| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.540 | -0.514 |
|
Retracted Output
|
0.258 | -0.126 |
|
Institutional Self-Citation
|
-1.241 | -0.566 |
|
Discontinued Journals Output
|
-0.359 | -0.415 |
|
Hyperauthored Output
|
-0.624 | 0.594 |
|
Leadership Impact Gap
|
-0.208 | 0.284 |
|
Hyperprolific Authors
|
-1.413 | -0.275 |
|
Institutional Journal Output
|
-0.268 | -0.220 |
|
Redundant Output
|
-0.806 | 0.027 |
California State University, San Bernardino demonstrates a robust and commendable scientific integrity profile, with an overall risk score of -0.361 indicating performance significantly stronger than the global average. The institution's primary strengths lie in its exceptionally low rates of institutional self-citation, hyperprolific authorship, and redundant output, showcasing a culture that prioritizes external validation and substantive research over metric inflation. This is further evidenced by its resilience against national trends toward hyper-authorship and impact dependency. The only area requiring strategic attention is a moderate rate of retracted output, which deviates from the national norm. According to SCImago Institutions Rankings data, CSUSB's research strengths are most prominent in Economics, Econometrics and Finance, Psychology, and Computer Science. This strong integrity posture directly supports the university's mission to cultivate "professional, ethical, and intellectual development." By maintaining these high standards, CSUSB ensures its contributions to a "globally connected society" are both meaningful and trustworthy. The anomaly in retractions, however, presents a potential conflict with this mission, making a focused review of pre-publication quality controls a crucial next step to fully align practice with institutional values. The overall recommendation is to reinforce the existing excellent governance mechanisms while undertaking a qualitative analysis to address and mitigate the single identified vulnerability.
The institution's Z-score for this indicator is -0.540, which is statistically aligned with the national average of -0.514. This result reflects a normal and expected level of collaborative activity for an institution of its context and size. The data suggests that CSUSB's engagement in multiple affiliations is consistent with standard academic practice in the United States. While disproportionately high rates can sometimes signal strategic attempts to inflate institutional credit, the current low-risk level indicates that affiliations at CSUSB are more likely the legitimate result of researcher mobility and productive partnerships, fitting well within established national norms.
With a Z-score of 0.258, the institution's rate of retracted output shows a moderate deviation from the national average of -0.126, indicating a greater sensitivity to this risk factor compared to its peers. Retractions are complex events, and while some signify responsible supervision in correcting unintentional errors, a rate notably above the national standard suggests that quality control mechanisms prior to publication may be facing systemic challenges. This vulnerability in the institution's integrity culture could point to recurring malpractice or a lack of methodological rigor, warranting immediate qualitative verification by management to diagnose the underlying causes and safeguard its scholarly reputation.
The institution exhibits an exceptionally low Z-score of -1.241 in institutional self-citation, performing significantly better than the already low-risk national average of -0.566. This absence of risk signals demonstrates a strong commitment to external validation and integration within the global scientific community. A certain level of self-citation is natural, but CSUSB's very low rate effectively dismisses any concern of scientific isolation or 'echo chambers.' This result confirms that the institution's academic influence is driven by broad external recognition rather than being inflated by internal dynamics, showcasing a healthy and outward-looking research culture.
The institution's Z-score for output in discontinued journals is -0.359, a very low-risk value that is nearly identical to the national average of -0.415. While both the institution and the country show minimal risk, CSUSB's score represents a faint residual signal in an otherwise inert environment. This is not an alert but suggests that continued diligence in vetting publication venues is beneficial. Maintaining awareness of journal quality is key to avoiding reputational risks and ensuring that research resources are channeled toward high-integrity, internationally recognized dissemination platforms.
The institution demonstrates notable resilience against national trends with a Z-score of -0.624, contrasting sharply with the medium-risk national average of 0.594. This indicates that internal control mechanisms are effectively mitigating the systemic risks of authorship inflation observed elsewhere. While extensive author lists are legitimate in 'Big Science' contexts, CSUSB's low score suggests a culture that promotes clear accountability and transparency in authorship. This practice successfully distinguishes necessary massive collaboration from potentially problematic 'honorary' or political authorship, reinforcing the integrity of its research contributions.
CSUSB shows strong institutional resilience with a Z-score of -0.208, which is significantly healthier than the medium-risk national average of 0.284. This result indicates that the institution's scientific prestige is structurally sound and not overly dependent on external partners for impact. A wide positive gap can signal that excellence is exogenous, but CSUSB's contained gap suggests its recognized impact stems from real internal capacity where it exercises intellectual leadership. This points to a sustainable research model built on genuine scholarly strength rather than just strategic positioning in collaborations.
With an extremely low Z-score of -1.413, the institution shows a complete absence of risk signals related to hyperprolific authors, a figure that is far below the low-risk national average of -0.275. This low-profile consistency is a strong indicator of a healthy research environment that prioritizes quality over sheer quantity. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution, but CSUSB's data shows no evidence of such imbalances. This suggests the institution is free from dynamics like coercive authorship or authorship assigned without real participation, thereby protecting the integrity of its scientific record.
The institution's Z-score of -0.268 reflects a total operational silence in this area, indicating an absence of risk signals that is even more pronounced than the country's already very low average of -0.220. This demonstrates a clear commitment to using external, independent peer review channels for dissemination. By avoiding dependence on in-house journals, CSUSB mitigates potential conflicts of interest and the risk of academic endogamy. This practice ensures its scientific production undergoes standard competitive validation, enhancing its global visibility and credibility.
CSUSB achieves a state of preventive isolation with a Z-score of -0.806, indicating a very low risk of redundant output, which stands in stark contrast to the medium-risk dynamic observed at the national level (0.027). This result strongly suggests that the institution does not replicate the risk of 'salami slicing' present in its environment. A high value in this indicator typically points to the practice of fragmenting studies into minimal publishable units to inflate productivity. CSUSB's excellent performance here highlights a focus on producing coherent, significant contributions to knowledge rather than prioritizing volume, thereby upholding the integrity of the scientific evidence base.