South Dakota School of Mines and Technology

EXECUTIVE SUMMARY AND STRATEGIC VISION

The South Dakota School of Mines and Technology presents a scientific integrity profile marked by a commendable foundation in publication ethics but punctuated by significant risks in authorship and collaboration practices. With an overall integrity score of 0.196, the institution demonstrates a mixed performance, excelling in areas such as the avoidance of discontinued journals and institutional publications, alongside low rates of retractions and redundant output. However, these strengths are counterbalanced by a critical alert in hyper-authorship and medium-level risks in multiple affiliations, self-citation, and hyperprolific authors. These vulnerabilities could potentially undermine the credibility of its research, which shows world-class leadership in specific domains, most notably its top-10 national ranking in Environmental Science as per SCImago Institutions Rankings data. To fully realize its mission "to address global challenges, innovate to reach our creative potential, and engage in partnerships to transform society," it is crucial that the institution's collaborative practices reflect the same rigor and transparency evident in its publication channel selection. Addressing the identified authorship and citation risks will be key to ensuring that its partnerships are built on genuine internal capacity and that its innovations are perceived as both excellent and ethically sound, thereby strengthening its societal impact.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution's Z-score of 0.033 indicates a medium-risk signal, which represents a moderate deviation from the national standard in the United States, where the average Z-score is -0.514, a low-risk value. This suggests the institution's researchers show a greater sensitivity to factors encouraging multiple affiliations than their national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this divergence from the national norm warrants a review. It is important to ascertain whether this trend reflects a healthy, collaborative ecosystem or signals strategic attempts to inflate institutional credit through practices like “affiliation shopping,” which could misrepresent the institution's research footprint.

Rate of Retracted Output

With a Z-score of -0.362, the institution demonstrates a prudent profile regarding retracted publications, performing more rigorously than the national standard (Z-score: -0.126). This low rate is a positive indicator of institutional health. Retractions can be complex events, and a low incidence suggests that quality control mechanisms prior to publication are functioning effectively. Rather than indicating systemic failures, this result points to responsible supervision and a robust integrity culture that successfully minimizes both unintentional errors and potential malpractice, aligning with best practices in scientific self-correction.

Rate of Institutional Self-Citation

The institution exhibits a Z-score of 0.137 in institutional self-citation, a medium-risk signal that moderately deviates from the low-risk national average of -0.566. This finding suggests a greater tendency within the institution to cite its own work compared to its peers across the country. While a certain level of self-citation is natural and reflects the continuity of established research lines, this elevated rate could signal a concerning degree of scientific isolation. It raises the possibility of an 'echo chamber' where work is validated internally without sufficient external scrutiny, posing a risk of endogamous impact inflation where academic influence is potentially oversized by internal dynamics rather than by broader recognition from the global scientific community.

Rate of Output in Discontinued Journals

The institution's Z-score of -0.467 for output in discontinued journals signifies total operational silence in this area, an exemplary performance that is even stronger than the very low-risk national average (Z-score: -0.415). This absence of risk signals demonstrates exceptional due diligence in the selection of dissemination channels. By effectively avoiding journals that fail to meet international ethical or quality standards, the institution protects itself from severe reputational risks and ensures that its research resources are not wasted on 'predatory' or low-quality practices, reflecting a strong commitment to information literacy and publication integrity.

Rate of Hyper-Authored Output

The institution's Z-score of 6.541 for hyper-authored output is a significant risk indicator that requires immediate attention. This value critically accentuates the vulnerability already present in the national system, which has a medium-risk Z-score of 0.594. Such a high rate of publications with extensive author lists, if occurring outside of 'Big Science' contexts like genomics where they are standard, can be a strong indicator of author list inflation. This practice dilutes individual accountability and transparency, making it difficult to assess genuine contributions. This severe discrepancy suggests an urgent need to investigate whether this pattern stems from necessary massive collaboration or from problematic 'honorary' or political authorship practices that compromise research integrity.

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

With a Z-score of 0.283, the institution's gap between its overall publication impact and the impact of work where it holds a leadership role is almost identical to the national average (Z-score: 0.284). This alignment indicates that the institution is following a systemic pattern common across the United States. This metric signals a potential sustainability risk, suggesting that a portion of the institution's scientific prestige may be dependent and exogenous, rather than stemming from its own structural capacity. This invites a strategic reflection on whether its high-impact metrics result from genuine internal innovation or from strategic positioning in collaborations where the institution does not exercise primary intellectual leadership, a crucial consideration for long-term scientific autonomy.

Rate of Hyperprolific Authors

The institution's Z-score of 0.954 for hyperprolific authors is a medium-risk signal, showing a moderate deviation from the low-risk national average of -0.275. This indicates a higher concentration of authors with extreme publication volumes than is typical for the national context. While high productivity can reflect exceptional leadership, publication rates exceeding 50 articles a year often challenge the limits of meaningful intellectual contribution. This indicator alerts to a potential imbalance between quantity and quality, pointing to risks such as coercive authorship, data fragmentation, or the assignment of authorship without real participation—dynamics that prioritize metric inflation over the integrity of the scientific record.

Rate of Output in Institutional Journals

The institution demonstrates total operational silence regarding publication in its own journals, with a Z-score of -0.268, which is even lower than the very low-risk national average (Z-score: -0.220). This is a clear indicator of robust scientific practice. By avoiding excessive dependence on in-house journals, the institution sidesteps potential conflicts of interest and the risk of academic endogamy, where production might bypass independent external peer review. This commitment to external validation ensures that its research is tested against global standards, maximizing its visibility and credibility within the international scientific community.

Rate of Redundant Output

With a low-risk Z-score of -0.428, the institution shows strong institutional resilience against the practice of redundant publication, especially when compared to the medium-risk national average (Z-score: 0.027). This suggests that the institution's control mechanisms are effectively mitigating a risk that is more prevalent systemically. The low score indicates that the institution successfully discourages 'salami slicing,' the practice of dividing a coherent study into minimal publishable units to artificially inflate productivity. This demonstrates a culture that prioritizes the generation of significant new knowledge over the volume of publications, thereby strengthening the quality and reliability of its scientific contributions.