South Dakota State University

Region/Country

Northern America
United States
Universities and research institutions

Overall

-0.123

Integrity Risk

low

Indicators relating to the period 2020-2024

Indicator University Z-score Average country Z-score
Multi-affiliation
-0.237 -0.514
Retracted Output
0.850 -0.126
Institutional Self-Citation
-0.542 -0.566
Discontinued Journals Output
-0.461 -0.415
Hyperauthored Output
-0.127 0.594
Leadership Impact Gap
-0.644 0.284
Hyperprolific Authors
-1.270 -0.275
Institutional Journal Output
-0.268 -0.220
Redundant Output
-0.856 0.027
0 represents the global average
AI-generated summary report

EXECUTIVE SUMMARY AND STRATEGIC VISION

South Dakota State University demonstrates a robust and commendable scientific integrity profile, reflected in an overall risk score of -0.123. This score indicates a performance that is not only secure but also surpasses the national average in several key areas. The institution's primary strengths lie in its exceptionally low rates of publication in discontinued journals, output from hyperprolific authors, and redundant publications, suggesting a culture that prioritizes quality and ethical dissemination. The only area requiring attention is a moderate deviation in the rate of retracted output, which warrants a review of pre-publication quality controls. These findings align well with the university's strong performance in the SCImago Institutions Rankings, particularly in strategic areas such as Veterinary (ranked 71st in the US), Energy (73rd), and Chemistry (98th). To fully uphold its mission of improving quality of life through "inspired, student-centered education, creative activities and research, innovation and engagement," it is crucial to address the single vulnerability in retractions. A low-integrity profile would directly contradict the values of excellence and responsibility inherent in this mission. By reinforcing its already strong governance and addressing this isolated issue, the university can ensure its research impact is both significant and unimpeachable, solidifying its reputation as a leader in the region, nation, and world.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution presents a Z-score of -0.237, a low-risk value that is slightly higher than the national average of -0.514. Although the overall risk level is low and consistent with the national context, this slight elevation suggests an incipient vulnerability that warrants monitoring. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, it is important to ensure that this trend does not evolve into a strategic attempt to inflate institutional credit or "affiliation shopping." Continued observation is recommended to ensure this indicator remains within a healthy and justifiable range.

Rate of Retracted Output

With a Z-score of 0.850, the institution shows a moderate risk level for retracted publications, a notable deviation from the low-risk national average of -0.126. This suggests a greater institutional sensitivity to factors that lead to retractions compared to its national peers. Retractions are complex events, and some may result from the honest correction of errors. However, a rate significantly higher than the norm alerts to a potential vulnerability in the institution's integrity culture, indicating that quality control mechanisms prior to publication may be failing systemically. This finding suggests an urgent need for qualitative verification by management to investigate the root causes and reinforce methodological rigor.

Rate of Institutional Self-Citation

The institution's Z-score for self-citation is -0.542, a low-risk value that is in almost perfect alignment with the national average of -0.566. This indicates a level of risk that is statistically normal and expected for its context. A certain degree of self-citation is natural and reflects the continuity of established research lines. The university's performance confirms that its practices are healthy and do not signal any concerning scientific isolation or 'echo chambers' where work is validated without sufficient external scrutiny, thereby avoiding the risk of endogamous impact inflation.

Rate of Output in Discontinued Journals

The institution demonstrates exceptional performance with a Z-score of -0.461, which is even lower than the country's already very low average of -0.415. This signifies a total operational silence in this risk area, indicating an absence of signals even below the national standard. This strong result points to excellent due diligence in selecting dissemination channels. By avoiding journals that do not meet international ethical or quality standards, the institution effectively mitigates severe reputational risks and demonstrates a commitment to information literacy, preventing the waste of resources on 'predatory' or low-quality practices.

Rate of Hyper-Authored Output

With a low-risk Z-score of -0.127, the institution shows significant resilience compared to the moderate-risk national average of 0.594. This suggests that the university's internal control mechanisms are effectively mitigating a systemic risk present in the country. While extensive author lists are legitimate in 'Big Science' contexts, the institution's low score indicates it successfully avoids patterns associated with author list inflation. This maintains individual accountability and transparency, distinguishing its collaborative work from practices like 'honorary' or political authorship.

Gap between Impact of total output and the impact of output with leadership

The institution exhibits a low-risk Z-score of -0.644, showcasing institutional resilience against the moderate-risk national trend (Z-score of 0.284). This strong performance indicates that the university's scientific prestige is not overly dependent on external partners. A low gap suggests that excellence metrics result from real internal capacity and that the institution exercises intellectual leadership in its collaborations. This is a sign of a sustainable and structurally sound research ecosystem, where impact is generated from within.

Rate of Hyperprolific Authors

The institution's Z-score of -1.270 is in the very low-risk category, a result that is significantly stronger than the low-risk national average of -0.275. This absence of risk signals aligns with and improves upon the national standard, indicating a healthy institutional culture regarding productivity. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution. This excellent score confirms the university fosters an environment that avoids potential imbalances between quantity and quality, steering clear of risks such as coercive authorship or the assignment of authorship without real participation.

Rate of Output in Institutional Journals

With a Z-score of -0.268, the institution shows a very low rate of publication in its own journals, performing even better than the national average of -0.220. This represents a state of total operational silence, where risk signals are absent even when compared to an already secure national environment. By not relying on in-house journals, the university avoids potential conflicts of interest and academic endogamy, ensuring its scientific production bypasses any perception of being a 'fast track' and is instead validated through independent, external peer review, maximizing its global visibility and credibility.

Rate of Redundant Output (Salami Slicing)

The institution achieves an outstanding Z-score of -0.856, placing it in the very low-risk category and demonstrating a clear preventive isolation from the moderate-risk dynamics observed nationally (Z-score of 0.027). This result indicates that the university does not replicate the risk behaviors present in its environment. A high rate of bibliographic overlap can indicate data fragmentation or 'salami slicing.' The university's extremely low score is a testament to a research culture that prioritizes the publication of significant new knowledge over the artificial inflation of productivity metrics.

This report was automatically generated using Google Gemini to provide a brief analysis of the university scores.
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