| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.390 | -0.514 |
|
Retracted Output
|
-0.165 | -0.126 |
|
Institutional Self-Citation
|
-0.649 | -0.566 |
|
Discontinued Journals Output
|
-0.292 | -0.415 |
|
Hyperauthored Output
|
-0.577 | 0.594 |
|
Leadership Impact Gap
|
-0.665 | 0.284 |
|
Hyperprolific Authors
|
-1.413 | -0.275 |
|
Institutional Journal Output
|
-0.268 | -0.220 |
|
Redundant Output
|
0.709 | 0.027 |
Indiana University of Pennsylvania demonstrates a robust and commendable scientific integrity profile, reflected in an overall risk score of -0.374. This performance indicates that the institution's research practices are overwhelmingly sound and well-governed. Key strengths are evident in its very low rates of Hyperprolific Authors and Output in Institutional Journals, alongside a prudent management of Institutional Self-Citation and Hyper-Authored Output, where it outperforms the national average. The primary area for strategic attention is the Rate of Redundant Output, which presents a medium risk and is notably higher than the national benchmark. According to SCImago Institutions Rankings data, the university's strongest thematic areas include Arts and Humanities, Psychology, and Social Sciences, showcasing focused academic excellence. This strong integrity posture directly supports the university's mission to foster scholarship and public service, preparing students to "exceed expectations personally and professionally." However, the identified risk of redundant publication could potentially undermine this commitment to excellence by prioritizing publication volume over substantive scientific contribution. A proactive approach to reinforce best practices in this specific area will ensure the institution's research integrity remains fully aligned with its aspirational mission.
The institution's Z-score of -0.390 is within the low-risk range but slightly higher than the national average of -0.514. This minor divergence suggests an incipient vulnerability, where the institution shows faint signals of a practice that is less common in the national context. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this subtle increase warrants passive monitoring to ensure that all declared affiliations remain substantive and are not early indicators of strategic "affiliation shopping" aimed at inflating institutional credit.
With a Z-score of -0.165, the institution's performance is statistically normal and closely aligned with the United States' average of -0.126. This indicates that the level of retracted output is as expected for its context and size, suggesting that the existing quality control and post-publication supervision mechanisms are functioning at a standard and appropriate level. The data does not point to any systemic failure in the institution's integrity culture regarding the correction of the scientific record.
The institution exhibits a prudent profile with a Z-score of -0.649, which is notably lower and more favorable than the national average of -0.566. This indicates that the institution manages its citation practices with greater rigor than the national standard. A certain level of self-citation is natural, but this low rate demonstrates a healthy reliance on external validation from the global scientific community, effectively mitigating the risk of creating 'echo chambers' or artificially inflating its impact through endogamous practices.
A slight divergence is noted in this area, with the institution's Z-score at -0.292 (low risk) compared to the country's very low-risk score of -0.415. This indicates that the institution shows minor signals of risk activity that are largely absent at the national level. While sporadic publication in such journals can occur, this pattern suggests a potential gap in due diligence when selecting dissemination channels. It highlights a need to enhance information literacy to prevent research resources from being directed towards 'predatory' or low-quality media, which poses a reputational risk.
The institution demonstrates significant institutional resilience, with a low-risk Z-score of -0.577 in stark contrast to the country's medium-risk score of 0.594. This shows that internal control mechanisms are effectively mitigating a systemic risk prevalent in the national environment. By maintaining a low rate of hyper-authorship, the institution successfully distinguishes between necessary massive collaboration and practices like author list inflation, thereby preserving individual accountability and transparency in its research output.
With a Z-score of -0.665, the institution again shows strong institutional resilience against a national trend where the risk level is medium (Z-score: 0.284). A wide positive gap can signal that prestige is dependent on external partners. However, the institution's very low score indicates that its scientific impact is structurally sound and driven by internal capacity. This is a strong sign that its excellence metrics result from genuine intellectual leadership rather than a strategic positioning in collaborations where it does not lead.
The institution's Z-score of -1.413 places it in the very low-risk category, a strong positive signal that aligns well with the low-risk national standard (Z-score: -0.275). This low-profile consistency demonstrates an environment where the absence of risk signals is the norm. By avoiding extreme individual publication volumes, the institution reinforces a culture that balances quantity with quality, effectively preventing risks such as coercive authorship or the assignment of credit without meaningful intellectual contribution.
An integrity synchrony is observed here, with the institution's Z-score of -0.268 being in total alignment with the national average of -0.220, both in the very low-risk category. This reflects a shared commitment to avoiding the conflicts of interest inherent in an over-reliance on in-house journals. By ensuring its scientific production undergoes independent external peer review, the institution bypasses the risk of academic endogamy and validates its research on a competitive, global stage.
This indicator reveals a high exposure to risk, as the institution's medium-risk Z-score of 0.709 is significantly higher than the national average of 0.027. This suggests the institution is more prone to this practice than its peers. A high value alerts to the possibility that coherent studies are being fragmented into 'minimal publishable units' to artificially inflate productivity metrics. This practice, known as 'salami slicing,' distorts the scientific evidence base and overburdens the peer review system, indicating an urgent need to promote publication strategies that prioritize significant new knowledge over sheer volume.