| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.044 | -0.514 |
|
Retracted Output
|
-0.259 | -0.126 |
|
Institutional Self-Citation
|
-0.655 | -0.566 |
|
Discontinued Journals Output
|
-0.453 | -0.415 |
|
Hyperauthored Output
|
1.126 | 0.594 |
|
Leadership Impact Gap
|
-0.113 | 0.284 |
|
Hyperprolific Authors
|
0.079 | -0.275 |
|
Institutional Journal Output
|
-0.122 | -0.220 |
|
Redundant Output
|
0.374 | 0.027 |
The University of Pennsylvania demonstrates a robust scientific integrity profile, with an overall risk score of -0.240 that indicates a performance generally stronger than the national standard. The institution exhibits significant strengths in areas requiring rigorous oversight, such as the complete absence of output in discontinued journals and exceptionally low rates of multiple affiliations and institutional self-citation. These results point to mature and effective governance policies. Areas for strategic attention are concentrated in authorship and publication practices, with medium-risk signals identified for Hyper-Authored Output, Hyperprolific Authors, and Redundant Output. These indicators, while not critical, suggest a potential imbalance between publication volume and research substance that warrants review. This strong integrity foundation supports the university's world-class academic standing, evidenced by its Top 10 US rankings in critical fields like Medicine, Arts and Humanities, Biochemistry, Genetics and Molecular Biology, and Business, Management and Accounting, according to SCImago Institutions Rankings data. While the institution's specific mission statement was not available for this analysis, the identified medium-risk areas could challenge the principles of excellence and social responsibility central to any leading university. By proactively addressing these vulnerabilities in authorship culture, the University of Pennsylvania can further solidify its global leadership and ensure its research practices are as unimpeachable as its academic reputation.
The institution's very low Z-score of -1.044, compared to the country's low-risk average of -0.514, demonstrates a consistent and well-managed approach to affiliations that aligns with the national standard. This absence of risk signals indicates that policies governing researcher affiliations are clear and effective. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the university's data shows no evidence of strategic attempts to inflate institutional credit or engage in “affiliation shopping,” reinforcing a culture of transparent and authentic collaboration.
The institution exhibits a prudent profile with a Z-score of -0.259, which is lower than the national average of -0.126. This suggests that the institution's quality control processes are managed with more rigor than the national standard. Retractions are complex events, and a rate significantly lower than the average alerts to effective pre-publication supervision and a responsible integrity culture, minimizing the systemic failures or recurring malpractice that can lead to retractions.
With a Z-score of -0.655, well below the national average of -0.566, the institution demonstrates a prudent and outward-looking citation practice. This indicates that its research is being validated by the broader scientific community rather than relying on internal "echo chambers." While a certain level of self-citation is natural, this low rate confirms that the institution successfully avoids the risk of endogamous impact inflation, ensuring its academic influence is a result of genuine global recognition and not oversized by internal dynamics.
The institution demonstrates total operational silence in this area, with a Z-score of -0.453 that is even lower than the already minimal national average of -0.415. This complete absence of risk signals indicates exceptional due diligence in selecting dissemination channels. It confirms that the institution's researchers are effectively avoiding predatory or low-quality journals, thereby protecting its reputational integrity and ensuring that scientific output is channeled through media that meet international ethical and quality standards.
The institution shows high exposure to this risk, with a Z-score of 1.126 that is notably higher than the national average of 0.594. This suggests the institution is more prone to publishing works with extensive author lists than its peers. While hyper-authorship is legitimate in "Big Science" disciplines, a high rate outside these contexts can signal author list inflation, which dilutes individual accountability and transparency. This metric serves as an important signal to review authorship practices and distinguish between necessary massive collaborations and potentially "honorary" or political attributions.
The institution demonstrates notable resilience, with a low-risk Z-score of -0.113, in stark contrast to the medium-risk national average of 0.284. This indicates that the institution's scientific prestige is built on strong internal capacity and intellectual leadership, mitigating the systemic risk of dependency seen elsewhere in the country. A low gap suggests that the university's excellence metrics result from its own structural capabilities, not merely from strategic positioning in collaborations where it does not exercise intellectual leadership, thus ensuring its prestige is sustainable and endogenous.
A moderate deviation is observed in this indicator, where the institution's medium-risk Z-score of 0.079 contrasts with the low-risk national average of -0.275. This suggests a greater sensitivity to risk factors related to extreme individual productivity compared to its peers. While high productivity can reflect leadership, extreme publication volumes challenge the limits of meaningful intellectual contribution. This signal warrants a review to ensure a proper balance between quantity and quality and to guard against risks such as coercive authorship or the assignment of credit without real participation, which prioritize metrics over scientific integrity.
The institution's Z-score of -0.122 indicates that the risk of academic endogamy is minimal. However, when compared to the even lower national average of -0.220, it represents a level of residual noise in an otherwise inert environment. In-house journals can raise conflicts of interest, as the institution acts as both judge and party. While the current level is very low and not a concern, this slight signal suggests that the institution is among the first to show activity in this area, reinforcing the importance of ensuring its publications consistently undergo independent external peer review to maintain global visibility and validation.
The institution shows high exposure to this risk, with a Z-score of 0.374 that significantly exceeds the national average of 0.027. This suggests a greater tendency toward publishing works with massive bibliographic overlap, a potential indicator of data fragmentation or "salami slicing." This practice, which involves dividing a coherent study into minimal publishable units to artificially inflate productivity, can distort the scientific record and overburden the review system. This alert suggests a need to reinforce policies that prioritize the publication of significant new knowledge over sheer volume.