| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.023 | -0.927 |
|
Retracted Output
|
-0.447 | 0.279 |
|
Institutional Self-Citation
|
2.277 | 0.520 |
|
Discontinued Journals Output
|
0.577 | 1.099 |
|
Hyperauthored Output
|
-1.301 | -1.024 |
|
Leadership Impact Gap
|
-1.076 | -0.292 |
|
Hyperprolific Authors
|
-1.012 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
0.734 | 0.720 |
Aliah University presents a robust scientific integrity profile, with an overall score of -0.217 that indicates a performance generally aligned with or exceeding national standards. The institution's primary strengths lie in its exceptional control over authorship practices, publication quality, and collaborative independence, as evidenced by very low risk levels in six of the nine indicators, including Retracted Output and Hyperprolific Authors. However, this solid foundation is contrasted by medium-risk signals in three key areas: Institutional Self-Citation, Redundant Output, and Output in Discontinued Journals, which require strategic attention. According to SCImago Institutions Rankings data, the university demonstrates significant thematic strengths with high national rankings in Computer Science, Social Sciences, and Business, Management and Accounting. The identified risks, particularly those related to self-referentiality and publication strategy, could potentially undermine the institution's mission to foster "intellectual, moral, and social development." An over-reliance on internal validation may limit the global excellence and societal impact the university aims for. By proactively addressing these specific vulnerabilities, Aliah University can further enhance its reputation, ensuring its operational practices fully embody its commitment to producing forward-looking and ethically grounded leaders.
The institution demonstrates a Z-score of -1.023, which is even lower than the national average of -0.927. This signifies a total operational silence regarding this risk, with an absence of questionable affiliation practices that is more pronounced than the already low national baseline. This suggests that the university's affiliations are clear and transparent, avoiding any signals of strategic attempts to inflate institutional credit or engage in “affiliation shopping,” thereby reinforcing a culture of straightforward academic accounting.
With a Z-score of -0.447, Aliah University shows a negligible rate of retracted publications, contrasting sharply with the medium-risk national average of 0.279. This positive result indicates a successful preventive isolation, where the institution's internal processes effectively shield it from the systemic vulnerabilities seen elsewhere in the country. This extremely low rate suggests that the university's quality control and supervision mechanisms prior to publication are highly effective, signifying a responsible and rigorous approach to maintaining the integrity of the scientific record.
The university's Z-score for this indicator is 2.277, a figure notably higher than the national average of 0.520. This suggests a high exposure to this risk, making the institution more prone to these practices than its national peers. A certain level of self-citation is natural to reflect ongoing research, but disproportionately high rates can signal concerning scientific isolation or 'echo chambers.' This value warns of a potential for endogamous impact inflation, where academic influence may be amplified by internal dynamics rather than by recognition from the global scientific community, warranting a review of citation patterns to ensure sufficient external scrutiny.
Aliah University's Z-score of 0.577 is considerably lower than the national average of 1.099, both of which fall within the medium-risk category. This demonstrates a differentiated management approach, where the institution successfully moderates a risk that appears to be more common and pronounced across the country. Despite the national trend, the university shows better due diligence in selecting dissemination channels. However, the presence of a medium-risk signal, even if contained, suggests a need for continued vigilance and information literacy to completely avoid channeling research into media that do not meet international ethical or quality standards.
The institution's Z-score of -1.301 is significantly below the national average of -1.024, reflecting a very low incidence of hyper-authorship. This demonstrates a low-profile consistency, where the complete absence of risk signals aligns with and even improves upon the national standard. This indicates that authorship practices at the university are well-calibrated, effectively distinguishing between necessary large-scale collaboration and potential author list inflation, thereby maintaining individual accountability and transparency in its research output.
With a Z-score of -1.076, the university shows a very low gap, which is substantially better than the national average of -0.292. This result points to a low-profile consistency, where the absence of risk signals is in harmony with the national context. It strongly suggests that the institution's scientific prestige is structural and derived from its own internal capacity. The impact of its research is directly linked to projects where it exercises intellectual leadership, indicating a sustainable and autonomous model of scientific excellence rather than a dependency on external partners.
The university's Z-score of -1.012 is markedly lower than the national average of -0.067, indicating a near-total absence of hyperprolific authors. This reflects a state of low-profile consistency, where the institution's clean record aligns with the low-risk trend at the national level. This suggests a healthy balance between productivity and quality, steering clear of dynamics where extreme publication volumes might challenge the capacity for meaningful intellectual contribution and ensuring that authorship is a reflection of genuine participation.
Aliah University's Z-score of -0.268 is almost identical to the national average of -0.250, both at a very low risk level. This demonstrates an integrity synchrony, showing total alignment with a national environment of maximum scientific security in this area. The data confirms that the institution does not excessively depend on its own journals for publication, thereby avoiding potential conflicts of interest and academic endogamy. This practice ensures that its scientific production is validated through independent external peer review, enhancing its global visibility and credibility.
The institution's Z-score of 0.734 is virtually the same as the national average of 0.720, placing both in the medium-risk category. This alignment points to a systemic pattern, where the risk level at the university likely reflects shared academic practices or publication pressures present at a national level. This value serves as an alert for the potential practice of dividing coherent studies into minimal publishable units to artificially inflate productivity, also known as 'salami slicing.' It suggests a need to review publication strategies to ensure that research contributions prioritize significant new knowledge over sheer volume, thereby protecting the integrity of the scientific evidence base.