk profile that is even stronger than the low-risk national standard (Z-score of -1.024). This absence of risk signals demonstrates a consistent and well-governed approach to authorship. This profile indicates that research teams are appropriately sized for their disciplines, avoiding the risk of author list inflation. This fosters clear individual accountability and transparency, steering clear of 'honorary' or political authorship practices that can dilute the meaning of a contribution.
The university demonstrates exceptional intellectual leadership with a Z-score of -1.158, indicating a very low-risk profile that significantly surpasses the low-risk national average of -0.292. This strong negative value signifies that the impact of research led directly by the institution is high and not reliant on external partners for prestige. This result points to a sustainable and structural internal capacity for excellence, confirming that the university's scientific prestige is generated by its own research programs rather than being an artifact of collaborations where it does not exercise intellectual leadership.
The institution's Z-score of -1.072 reflects a very low-risk environment, consistent with the low-risk national context (Z-score of -0.067). The absence of authors with extreme publication volumes is a positive indicator of a healthy balance between productivity and research quality. This suggests that the university's culture does not incentivize practices such as coercive authorship or 'salami slicing' merely to boost metrics, thereby protecting the integrity of its scientific record and ensuring that authorship is tied to meaningful intellectual contribution.
With a Z-score of -0.268, the university is in total alignment with the national standard (Z-score of -0.250), reflecting an environment of maximum scientific security in this area. This integrity synchrony shows that the institution does not rely on its own journals for publication, thereby avoiding potential conflicts of interest and academic endogamy. By favoring external and independent peer-review channels, the university ensures its research is validated against global standards, which enhances its visibility and credibility without resorting to 'fast tracks' that bypass competitive evaluation.
The institution's Z-score of 2.333 indicates a high exposure to redundant publication practices, a risk that is substantially more accentuated than the national medium-risk average of 0.720. This high value serves as a significant alert for the practice of dividing a coherent study into minimal publishable units to artificially inflate productivity metrics. This 'salami slicing' not only overburdens the peer-review system but also distorts the available scientific evidence, prioritizing publication volume over the generation of significant and impactful new knowledge.
