| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.030 | -0.514 |
|
Retracted Output
|
1.798 | -0.126 |
|
Institutional Self-Citation
|
-1.181 | -0.566 |
|
Discontinued Journals Output
|
-0.440 | -0.415 |
|
Hyperauthored Output
|
-0.242 | 0.594 |
|
Leadership Impact Gap
|
0.681 | 0.284 |
|
Hyperprolific Authors
|
-1.275 | -0.275 |
|
Institutional Journal Output
|
-0.268 | -0.220 |
|
Redundant Output
|
-0.135 | 0.027 |
Ball State University presents a robust scientific integrity profile, characterized by a low overall risk score of 0.150 and exceptional performance in multiple key areas. The institution demonstrates significant strengths with very low risk signals in institutional self-citation, multiple affiliations, hyperprolific authorship, and publication in institutional or discontinued journals. These results indicate a culture of external validation and responsible academic practice. However, this strong foundation is contrasted by a critical alert in the Rate of Retracted Output, which is significantly higher than the national average, and a notable dependency on external collaborations for impact, as shown by the Gap in Leadership Impact. According to SCImago Institutions Rankings data, the University's thematic strengths lie in Psychology, Business, Management and Accounting, and Social Sciences. The high rate of retractions poses a direct challenge to the University's mission to "engage students in educational, research, and creative endeavors" with integrity, potentially undermining the perceived value and reliability of its contributions. To fully align its operational reality with its mission of excellence and social vitality, it is recommended that the institution leverage its many areas of integrity strength to conduct a focused, qualitative review of its pre-publication quality control mechanisms and develop strategies to foster greater internal intellectual leadership.
The institution exhibits a Z-score of -1.030, which is well below the national average of -0.514. This result reflects a commendable absence of risk signals, aligning with the low-risk standard observed nationally. The data suggests that the University's collaborative practices are transparent and well-managed. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the institution's very low rate confirms that there are no indicators of strategic attempts to inflate institutional credit or engage in “affiliation shopping,” reinforcing a culture of authentic and clearly defined collaboration.
With a Z-score of 1.798, the institution displays a significant risk level that is in stark contrast to the low-risk national average of -0.126. This severe discrepancy indicates that the rate of retractions is atypical for its environment and warrants an urgent and deep integrity assessment. Retractions are complex events, but a rate this far above the norm suggests that quality control mechanisms prior to publication may be failing systemically. This alert points to a potential vulnerability in the institution's integrity culture, indicating possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to protect its scientific reputation.
The institution's Z-score of -1.181 is substantially lower than the national average of -0.566, indicating an exceptionally low risk profile. This demonstrates a healthy pattern of external validation and integration within the global scientific community. A certain level of self-citation is natural, reflecting the continuity of research lines; however, the University's very low rate confirms the absence of concerning scientific isolation or 'echo chambers'. This strong performance suggests that the institution's academic influence is driven by broad community recognition rather than being inflated by internal dynamics.
The institution's Z-score of -0.440 is almost identical to the national average of -0.415, placing it in a state of complete alignment with an environment of maximum scientific security. This synchrony indicates that the University's researchers are exercising excellent due diligence in selecting dissemination channels. A high proportion of output in such journals would constitute a critical alert, but these results confirm that institutional production is not being channeled through media that fail to meet international ethical or quality standards, thereby avoiding reputational risks and the misallocation of resources to 'predatory' practices.
With a Z-score of -0.242, the institution maintains a low-risk profile, which is particularly noteworthy when compared to the medium-risk national average of 0.594. This suggests the presence of effective institutional resilience, where internal control mechanisms appear to successfully mitigate the systemic risks of authorship inflation observed elsewhere in the country. While extensive author lists are legitimate in 'Big Science' contexts, the University's controlled rate indicates that it is effectively distinguishing between necessary massive collaboration and questionable 'honorary' authorship practices, thereby preserving individual accountability.
The institution presents a Z-score of 0.681, which, while in the same medium-risk category as the national average of 0.284, is significantly higher. This indicates that the University is more exposed than its national peers to a dependency on external collaborations for its citation impact. A wide positive gap signals a potential sustainability risk, suggesting that a portion of its scientific prestige may be dependent and exogenous, not structural. This finding invites a strategic reflection on whether the institution's excellence metrics result from its own core capacity or from strategic positioning in collaborations where it does not exercise primary intellectual leadership.
The institution's Z-score of -1.275 is exceptionally low, far below the national average of -0.275. This signals a consistent and responsible approach to academic productivity, with a complete absence of risk indicators in this area. While high productivity can be legitimate, extreme publication volumes often challenge the limits of meaningful intellectual contribution. The University's very low score strongly suggests a healthy balance between quantity and quality, with no evidence of dynamics like coercive authorship or authorship assigned without real participation, thereby upholding the integrity of its scientific record.
With a Z-score of -0.268, the institution is in close alignment with the national average of -0.220, reflecting a shared environment of maximum scientific security. This integrity synchrony demonstrates a firm commitment to external and independent peer review. In-house journals can create conflicts of interest, but the University's minimal reliance on them avoids the risk of academic endogamy. This practice ensures that its scientific production undergoes standard competitive validation, enhancing its global visibility and credibility rather than using internal channels as potential 'fast tracks' for publication.
The institution's Z-score of -0.135 indicates a low-risk profile, which stands in positive contrast to the medium-risk national average of 0.027. This demonstrates institutional resilience, suggesting that internal policies or research culture effectively filter out practices that are more common at the national level. Massive bibliographic overlap between publications can indicate data fragmentation or 'salami slicing' to artificially inflate productivity. The University's controlled rate shows a commendable focus on publishing significant new knowledge over prioritizing volume, which protects the integrity of the scientific evidence base.