| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.414 | 0.557 |
|
Retracted Output
|
-0.418 | -0.155 |
|
Institutional Self-Citation
|
-0.247 | 0.138 |
|
Discontinued Journals Output
|
-0.116 | -0.176 |
|
Hyperauthored Output
|
-0.270 | -0.149 |
|
Leadership Impact Gap
|
0.293 | 0.373 |
|
Hyperprolific Authors
|
-1.413 | -1.231 |
|
Institutional Journal Output
|
-0.268 | -0.268 |
|
Redundant Output
|
-0.841 | -0.683 |
Sokoine University of Agriculture presents a robust scientific integrity profile, with an overall score of -0.329 that indicates a risk level generally below the expected average. The institution demonstrates exceptional strength in preventing retractions, hyperprolific authorship, redundant publications, and excessive reliance on institutional journals, consistently outperforming national benchmarks in these areas. Areas requiring strategic attention include a moderate rate of multiple affiliations and a noticeable gap between its overall research impact and the impact of work under its direct leadership, though in both cases, the university manages these systemic risks more effectively than the national average. These strong integrity foundations directly support its leadership in key thematic areas identified by the SCImago Institutions Rankings, such as Veterinary, Earth and Planetary Sciences, and Biochemistry, Genetics and Molecular Biology, where it ranks first in Tanzania. This alignment of high integrity and thematic excellence is crucial for fulfilling its mission to "Promote development in agriculture, natural resources and allied sectors." By maintaining this commitment to ethical research, the university ensures the credibility and real-world value of its contributions, although mitigating the identified moderate risks is key to securing its long-term reputational and scientific autonomy. It is recommended that the university leverage its solid integrity framework to consolidate its leadership while implementing targeted policies to strengthen its intellectual independence and affiliation transparency.
With an institutional Z-score of 0.414 against a national average of 0.557, Sokoine University of Agriculture demonstrates a capacity for differentiated management within a national context where multiple affiliations are common. This indicates that the institution moderates risks that appear systemic in the country. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, a disproportionately high rate can signal strategic attempts to inflate institutional credit. The university's more controlled approach suggests it is less prone than its national peers to practices that could be interpreted as “affiliation shopping,” thereby maintaining a clearer profile of its research contributions.
The institution exhibits an exemplary record in this area, with a Z-score of -0.418, which is significantly lower than the national Z-score of -0.155. This low-profile consistency, where the absence of risk signals surpasses even the low national standard, points to highly effective quality control mechanisms. Retractions can sometimes result from honest error correction, but a rate significantly below the average, as seen here, strongly suggests that the institution's pre-publication review processes and integrity culture are robust, systemically preventing the types of methodological failure or malpractice that often lead to retractions.
The university demonstrates notable institutional resilience, with a low-risk Z-score of -0.247 in a national environment showing a medium-risk Z-score of 0.138. This suggests that internal control mechanisms are successfully mitigating the systemic risks of academic insularity present in the country. A certain level of self-citation is natural, but the university's low rate indicates it avoids the 'echo chambers' that can arise from disproportionate self-validation. This commitment to external scrutiny ensures its academic influence is validated by the global community rather than being inflated by endogamous internal dynamics.
With a Z-score of -0.116 compared to the country's -0.176, the institution shows an incipient vulnerability despite both being in a low-risk category. This slight negative deviation suggests that while the overall risk is low, the university's researchers show slightly more signals of publishing in questionable venues than the national average, warranting a review. A high proportion of output in discontinued journals can be a critical alert regarding due diligence in selecting dissemination channels. This minor signal suggests a need to reinforce information literacy and guidance for researchers to avoid channeling work through media that may not meet international ethical standards, thus preventing potential reputational risk.
The institution maintains a prudent profile with a Z-score of -0.270, which is more rigorous than the national standard of -0.149. This indicates that the university manages its authorship practices with greater control than its national peers. While extensive author lists are legitimate in 'Big Science,' a lower-than-average score outside these contexts is a positive sign. It suggests the institution effectively discourages author list inflation and honorary authorship, promoting a culture where individual accountability and transparency in contributions are valued.
The university's Z-score of 0.293, compared to the national average of 0.373, points to differentiated management of a risk that is common across the country. This indicates the institution is moderating its dependency on external partners for impact more effectively than its peers. A wide positive gap signals a sustainability risk, suggesting that scientific prestige may be more exogenous than structural. The university's better-than-average performance implies a healthier balance, but the medium risk level still invites reflection on strategies to bolster the impact of research where it exercises full intellectual leadership, ensuring its excellence is built on internal capacity.
In this indicator, the institution demonstrates total operational silence, with a Z-score of -1.413 that is even lower than the country's already very low average of -1.231. This absence of risk signals is a clear strength, indicating a healthy balance between productivity and quality. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to risks like coercive authorship or 'salami slicing.' The university's exceptionally low score suggests its academic environment prioritizes the integrity of the scientific record over the sheer volume of output.
The university's Z-score of -0.268 is perfectly aligned with the national score, reflecting a state of integrity synchrony in an environment of maximum scientific security. This shared commitment to avoiding excessive dependence on in-house journals is a significant strength. It demonstrates that the institution, like its national peers, prioritizes independent external peer review, which is essential for global visibility and credibility. This practice mitigates the risks of academic endogamy and potential conflicts of interest, ensuring that its scientific production is validated through standard competitive channels.
With a Z-score of -0.841, the institution shows total operational silence, performing even better than the strong national benchmark of -0.683. This exceptional result indicates an absence of risk signals related to data fragmentation or 'salami slicing.' This practice, where a study is divided into minimal publishable units to inflate productivity, distorts scientific evidence. The university's outstandingly low score reflects a culture that prioritizes the publication of significant, coherent new knowledge over the artificial inflation of publication metrics, reinforcing its commitment to high-quality research.