| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.769 | -0.514 |
|
Retracted Output
|
-0.202 | -0.126 |
|
Institutional Self-Citation
|
-1.486 | -0.566 |
|
Discontinued Journals Output
|
-0.545 | -0.415 |
|
Hyperauthored Output
|
0.114 | 0.594 |
|
Leadership Impact Gap
|
0.181 | 0.284 |
|
Hyperprolific Authors
|
-1.413 | -0.275 |
|
Institutional Journal Output
|
-0.268 | -0.220 |
|
Redundant Output
|
-1.186 | 0.027 |
California State University, Monterey Bay demonstrates a robust scientific integrity profile, with an overall risk score of -0.534 that indicates a performance significantly healthier than the global average. The institution's primary strengths lie in its exceptionally low rates of Institutional Self-Citation, Redundant Output (Salami Slicing), and publications in Discontinued Journals, signaling a culture that prioritizes external validation and quality dissemination channels. Areas for strategic attention include a moderate tendency towards Hyper-Authored Output and a noticeable gap between its overall research impact and the impact of work where it holds intellectual leadership. According to SCImago Institutions Rankings data, the university's research is particularly prominent in fields such as Environmental Science, Agricultural and Biological Sciences, and Social Sciences. This strong integrity posture directly supports its mission "to prepare students to contribute responsibly," as ethical research practices are the foundation of responsible contribution. Addressing the moderate risk areas will be key to ensuring that the institution's "transformative learning experiences" translate into sustainable, internally-led research excellence, fully aligning its operational reality with its stated values. By continuing to cultivate its evident strengths while strategically managing its vulnerabilities, the university is well-positioned to enhance its responsible impact on both the local and global communities.
The institution's Z-score of -0.769 is notably lower than the national average of -0.514. This suggests a prudent and well-managed approach to academic collaboration. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the university's data indicates a more rigorous control over this practice than the national standard. This profile minimizes the risk of strategic attempts to inflate institutional credit or "affiliation shopping," reflecting a clear and transparent representation of its collaborative footprint.
With a Z-score of -0.202, the institution shows a lower incidence of retracted publications compared to the national average of -0.126. This indicates a commendable and prudent management of its research output. Retractions can be complex, but a rate below the national benchmark suggests that the university's pre-publication quality control and supervision mechanisms are functioning more effectively than those of its peers. This profile points to a healthy integrity culture where potential methodological or ethical issues are likely identified and corrected before they escalate, safeguarding the institution's reputation.
The institution exhibits an exceptionally low Z-score of -1.486, in stark contrast to the country's low-risk score of -0.566. This result demonstrates a consistent and healthy pattern of external engagement and validation. A certain level of self-citation is natural, but the university's very low rate effectively dismisses any concerns about scientific isolation or 'echo chambers.' This indicates that the institution's academic influence is built on broad recognition from the global community rather than being inflated by internal dynamics, reflecting a high degree of scientific openness.
The institution's Z-score of -0.545 is significantly below the national average of -0.415, indicating a complete absence of risk signals in this area. This exceptional result points to a highly effective due diligence process for selecting dissemination channels. By avoiding journals that fail to meet international ethical or quality standards, the university not only prevents the waste of resources on 'predatory' practices but also protects its researchers and its reputation. This operational silence demonstrates a deep commitment to publishing in credible and sustainable venues.
The institution presents a Z-score of 0.114, which, while indicating a medium risk level, is substantially lower than the national average of 0.594. This suggests a differentiated management approach where the institution successfully moderates a risk that is more pronounced across the country. Although some publications may feature extensive author lists, the university appears to be less susceptible to the national trend of author list inflation. This controlled environment helps preserve individual accountability and transparency, reducing the risk of 'honorary' or political authorship practices that can dilute meaningful contribution.
With a Z-score of 0.181, the institution shows a more moderate gap than the national average of 0.284. This reflects a differentiated management of its collaborative strategy. While the data suggests some reliance on external partners for achieving high-impact research, this dependency is less pronounced than the systemic pattern observed nationwide. This invites a strategic reflection on how to further build internal capacity and foster intellectual leadership, ensuring that the institution's scientific prestige becomes increasingly structural and endogenous rather than primarily dependent on its role in external collaborations.
The institution's Z-score of -1.413 is exceptionally low, positioning it far below the national average of -0.275. This signals a consistent and healthy research environment, free from the pressures that lead to extreme publication volumes. While high productivity can be legitimate, the absence of hyperprolific authors at the university suggests a culture that prioritizes quality and meaningful intellectual contribution over sheer quantity. This profile effectively mitigates risks such as coercive authorship or the assignment of credit without real participation, reinforcing the integrity of its scientific record.
The institution's Z-score of -0.268 is almost perfectly aligned with the national average of -0.220, demonstrating complete synchrony with a national environment of maximum scientific security. This alignment shows that the university avoids excessive dependence on its own publication channels, thus preventing potential conflicts of interest where an institution acts as both judge and party. By favoring external, independent peer review, the institution ensures its research undergoes standard competitive validation, enhances its global visibility, and avoids any risk of academic endogamy.
The institution maintains a Z-score of -1.186, indicating a near-total absence of this risk, which contrasts sharply with the medium-risk national average of 0.027. This demonstrates a remarkable preventive isolation, where the university does not replicate the risk dynamics prevalent in its environment. This strong performance suggests an institutional culture that actively discourages the practice of dividing a coherent study into minimal publishable units. By prioritizing the communication of significant new knowledge over the artificial inflation of productivity metrics, the university upholds the integrity of the scientific evidence base.