| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
3.889 | -0.927 |
|
Retracted Output
|
-0.324 | 0.279 |
|
Institutional Self-Citation
|
-1.138 | 0.520 |
|
Discontinued Journals Output
|
-0.337 | 1.099 |
|
Hyperauthored Output
|
-1.183 | -1.024 |
|
Leadership Impact Gap
|
-0.987 | -0.292 |
|
Hyperprolific Authors
|
1.609 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
-1.186 | 0.720 |
Woxsen University presents a profile of pronounced contrasts, with an overall integrity score of 0.134 reflecting both exceptional governance in specific areas and critical vulnerabilities that require immediate attention. The institution demonstrates remarkable strength and adherence to best practices in areas such as Institutional Self-Citation, Output in Discontinued Journals, and Redundant Output, where it significantly outperforms national trends. However, this positive performance is overshadowed by a critical anomaly in the Rate of Multiple Affiliations and a concerning signal in the Rate of Hyperprolific Authors. The university's academic strengths, as evidenced by its SCImago Institutions Rankings, are concentrated in Economics, Econometrics and Finance; Business, Management and Accounting; Psychology; and Arts and Humanities. These areas of excellence could be undermined if the identified integrity risks are not addressed, as practices that prioritize metric inflation over genuine contribution directly contradict the institutional mission to "innovate & transform... through the application of knowledge, research and industry feedback to further scale up community benefit." To ensure sustainable growth and protect its reputation, it is recommended that the university leverage its robust internal controls in its strong areas to develop targeted policies and training that mitigate the identified risks, aligning its operational practices with its stated mission of excellence and social responsibility.
The institution's Z-score of 3.889 for this indicator represents a critical anomaly, positioning it as an absolute outlier within a national context that shows no signs of this risk (country average Z-score: -0.927). This severe divergence from the national norm suggests that the university's practices are highly unusual and warrant an urgent process audit. While multiple affiliations can be legitimate, such a disproportionately high rate strongly signals a potential systemic strategy to inflate institutional credit or engage in “affiliation shopping.” This practice compromises the transparency of academic contributions and requires immediate investigation to safeguard the institution's scientific credibility.
With a Z-score of -0.324, the institution demonstrates a low-risk profile that contrasts favorably with the national average of 0.279, which sits at a medium-risk level. This suggests a notable degree of institutional resilience, where internal control mechanisms appear to be effectively mitigating the systemic risks prevalent in the country. A low rate of retractions indicates that the university's pre-publication quality control and supervision mechanisms are functioning responsibly, preventing the kind of recurring malpractice or lack of methodological rigor that a higher rate would suggest. This performance reflects a healthy integrity culture that values the correction of the scientific record.
The university exhibits exemplary performance with a Z-score of -1.138, indicating a complete absence of risk in an environment where this is a moderate concern (country average Z-score: 0.520). This demonstrates a clear case of preventive isolation, where the institution does not replicate the risk dynamics observed nationally. By maintaining a very low rate, the university actively avoids the creation of scientific 'echo chambers' and the risk of endogamous impact inflation. This practice ensures that its academic influence is validated by external scrutiny and genuine recognition from the global community, rather than being artificially inflated by internal dynamics.
The institution shows strong due diligence in its publication strategy, with a very low-risk Z-score of -0.337, in stark contrast to the medium-risk national average of 1.099. This gap signifies a successful preventive isolation, whereby the university's researchers avoid the riskier publication channels that appear to be a systemic issue at the national level. This low rate indicates that the institution effectively guides its researchers away from media that fail to meet international ethical or quality standards, thereby protecting its reputation and avoiding the waste of resources on 'predatory' or low-quality practices.
With a Z-score of -1.183, the institution maintains a very low-risk profile, which is consistent with and even slightly better than the low-risk national standard (country average Z-score: -1.024). This low-profile consistency demonstrates that the absence of risk signals in this area aligns with the expected national behavior. The data suggests that the university's authorship practices are well-calibrated, effectively distinguishing between necessary large-scale collaboration and the potential for author list inflation or 'honorary' authorships, thus preserving individual accountability and transparency in its research output.
The institution's Z-score of -0.987 reflects a very low-risk profile, aligning well with the low-risk national context (country average Z-score: -0.292). This low-profile consistency indicates that the institution's risk level is well within the national standard. A low value in this indicator is a positive sign of scientific autonomy, suggesting that the institution's prestige is built upon its own structural capacity and intellectual leadership. It demonstrates that its excellence metrics are not overly dependent on external partners, but rather stem from genuine internal research capabilities.
The institution's Z-score of 1.609 places it at a medium-risk level, representing a moderate deviation from the low-risk national standard (country average Z-score: -0.067). This suggests the university is more sensitive to risk factors in this area than its national peers, and a review of the underlying causes is warranted. This indicator alerts to potential imbalances between quantity and quality, as extreme individual publication volumes challenge the limits of meaningful intellectual contribution. The presence of this signal points to possible 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 almost perfectly aligned with the national average of -0.250, with both at a very low-risk level. This reflects a state of integrity synchrony, where the university's practices are in total alignment with an environment of maximum scientific security. This low rate demonstrates a healthy publication strategy that avoids potential conflicts of interest and academic endogamy. By not depending on in-house journals, the institution ensures its scientific production undergoes independent external peer review, enhancing its global visibility and validating its research through standard competitive channels.
The institution shows outstanding control over publication integrity, with a Z-score of -1.186, placing it in the very low-risk category. This performance is particularly noteworthy when compared to the national average of 0.720, which indicates a medium-risk environment. This successful preventive isolation shows the center does not replicate the risk dynamics common in the country. A very low rate of redundant output indicates that the university fosters a culture that prioritizes significant new knowledge over artificially inflating productivity through data fragmentation or 'salami slicing,' thereby respecting the scientific record and the peer-review system.