| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.090 | -0.027 |
|
Retracted Output
|
-0.296 | -0.048 |
|
Institutional Self-Citation
|
-1.654 | -0.747 |
|
Discontinued Journals Output
|
0.486 | 0.033 |
|
Hyperauthored Output
|
-0.016 | -0.008 |
|
Leadership Impact Gap
|
0.176 | 1.085 |
|
Hyperprolific Authors
|
-1.413 | -1.348 |
|
Institutional Journal Output
|
-0.268 | -0.268 |
|
Redundant Output
|
-1.186 | -0.227 |
Strathmore University presents a robust scientific integrity profile, with an overall risk score of -0.285 indicating performance that is significantly better than the global average. The institution demonstrates exceptional strengths in maintaining very low-risk levels for institutional self-citation, hyperprolific authorship, publication in its own journals, and redundant output, signaling a strong culture of external validation and a focus on quality over quantity. Areas requiring strategic attention include a medium-risk exposure to publication in discontinued journals and a rate of multiple affiliations that deviates from the national trend. These specific vulnerabilities, however, are balanced by a commendable ability to manage other systemic risks more effectively than the national average. According to SCImago Institutions Rankings data, the university's leadership in key thematic areas such as Business, Management and Accounting (ranked 2nd in Kenya), Economics, Econometrics and Finance (4th in Kenya), and Social Sciences (7th in Kenya) is clear. While the institution's specific mission statement was not localized for this analysis, any mission centered on excellence and social responsibility is fundamentally supported by this strong integrity foundation. Addressing the identified medium-risk indicators will be crucial to ensure that these vulnerabilities do not undermine its academic prestige and leadership position. A proactive approach to reinforcing publication channel selection and affiliation policies will solidify its reputation as a benchmark institution in the region.
The institution's Z-score of 0.090 shows a moderate deviation from the national standard, which has a Z-score of -0.027. This suggests the university is more sensitive to risk factors related to affiliation practices than its national peers. 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. This indicator warrants a review of internal policies to ensure that all affiliations are transparent, justified by substantive collaboration, and do not reflect "affiliation shopping" practices that could dilute the institution's distinct academic identity.
With a Z-score of -0.296, the institution demonstrates a prudent profile, managing its processes with more rigor than the national standard (Z-score: -0.048). Retractions are complex events, and a low rate signifies responsible supervision and effective quality control. This value suggests that the university's pre-publication review mechanisms are functioning well, minimizing the incidence of errors and potential malpractice. This performance reinforces the institution's commitment to a culture of integrity and the reliability of its scientific record.
The institution exhibits an exceptionally low-risk profile with a Z-score of -1.654, which is significantly better than the country's already low-risk score of -0.747. This near-total absence of risk signals demonstrates a strong commitment to external validation and integration within the global scientific community. Such a low rate of self-citation indicates that the institution's academic influence is built on broad recognition rather than internal 'echo chambers,' effectively avoiding the risk of endogamous impact inflation and confirming that its work is scrutinized and valued by external peers.
The university's Z-score of 0.486 indicates high exposure to this risk, especially when compared to the national average of 0.033. This constitutes a critical alert regarding the due diligence applied in selecting dissemination channels. This Z-score indicates that a portion of the university's scientific production is being channeled through media that may not meet international ethical or quality standards. This exposes the institution to severe reputational risks and suggests an urgent need to strengthen information literacy and guidance for researchers to avoid wasting resources on 'predatory' or low-quality publication practices.
With a Z-score of -0.016, the institution displays a prudent profile, showing more rigorous control over authorship practices than the national standard (Z-score: -0.008). This low rate suggests that the university effectively distinguishes between necessary massive collaboration and potential author list inflation. It points to a healthy research environment where individual accountability and transparency are maintained, minimizing the risk of 'honorary' or political authorship practices that can dilute the meaning of a contribution.
The institution demonstrates differentiated management of this indicator, with a Z-score of 0.176 that successfully moderates a risk that appears more common at the national level (Z-score: 1.085). A wide positive gap can signal a sustainability risk where prestige is overly dependent on external partners. The university's significantly smaller gap suggests that its scientific prestige is more structurally sound and less reliant on collaborations where it does not exercise intellectual leadership. This reflects a healthy balance, indicating a growing internal capacity to produce high-impact, self-led research.
The institution's Z-score of -1.413 signifies a state of total operational silence, with an absence of risk signals even below the very low national average (Z-score: -1.348). This is a strong indicator of a research culture that prioritizes quality and meaningful intellectual contribution over sheer volume. The data suggests that the university is effectively avoiding the risks associated with hyperprolificacy, such as coercive authorship or 'salami slicing,' thereby protecting the integrity of its scientific record and fostering a balanced view of academic productivity.
With a Z-score of -0.268, the institution is in perfect integrity synchrony with its national environment, which shares the same score. This total alignment in an environment of maximum scientific security demonstrates a clear commitment to using independent, external peer review for validating its research. By avoiding excessive dependence on in-house journals, the university mitigates potential conflicts of interest and the risk of academic endogamy. This practice enhances the global visibility and credibility of its scientific output, ensuring it is validated through standard competitive channels.
The university's Z-score of -1.186 is a clear signal of low-profile consistency, indicating an almost complete absence of risk in an already low-risk national context (Z-score: -0.227). This extremely low value suggests that the practice of fragmenting studies into 'minimal publishable units' to artificially inflate productivity is not prevalent. It reflects a focus on producing coherent, significant contributions to knowledge, thereby strengthening the scientific evidence base and respecting the resources of the peer-review system.
