| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.521 | -0.514 |
|
Retracted Output
|
-0.061 | -0.126 |
|
Institutional Self-Citation
|
-1.304 | -0.566 |
|
Discontinued Journals Output
|
-0.312 | -0.415 |
|
Hyperauthored Output
|
-0.966 | 0.594 |
|
Leadership Impact Gap
|
0.365 | 0.284 |
|
Hyperprolific Authors
|
-1.413 | -0.275 |
|
Institutional Journal Output
|
-0.268 | -0.220 |
|
Redundant Output
|
-0.001 | 0.027 |
The University of Southern Indiana demonstrates a robust scientific integrity profile, with an overall risk score of -0.496 indicating very low exposure to questionable research practices. The institution exhibits exceptional strength in areas promoting transparency and external validation, including extremely low rates of institutional self-citation, multiple affiliations, hyperprolific authorship, and output in its own journals. According to SCImago Institutions Rankings data, this operational excellence supports strong thematic positioning in areas such as Arts and Humanities, Business, Management and Accounting, Psychology, and Social Sciences. This solid foundation aligns well with the university's mission to "advance education and knowledge." However, the primary area for strategic attention is the notable gap between the impact of its total output and that of research led by its own authors. This suggests that while the mission's goal of "fostering partnerships" is effective, a dependency on external intellectual leadership could, in the long term, challenge the aim of preparing individuals to lead in a "global community." To fully align its performance with its mission, the university is encouraged to leverage its strong integrity culture to cultivate and showcase its internal research leadership, thereby transforming collaborative success into sustainable, self-directed impact.
The institution shows an exceptionally low rate of multiple affiliations (Z-score: -1.521) compared to the national average (Z-score: -0.514). This result demonstrates a clear and consistent affiliation policy, aligning with the low-risk national standard. While multiple affiliations can be legitimate, the absence of disproportionately high rates here suggests that the institution successfully avoids strategic attempts to inflate institutional credit or "affiliation shopping," thereby maintaining a transparent accounting of its academic contributions.
The institution's rate of retracted output (Z-score: -0.061) is slightly higher than the national average (Z-score: -0.126), indicating an incipient vulnerability. Retractions are complex events, and a rate that surpasses the national benchmark, even while remaining low, suggests that quality control mechanisms prior to publication may be facing challenges. This signal warrants a review to ensure that potential issues of methodological rigor or recurring malpractice are addressed before they escalate, thereby safeguarding the institution's integrity culture.
With a Z-score of -1.304, the University of Southern Indiana demonstrates a very low rate of institutional self-citation, well below the national average of -0.566. This excellent result reflects a strong integration with the global scientific community and an absence of concerning scientific isolation or 'echo chambers.' The institution's work is clearly validated by external scrutiny, confirming that its academic influence is based on broad community recognition rather than being oversized by endogamous impact inflation.
The institution's rate of publication in discontinued journals (Z-score: -0.312) shows a slight divergence from the national context, where such signals are virtually absent (Z-score: -0.415). This suggests a minor but noteworthy risk activity. A presence in journals that fail to meet international ethical or quality standards, even if sporadic, constitutes a critical alert regarding due diligence and can expose the institution to severe reputational harm. This finding points to a need to reinforce information literacy among researchers in selecting credible dissemination channels to avoid wasting resources on 'predatory' or low-quality practices.
The University of Southern Indiana exhibits a low rate of hyper-authored output (Z-score: -0.966), demonstrating institutional resilience against a national trend where this is a more common issue (Z-score: 0.594). This indicates that the institution's control mechanisms appear to effectively mitigate the systemic risk of author list inflation. By maintaining authorship practices that align with genuine collaboration, the institution promotes individual accountability and transparency, distinguishing its work from 'honorary' or political authorship practices.
The institution presents a medium-risk signal in the gap between its total research impact and the impact of work where it holds a leadership role (Z-score: 0.365), a rate higher than the national average (Z-score: 0.284). This indicates a higher exposure to this risk factor compared to its environment. A wide positive gap signals a potential sustainability risk, suggesting that scientific prestige may be dependent and exogenous rather than built on structural, internal capacity. This invites a strategic reflection on whether its excellence metrics result from real internal capability or from strategic positioning in collaborations where the institution does not exercise intellectual leadership.
The institution's rate of hyperprolific authors is exceptionally low (Z-score: -1.413), significantly below the already low national average (Z-score: -0.275). This result aligns perfectly with an environment of high integrity, showing no signs of the imbalances between quantity and quality that extreme publication volumes can create. The absence of this risk signal confirms that authorship is likely tied to meaningful intellectual contribution, avoiding dynamics such as coercive authorship or the assignment of authorship without real participation.
The University of Southern Indiana shows a complete absence of risk signals related to publishing in its own journals, with a Z-score (-0.268) even lower than the national average (-0.220). This state of total operational silence indicates that the institution fully embraces external, independent peer review for validating its research. By avoiding potential conflicts of interest and academic endogamy, the institution ensures its scientific production achieves global visibility and is not channeled through internal 'fast tracks' that bypass standard competitive validation.
The institution demonstrates strong institutional resilience with a low rate of redundant output (Z-score: -0.001), effectively mitigating a risk that is more present at the national level (Z-score: 0.027). This indicates that the university's research culture prioritizes significant new knowledge over artificially inflating productivity. By avoiding practices like 'salami slicing'—where a coherent study is divided into minimal publishable units—the institution upholds the integrity of the scientific record and avoids overburdening the review system.
