| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.680 | -0.927 |
|
Retracted Output
|
-0.268 | 0.279 |
|
Institutional Self-Citation
|
-0.688 | 0.520 |
|
Discontinued Journals Output
|
0.910 | 1.099 |
|
Hyperauthored Output
|
-1.333 | -1.024 |
|
Leadership Impact Gap
|
-2.573 | -0.292 |
|
Hyperprolific Authors
|
-1.413 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
3.096 | 0.720 |
Poornima College of Engineering presents a robust and commendable scientific integrity profile, marked by a low overall risk score of -0.209. The institution demonstrates significant strengths and resilience, particularly in maintaining very low-risk levels for hyper-authorship, hyperprolific authors, and dependency on institutional journals, often outperforming national benchmarks. This indicates a solid foundation of internal governance and a culture that values authentic contribution. However, this strong performance is contrasted by a critical vulnerability in the Rate of Redundant Output, which is significantly elevated and requires immediate strategic attention. While SCImago Institutions Rankings data on specific thematic strengths was not available for this analysis, the institution's sound integrity framework provides a fertile ground for achieving distinction across its disciplines. Aligning all research practices with the institutional mission is paramount; the detected risk of redundant publication directly challenges the commitment to "excellence" and the "effective delivery of knowledge," as it prioritizes volume over substantive scientific advancement. By addressing this specific area, the College can ensure its operational practices fully reflect its aspirational goals, solidifying its reputation for quality and ethical scholarship.
The institution registers a Z-score of -0.680, which represents a low-risk profile. This contrasts with the national environment of India, which has a very low-risk score of -0.927. This slight divergence indicates the emergence of risk signals at the institution that are not yet apparent at the national level. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this minor elevation warrants proactive monitoring. It is important to ensure that institutional policies encourage genuine collaboration and prevent practices like "affiliation shopping," where affiliations are used strategically to inflate institutional credit rather than to reflect substantive teamwork.
With a Z-score of -0.268, the institution maintains a low-risk profile for retracted publications, a notable achievement given the country's medium-risk environment (Z-score: 0.279). This demonstrates institutional resilience, suggesting that internal control mechanisms are effectively mitigating the systemic risks prevalent in the national context. Retractions can sometimes signify responsible supervision and the honest correction of errors. However, the institution's ability to keep this rate low, in contrast to the national trend, points toward robust pre-publication quality controls that successfully prevent the systemic failures or recurring malpractice that can lead to a high volume of retractions.
The institution shows a low rate of self-citation (Z-score: -0.688), positioning it favorably against the national average, which falls into the medium-risk category (Z-score: 0.520). This performance highlights the institution's resilience and its success in avoiding the broader national trend. A certain level of self-citation is natural, but the institution's low rate suggests it is not operating in a scientific 'echo chamber.' This indicates that its academic influence is built on broad external scrutiny and recognition from the global community, rather than being inflated by endogamous or internal dynamics.
The institution's Z-score of 0.910 places it in the medium-risk category for publishing in discontinued journals, a risk that is also present at the national level (Z-score: 1.099). However, the institution's score is discernibly lower than the country's average, indicating a degree of differentiated management that moderates this common risk. A high proportion of output in such journals is a critical alert regarding due diligence in selecting dissemination channels. While the institution is not immune to this issue, its better-than-average performance suggests that some mechanisms are in place to avoid predatory or low-quality media, though there remains a clear need to strengthen information literacy and selection protocols further.
With a Z-score of -1.333, the institution demonstrates a very low-risk profile in hyper-authored output, performing even better than the low-risk national standard (Z-score: -1.024). This low-profile consistency shows an absence of risk signals that aligns well with the national environment. This indicator is crucial for distinguishing between necessary massive collaboration, common in 'Big Science,' and potential author list inflation. The institution's excellent result suggests that its authorship practices are transparent and accountable, effectively avoiding the dilution of responsibility that can occur with 'honorary' or political authorship.
The institution exhibits an exceptionally strong performance in this area, with a very low-risk Z-score of -2.573, far surpassing the low-risk national benchmark (Z-score: -0.292). This low-profile consistency underscores a healthy and sustainable research model. A wide positive gap can signal that an institution's prestige is dependent on external partners rather than its own capabilities. The institution's minimal gap is a powerful indicator of its scientific autonomy and structural strength, demonstrating that its excellence metrics are the result of genuine internal capacity and intellectual leadership.
The institution's Z-score of -1.413 signifies a very low risk of hyperprolific authorship, a result that is significantly stronger than the low-risk national average (Z-score: -0.067). This low-profile consistency reflects a healthy research environment. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to issues like coercive authorship or a focus on quantity over quality. The institution's near-absence of this phenomenon suggests a culture that values the integrity of the scientific record and prioritizes substantive contributions over inflated productivity metrics.
With a Z-score of -0.268, the institution is in perfect synchrony with the national standard (Z-score: -0.250), as both fall within the very low-risk category. This total alignment points to an environment of maximum scientific security regarding this indicator. Excessive dependence on in-house journals can create conflicts of interest and academic endogamy by bypassing independent external peer review. The institution's commitment to publishing in external venues demonstrates a focus on achieving global visibility and ensuring its research is validated through standard, competitive processes.
This indicator is a critical area of concern, with the institution registering a significant-risk Z-score of 3.096. This performance represents a sharp accentuation of the vulnerability already present in the national system, which sits at a medium-risk level (Z-score: 0.720). A high value in this metric strongly alerts to the practice of data fragmentation or 'salami slicing,' where a single study is divided into minimal publishable units to artificially inflate productivity. This practice not only distorts the scientific evidence available to the community but also suggests a systemic prioritization of volume over the generation of significant new knowledge, requiring an urgent review of research and publication policies.