| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.336 | -0.514 |
|
Retracted Output
|
-0.268 | -0.126 |
|
Institutional Self-Citation
|
0.077 | -0.566 |
|
Discontinued Journals Output
|
-0.452 | -0.415 |
|
Hyperauthored Output
|
-0.436 | 0.594 |
|
Leadership Impact Gap
|
-0.373 | 0.284 |
|
Hyperprolific Authors
|
-1.349 | -0.275 |
|
Institutional Journal Output
|
0.637 | -0.220 |
|
Redundant Output
|
0.063 | 0.027 |
Brigham Young University demonstrates a robust and commendable scientific integrity profile, reflected in an overall risk score of -0.409, which indicates a performance significantly healthier than the global average. The institution's primary strengths lie in its exceptionally low rates of multiple affiliations and hyperprolific authorship, alongside a resilient capacity to mitigate national trends in hyper-authorship and impact dependency. These factors point to a culture of responsible authorship and strong internal research leadership. Key areas for strategic attention include a moderate tendency towards institutional self-citation and publishing in its own journals, which deviate from the low-risk national standards and could suggest a degree of academic insularity. According to SCImago Institutions Rankings data, the university's research excellence is particularly prominent in fields such as Environmental Science (ranked 57th in the U.S.), Arts and Humanities (81st), and Psychology (88th). The identified risks, while moderate, present a potential conflict with the institutional mission's "commitment to excellence" and the "full realization of human potential," as practices that limit external validation can hinder global impact. By addressing these specific areas of internal citation and publication dynamics, the university can further align its operational practices with its aspirational mission, ensuring its pursuit of excellence is recognized and validated by the broader international scientific community.
The institution exhibits an exceptionally low-risk profile with a Z-score of -1.336, which is significantly better than the country's already low-risk score of -0.514. This result demonstrates a clear and consistent operational standard that surpasses the national norm. The absence of risk signals in this area indicates that the institution effectively avoids practices that could be perceived as strategic attempts to inflate institutional credit or "affiliation shopping." This strong performance suggests a transparent and straightforward approach to academic collaboration and researcher affiliation, reinforcing the integrity of its institutional footprint.
With a Z-score of -0.268, the institution maintains a low-risk profile that is more favorable than the national average of -0.126. This prudent positioning suggests that the university's quality control mechanisms are managed with greater rigor than the national standard. While retractions can sometimes signify responsible supervision and the correction of honest errors, a rate lower than its peers indicates that systemic failures in pre-publication quality control are less frequent. This points to a robust integrity culture and a strong foundation of methodological rigor that effectively minimizes the need for post-publication corrections.
The institution's Z-score of 0.077 places it at a medium risk level, representing a moderate deviation from the low-risk national standard (-0.566). This suggests a greater sensitivity to this particular risk factor compared to its peers. While a certain level of self-citation is natural, this elevated rate could signal the formation of scientific 'echo chambers' where the institution validates its own work without sufficient external scrutiny. This pattern warns of a potential for endogamous impact inflation, where the institution's perceived academic influence might be shaped more by internal dynamics than by recognition from the global research community.
The institution's Z-score of -0.452 is almost identical to the country's score of -0.415, placing both in the very low-risk category. This demonstrates a state of integrity synchrony, where the university is in total alignment with a national environment of maximum scientific security. This performance indicates that the institution exercises excellent due diligence in selecting dissemination channels for its research. Such a low rate confirms that its scientific production is not being channeled through media that fail to meet international ethical or quality standards, thereby protecting the university from the reputational risks associated with 'predatory' or low-quality practices.
The university demonstrates notable institutional resilience with a low-risk Z-score of -0.436, which stands in positive contrast to the medium-risk national average of 0.594. This suggests that internal governance and control mechanisms are effectively mitigating a systemic risk that is more prevalent in the country. This capacity to maintain a lower rate indicates that the institution successfully distinguishes between necessary massive collaboration, typical in 'Big Science,' and questionable practices like 'honorary' or political authorship, thereby upholding standards of individual accountability and transparency.
The institution again shows strong institutional resilience, with a low-risk Z-score of -0.373 in a national context of medium risk (0.284). This favorable gap indicates that the university's scientific prestige is not overly dependent on external partners and is instead built upon a solid foundation of internal capacity. This result suggests that its high-impact research is a product of genuine internal intellectual leadership, not merely a reflection of strategic positioning in collaborations. This signals a sustainable and structurally sound model for generating academic excellence.
With an exceptionally low Z-score of -1.349, the institution's risk level is far below the country's already low-risk average of -0.275. This absence of risk signals, well below the national standard, points to a healthy research environment. It suggests a culture that effectively balances productivity with quality, avoiding the potential pitfalls of hyperprolificacy. This low rate indicates the institution is not exposed to risks such as coercive authorship or the assignment of credit without real participation, thereby prioritizing the integrity of the scientific record over the inflation of metrics.
A significant monitoring alert is raised by the institution's medium-risk Z-score of 0.637, a level that is highly unusual when compared to the country's very low-risk standard (-0.220). This anomaly requires a careful review of its causes. A high dependence on in-house journals can create conflicts of interest, as the institution acts as both judge and party in the publication process. This practice carries the risk of academic endogamy, where research might bypass rigorous, independent external peer review, potentially limiting its global visibility and using internal channels as 'fast tracks' for publication without standard competitive validation.
The institution's medium-risk Z-score of 0.063 is closely aligned with the national average of 0.027, which is also at a medium-risk level. This alignment suggests that the university's practices in this area reflect a systemic pattern common within the national research environment. This indicator alerts to the potential practice of dividing a coherent study into minimal publishable units to artificially inflate productivity, also known as 'salami slicing.' While this behavior appears to be a shared challenge, it is a practice that can distort the scientific evidence base and prioritizes publication volume over the generation of significant new knowledge.