| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
5.607 | 2.744 |
|
Retracted Output
|
0.803 | 0.105 |
|
Institutional Self-Citation
|
-0.164 | 2.529 |
|
Discontinued Journals Output
|
0.007 | 1.776 |
|
Hyperauthored Output
|
-0.961 | -0.980 |
|
Leadership Impact Gap
|
0.261 | 0.270 |
|
Hyperprolific Authors
|
0.648 | -0.150 |
|
Institutional Journal Output
|
-0.268 | -0.268 |
|
Redundant Output
|
-0.431 | 1.739 |
Khazar University presents a complex scientific integrity profile, marked by significant strengths in some areas and notable vulnerabilities in others, culminating in an overall score of 0.776. The institution demonstrates commendable resilience against certain national risk trends, particularly in its low rates of institutional self-citation and redundant publications. However, this is contrasted by a significant alert in the rate of multiple affiliations and medium-level risks concerning retracted output and hyperprolific authors. These challenges coexist with the university's strong academic positioning, as evidenced by its high national rankings in key thematic areas such as Business, Management and Accounting; Computer Science; and Social Sciences, according to SCImago Institutions Rankings data. While the institution's specific mission was not available for this analysis, the identified risks—especially those related to authorship and affiliation practices—could undermine universal academic values of excellence, transparency, and social responsibility. To secure its leadership and reputation, Khazar University is advised to leverage its demonstrated strengths in research integrity as a foundation for addressing its specific vulnerabilities, thereby fostering a more consistent and robust culture of scientific quality across all its operations.
The institution registers a Z-score of 5.607, a value that significantly exceeds the national average of 2.744. This finding suggests that the university is not only participating in a national trend but is actively amplifying the vulnerabilities associated with it. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the institution's disproportionately high rate constitutes a critical alert. It may signal systemic strategic attempts to inflate institutional credit or engage in “affiliation shopping,” practices that can distort performance metrics and compromise academic transparency. This indicator points to an urgent need to review institutional policies on affiliation to ensure they align with international best practices for ethical credit attribution.
With a Z-score of 0.803, the institution shows a higher propensity for retractions compared to the national average of 0.105. This moderate deviation indicates that the university is more exposed to the factors leading to publication withdrawal than its national peers. Retractions are complex events, but a rate significantly higher than the average suggests that pre-publication quality control mechanisms may be failing systemically. This vulnerability in the institution's integrity culture could point to recurring malpractice or a lack of methodological rigor, warranting an immediate qualitative review by management to identify and rectify the root causes.
The institution exhibits a Z-score of -0.164, which stands in stark contrast to the country's high-risk average of 2.529. This result indicates that the university effectively functions as a firewall, insulating itself from the widespread national practice of excessive self-citation. While high rates can signal concerning scientific isolation or 'echo chambers' where an institution validates its own work, Khazar University's low score is a clear sign of strength. It demonstrates that the institution's academic influence is validated by the global scientific community, not inflated by internal dynamics, reflecting a healthy integration into international research conversations.
The institution's Z-score for publishing in discontinued journals is 0.007, substantially lower than the national average of 1.776. This demonstrates a differentiated and more effective management of publication channels compared to the national context. A high proportion of output in such journals constitutes a critical alert regarding due diligence, but the university's low rate indicates that its researchers are successfully avoiding media that fail to meet international ethical or quality standards. This prudent approach protects the institution from severe reputational risks and shows a strong capacity for information literacy, preventing the waste of resources on predatory or low-quality practices.
With a Z-score of -0.961, the institution's rate of hyper-authored output is in close alignment with the national average of -0.980. This reflects a state of statistical normality, where the university's collaborative patterns are consistent with the expectations for its context and size. The low scores for both the institution and the country indicate that authorship practices are generally in line with disciplinary norms, avoiding the risk of author list inflation that can dilute individual accountability and transparency. This alignment suggests that the institution's collaborative frameworks are standard and do not currently present an integrity risk.
The institution's Z-score of 0.261 is nearly identical to the national average of 0.270, indicating a systemic pattern in how research impact is generated. This score reflects a moderate gap where the institution's overall impact is partially dependent on collaborations where it does not hold a leadership role. This suggests that, like its national peers, some of its scientific prestige is dependent and exogenous, rather than being fully generated from its own structural capacity. This invites a strategic reflection on how to strengthen internal research capabilities to ensure that excellence metrics are a direct result of its own intellectual leadership.
The institution presents a Z-score of 0.648, showing a greater sensitivity to this risk factor than the national standard, which sits at -0.150. This moderate deviation from the national norm warrants a review of its causes. While high productivity can be legitimate, extreme individual publication volumes often challenge the limits of meaningful intellectual contribution. The university's higher score alerts to potential imbalances between quantity and quality, pointing to risks such as coercive authorship or the assignment of authorship without real participation—dynamics that prioritize metrics over the integrity of the scientific record.
The institution's Z-score of -0.268 is identical to the national average, reflecting a complete alignment with an environment of maximum scientific security in this regard. This integrity synchrony demonstrates that the university, along with its national peers, avoids over-reliance on its own publication channels. This practice mitigates potential conflicts of interest and the risk of academic endogamy, where production might bypass independent external peer review. By favoring external journals, the institution ensures its research undergoes standard competitive validation, enhancing its global visibility and credibility.
With a Z-score of -0.431, the institution demonstrates strong control over redundant publications, especially when compared to the national average of 1.739. This suggests the presence of effective institutional resilience, where internal mechanisms successfully mitigate a risk that is more prevalent at the country level. A high value in this indicator typically alerts to 'salami slicing'—the practice of fragmenting a study into minimal units to inflate productivity. Khazar University's low score indicates a commitment to publishing significant, coherent bodies of work, thereby protecting the integrity of scientific evidence and avoiding an unnecessary burden on the peer review system.
