| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.983 | 0.353 |
|
Retracted Output
|
-0.785 | -0.045 |
|
Institutional Self-Citation
|
-1.605 | -1.056 |
|
Discontinued Journals Output
|
0.707 | 0.583 |
|
Hyperauthored Output
|
-0.528 | -0.488 |
|
Leadership Impact Gap
|
3.673 | 1.993 |
|
Hyperprolific Authors
|
-0.959 | -0.746 |
|
Institutional Journal Output
|
-0.268 | -0.155 |
|
Redundant Output
|
-1.186 | -0.329 |
Wachemo University presents a dual profile in scientific integrity, marked by exceptional strengths in internal research practices but significant vulnerabilities in its external collaboration and dissemination strategies. With an overall integrity score of -0.101, the institution demonstrates robust control over key areas such as retracted output, self-citation, hyperprolific authorship, and redundant publications, indicating a strong internal culture of quality and ethical conduct. However, this positive foundation is contrasted by a critical dependency on external partners for scientific impact, alongside medium-risk exposure to questionable affiliation and publication channel practices. According to SCImago Institutions Rankings data, the university's key thematic strengths are in Agricultural and Biological Sciences and Medicine. These areas of excellence provide a solid base, but the identified risks, particularly the gap in leadership impact, directly challenge the university's mission to "produce new knowledge and technology" and "enhance sustainable institutional capacity." To fully align its performance with its mission of excellence and leadership, Wachemo University is advised to leverage its strong internal integrity framework to develop a strategic plan focused on fostering intellectual leadership in collaborations and enhancing due diligence in its external scientific engagements.
The institution's Z-score of 0.983 is notably higher than the national average of 0.353, placing it in a position of high exposure within a national context already showing medium risk. This suggests that while the university reflects a systemic pattern, it is more susceptible to the factors driving this trend. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this disproportionately high rate signals a need for review. It may indicate strategic attempts to inflate institutional credit or "affiliation shopping," which could dilute the university's unique brand and misrepresent its core contributions.
With a Z-score of -0.785, the institution demonstrates a very low risk of retracted publications, a figure that is significantly healthier than the already low-risk national average of -0.045. This low-profile consistency indicates that the university's internal quality control and supervision mechanisms are highly effective. The absence of these critical risk signals aligns with and even surpasses the national standard, suggesting a responsible and robust research culture where potential errors are likely identified and corrected prior to publication, safeguarding the integrity of its scientific record.
The university exhibits total operational silence in this area, with a Z-score of -1.605 that is substantially lower than the country's very low average of -1.056. This complete absence of risk signals, even below the national baseline, is a clear indicator of strong integration within the global scientific community. It demonstrates that the institution's work is validated by external scrutiny rather than through internal 'echo chambers.' This outward-looking focus ensures that its academic influence is built on broad recognition, effectively avoiding any risk of endogamous impact inflation.
The institution's Z-score of 0.707 is higher than the national average of 0.583, indicating high exposure to a risk that is already a medium-level concern for the country. This suggests the university is more prone than its national peers to channeling its research into outlets of questionable quality. A high proportion of publications in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. This pattern exposes the institution to severe reputational risks and suggests an urgent need for enhanced information literacy among its researchers to avoid wasting resources on 'predatory' or low-quality practices that do not meet international ethical standards.
The institution's Z-score of -0.528 is nearly identical to the national average of -0.488, reflecting a state of statistical normality. The low risk level is precisely what is expected for its context, indicating that its authorship practices are well-aligned with national norms. This alignment suggests that the university is not facing issues related to author list inflation or the dilution of individual accountability, and its collaborative patterns are appropriate for the disciplines in which it is active.
This indicator represents the most significant risk for the institution, with a Z-score of 3.673 that is critically high and far exceeds the country's medium-risk average of 1.993. This signals a risk accentuation, where the university amplifies a vulnerability already present in the national system. The extremely wide gap suggests that the institution's scientific prestige is heavily dependent and exogenous, not structural. This reliance on external partners for impact poses a sustainability risk and calls into question whether its excellence metrics result from genuine internal capacity or from strategic positioning in collaborations where it does not exercise intellectual leadership, a situation that requires immediate strategic review.
The university's Z-score of -0.959 indicates a very low risk, which is a stronger performance than the country's low-risk average of -0.746. This low-profile consistency demonstrates an institutional environment that prioritizes quality over sheer volume of publications. The absence of hyperprolific authors suggests a healthy balance and mitigates risks such as coercive authorship or assigning credit without meaningful intellectual contribution. This finding reinforces the image of a research culture that values the integrity of the scientific record over the inflation of productivity metrics.
With a Z-score of -0.268, the institution shows a total operational silence regarding this risk, performing even better than the country's very low average of -0.155. This absence of risk signals, falling below the national baseline, points to a strong commitment to external validation and global visibility. By avoiding excessive dependence on its own journals, the university effectively sidesteps potential conflicts of interest and the risk of academic endogamy, ensuring its scientific production undergoes independent, competitive peer review and is not channeled through internal 'fast tracks'.
The institution demonstrates a very low risk in this area with a Z-score of -1.186, a result that contrasts favorably with the low-risk national average of -0.329. This low-profile consistency suggests that the university's governance and editorial oversight are effective in preventing data fragmentation practices. The near-total absence of 'salami slicing' indicates a research culture that values the publication of coherent, significant studies over the artificial inflation of productivity, thereby protecting the integrity of the scientific evidence base and respecting the academic review system.
