| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.027 | -0.514 |
|
Retracted Output
|
-0.343 | -0.126 |
|
Institutional Self-Citation
|
-0.441 | -0.566 |
|
Discontinued Journals Output
|
-0.114 | -0.415 |
|
Hyperauthored Output
|
-1.089 | 0.594 |
|
Leadership Impact Gap
|
-1.959 | 0.284 |
|
Hyperprolific Authors
|
-1.413 | -0.275 |
|
Institutional Journal Output
|
-0.268 | -0.220 |
|
Redundant Output
|
0.190 | 0.027 |
The Florida A&M University and The Florida State University College of Engineering demonstrates a solid overall performance in scientific integrity, reflected in a favorable global score of -0.562. The institution exhibits exceptional strengths in maintaining intellectual leadership and resisting national trends toward authorship inflation, as evidenced by very low-risk indicators for the impact gap of led research and hyper-authorship. These results showcase a robust internal governance that aligns with the highest standards of research practice. The primary area for strategic attention is the Rate of Redundant Output, which presents a medium risk and is higher than the national average, suggesting a potential imbalance between publication volume and substantive contribution. According to SCImago Institutions Rankings data, the College's academic strengths are most prominent in areas such as Chemistry, Earth and Planetary Sciences, and Engineering. The identified risk of redundant publication, however, could undermine the institutional mission's core tenets of "excellence," "integrity," and "ethical conduct" by prioritizing metrics over meaningful scientific advancement. To fully realize its vision, the institution is encouraged to leverage its demonstrated strengths in research integrity to develop targeted policies that address publication fragmentation, thereby ensuring its pursuit of leadership is built upon a foundation of unquestionable scientific quality.
The institution presents a Z-score of -1.027, which is significantly lower than the national average of -0.514. This result indicates a very low-risk profile that is consistent with the generally secure national standard. The institution's minimal rate of multiple affiliations demonstrates an absence of the risk signals associated with this practice. While multiple affiliations can be legitimate, disproportionately high rates can signal strategic attempts to inflate institutional credit. In this case, the institution's performance suggests that its collaborative practices are transparent and not geared toward "affiliation shopping," reflecting a clear and well-defined institutional identity in its scientific output.
With a Z-score of -0.343, the institution shows a lower risk of retracted publications compared to the national average of -0.126. This prudent profile suggests that the institution manages its pre-publication processes with more rigor than the national standard. Retractions are complex events, and a high rate can suggest that quality control mechanisms are failing systemically. The institution's favorable score indicates that its supervision and integrity culture are effective, minimizing the occurrence of errors or malpractice that could lead to retractions and thus protecting its scientific reputation.
The institution's Z-score for this indicator is -0.441, which, while in the low-risk category, is slightly higher than the national average of -0.566. This score points to an incipient vulnerability that warrants review before it escalates. A certain level of self-citation is natural, reflecting the continuity of research lines. However, the institution's tendency, though minor, is slightly above the national norm, signaling a need for monitoring. This is important to prevent the development of 'echo chambers' where work is validated internally without sufficient external scrutiny, which could lead to an endogamous inflation of perceived academic influence.
The institution exhibits a Z-score of -0.114, indicating a slight divergence from the national context, which has a Z-score of -0.415. This means the institution shows minor but measurable signals of risk activity in an area where such signals are almost non-existent across the rest of the country. A high proportion of publications in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. The institution's score, while still low, suggests a need to reinforce information literacy among its researchers to ensure they avoid channeling scientific production through media that may not meet international ethical or quality standards, thereby preventing reputational risk.
With a Z-score of -1.089, the institution demonstrates notable resilience against a systemic risk that is more prevalent nationally (country Z-score of 0.594). This performance suggests that internal control mechanisms are effectively mitigating the national trend toward hyper-authorship. Outside of "Big Science" contexts, extensive author lists can indicate inflation and dilute individual accountability. The institution's very low rate in this area is a clear strength, indicating a culture that values meaningful contribution and transparency over the use of 'honorary' or political authorship practices.
The institution's Z-score of -1.959 is exceptionally low, positioning it in a state of preventive isolation from the risk dynamics observed nationally (country Z-score of 0.284). A wide positive gap can signal that an institution's prestige is dependent on external partners rather than its own structural capacity. The institution's score, however, indicates the opposite: its scientific prestige is the result of genuine internal capacity and intellectual leadership. This demonstrates a sustainable and robust research ecosystem where excellence is generated endogenously, not merely imported through strategic collaborations.
The institution records a Z-score of -1.413, reflecting an absence of risk signals that aligns perfectly with the low-risk national standard (country Z-score of -0.275). This low-profile consistency underscores a healthy research environment. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to risks such as coercive authorship or a focus on quantity over quality. The institution's very low score indicates a balanced and sustainable approach to productivity, reinforcing the integrity of its scientific record.
With a Z-score of -0.268, the institution demonstrates integrity synchrony with the national environment, which has a nearly identical score of -0.220. This total alignment reflects a shared commitment to avoiding academic endogamy. Excessive dependence on in-house journals can create conflicts of interest and allow production to bypass independent external peer review. The institution's performance indicates that its researchers prioritize globally recognized, competitive publication channels, ensuring their work is validated by the international scientific community and maximizing its visibility and impact.
The institution's Z-score of 0.190 indicates a high exposure to this risk, particularly when compared to the national average of 0.027. Although both are in the medium-risk category, the institution is significantly more prone to showing alert signals than its environment. This indicator warns against the practice of dividing a coherent study into minimal publishable units to artificially inflate productivity, also known as 'salami slicing.' The institution's elevated score suggests an urgent need to review publication practices to ensure that the focus remains on generating significant new knowledge rather than prioritizing volume, a practice which distorts scientific evidence and overburdens the peer review system.