| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.553 | -0.514 |
|
Retracted Output
|
-0.165 | -0.126 |
|
Institutional Self-Citation
|
-0.702 | -0.566 |
|
Discontinued Journals Output
|
-0.279 | -0.415 |
|
Hyperauthored Output
|
-0.980 | 0.594 |
|
Leadership Impact Gap
|
0.485 | 0.284 |
|
Hyperprolific Authors
|
-1.413 | -0.275 |
|
Institutional Journal Output
|
-0.268 | -0.220 |
|
Redundant Output
|
-0.639 | 0.027 |
Indiana State University demonstrates a robust and healthy scientific integrity profile, with an overall risk score of -0.421 that indicates performance well above the global standard. The institution's primary strengths lie in its exceptionally low risk signals for the Rate of Hyperprolific Authors, Rate of Redundant Output, and Rate of Output in Institutional Journals, showcasing a clear and commendable disconnection from potentially problematic national trends. This strong foundation is further evidenced by the institution's recognized contributions in thematic areas such as Arts and Humanities, Business, Management and Accounting, and Social Sciences, according to SCImago Institutions Rankings data. This commitment to ethical research practices directly supports the university's mission to "integrate teaching, research, and creative activity in an engaging, challenging, and supportive learning environment." The principal area for strategic review is the medium-risk "Gap between Impact of total output and the impact of output with leadership," which suggests a dependency on external collaborations for high-impact research. This dynamic could challenge the long-term goal of fostering the "creation of knowledge" as a self-sustaining, internally led process. To fully align its operational excellence with its mission, the university is encouraged to focus on strategies that cultivate internal research leadership, thereby ensuring its outstanding integrity foundation translates into sustainable and sovereign scientific influence.
The institution's Z-score of -0.553 is statistically aligned with the national average of -0.514, indicating that its level of collaborative affiliation is normal and expected for its context. This consistency suggests that the observed rate of multiple affiliations is a reflection of legitimate researcher mobility and partnerships, rather than a signal of strategic attempts to artificially inflate institutional credit through "affiliation shopping." The university's profile in this area is one of standard, healthy academic engagement.
With a Z-score of -0.165, the institution's rate of retracted publications is consistent with the national benchmark of -0.126. This alignment suggests that the university's quality control and post-publication correction mechanisms are functioning at a standard and responsible level. The data does not point to systemic failures or recurring malpractice; rather, it reflects a normal scientific process where occasional, honest errors are corrected, signifying responsible supervision and a commitment to the integrity of the academic record.
The institution exhibits a prudent profile in this area, with a Z-score of -0.702 that is notably more conservative than the national average of -0.566. This demonstrates a commendable management of citation practices, with a stronger reliance on external validation than its peers. By maintaining a low rate of institutional self-citation, the university effectively avoids the risk of creating scientific 'echo chambers' and ensures that its academic influence is genuinely driven by recognition from the global community, rather than being inflated by internal dynamics.
A slight divergence is noted in this indicator, where the institution's Z-score of -0.279 (Low risk) deviates from the country's very low-risk benchmark of -0.415. This suggests that the university's researchers have a marginally higher tendency to publish in journals that later cease operation compared to the national standard. While the risk is not high, this signal warrants a review of due diligence processes for selecting dissemination channels. A proactive approach to information literacy can help prevent the waste of resources and mitigate the reputational risks associated with publishing in low-quality or potentially 'predatory' venues.
The institution demonstrates remarkable resilience against a national trend toward hyper-authorship. Its Z-score of -0.980 stands in stark contrast to the medium-risk country average of 0.594, indicating that internal control mechanisms are effectively mitigating systemic pressures. This suggests a strong institutional culture that values transparency and accountability in authorship. By maintaining this low rate, the university successfully distinguishes between necessary large-scale collaboration and problematic practices like 'honorary' authorship, ensuring that credit is assigned appropriately.
This indicator represents the institution's primary area of vulnerability, with a Z-score of 0.485 that shows a higher exposure to this risk than the national average of 0.284. The significant positive gap suggests that while the university is involved in high-impact research, its scientific prestige is heavily dependent on external partners who hold intellectual leadership roles. This signals a potential sustainability risk, where institutional excellence metrics may be a result of strategic positioning in collaborations rather than a reflection of robust, sovereign research capacity. This invites a strategic reflection on how to build and promote internal leadership to ensure long-term academic influence.
The institution maintains an exceptionally low-risk profile, with a Z-score of -1.413 that is significantly better than the already low-risk national standard of -0.275. This absence of risk signals demonstrates a strong institutional alignment with best practices. The data indicates a healthy balance between productivity and quality, effectively preventing integrity risks associated with extreme publication volumes, such as coercive authorship or the dilution of meaningful intellectual contribution. This reinforces a culture where scholarly rigor is prioritized over sheer output metrics.
With a Z-score of -0.268, the institution is in perfect synchrony with the secure national environment (-0.220). This total alignment demonstrates a firm commitment to using independent, external peer review as the primary validation mechanism for its research. By avoiding over-reliance on in-house journals, the university effectively mitigates potential conflicts of interest and the risk of academic endogamy. This practice ensures its scientific production is assessed through standard competitive channels, thereby enhancing its global visibility and credibility.
The institution operates in preventive isolation from a national environment where redundant output is a medium-level concern. Its very low Z-score of -0.639, compared to the country's score of 0.027, indicates that the university does not replicate this problematic dynamic. This suggests a robust institutional culture that actively discourages data fragmentation or 'salami slicing.' By prioritizing the publication of coherent and significant studies, the university upholds the integrity of the scientific record and avoids artificially inflating productivity metrics at the expense of meaningful knowledge creation.