| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.475 | -0.514 |
|
Retracted Output
|
-0.334 | -0.126 |
|
Institutional Self-Citation
|
-0.257 | -0.566 |
|
Discontinued Journals Output
|
-0.468 | -0.415 |
|
Hyperauthored Output
|
0.092 | 0.594 |
|
Leadership Impact Gap
|
1.286 | 0.284 |
|
Hyperprolific Authors
|
-0.951 | -0.275 |
|
Institutional Journal Output
|
-0.268 | -0.220 |
|
Redundant Output
|
-0.058 | 0.027 |
New Mexico State University demonstrates a robust scientific integrity profile, with an overall risk score of -0.310 that indicates a performance healthier than the global average. The institution's primary strengths are concentrated in its operational diligence, showing exceptionally low risk in areas such as the Rate of Output in Discontinued Journals, Rate of Hyperprolific Authors, and Rate of Output in Institutional Journals. These results reflect a strong culture of ethical publication and responsible authorship. According to SCImago Institutions Rankings data, the university's academic strengths are particularly notable in fields such as Veterinary, Environmental Science, and Agricultural and Biological Sciences. However, a medium-risk signal in the Gap between the impact of total output and the impact of output with leadership warrants strategic attention. This dependency on external collaboration for impact could, if unaddressed, subtly undermine the university's mission to foster genuine internal inquiry and serve the state with its own intellectual capital. To fully align its operational excellence with its mission of public service and community leadership, the university is encouraged to leverage its strong integrity foundation to cultivate greater research autonomy and convert its collaborative prestige into structural, self-led scientific capacity.
The institution's Z-score of -0.475 is statistically comparable to the national average of -0.514, indicating a risk level that is normal and expected for its context. This alignment suggests that the university's patterns of collaboration and researcher mobility are in sync with national practices. While multiple affiliations can sometimes be used to inflate institutional credit, the current low and standard rate at New Mexico State University reflects legitimate academic activities, such as dual appointments or partnerships, rather than any strategic "affiliation shopping."
With a Z-score of -0.334, the institution exhibits a more prudent profile regarding retracted publications compared to the national average of -0.126. This superior performance suggests that the university's quality control and supervision mechanisms are more rigorous than the national standard. Retractions can stem from honest errors or systemic failures, but a rate significantly lower than its peers points toward a healthy integrity culture where potential issues are effectively addressed prior to publication, reinforcing the reliability of its scientific record.
The institution presents a Z-score of -0.257 in this area, which, while still in the low-risk category, signals an incipient vulnerability when compared to the lower national average of -0.566. A certain level of self-citation is natural, but a rate higher than the national benchmark warrants review. This deviation could be an early indicator of emerging scientific isolation or "echo chambers" where work is validated internally without sufficient external scrutiny. Monitoring this trend is advisable to ensure the institution's academic influence is driven by global community recognition, not just internal dynamics.
The institution demonstrates exceptional performance with a Z-score of -0.468, which is even lower than the already minimal national average of -0.415. This result signifies a total operational silence in this risk area, indicating an outstanding level of due diligence in selecting publication venues. This proactive avoidance of journals that fail to meet international ethical or quality standards protects the university from severe reputational risks and confirms a strong commitment to channeling research efforts toward credible and impactful outlets, preventing the waste of resources on predatory practices.
With a Z-score of 0.092, the institution shows differentiated management of a risk that is more pronounced at the national level (Z-score of 0.594). Although a medium-risk signal is present, the university is effectively moderating practices that can lead to author list inflation. This suggests a greater capacity to distinguish between necessary massive collaborations, typical in "Big Science," and honorary or political authorship. The institution's ability to contain this risk better than its peers points to a more transparent and accountable authorship culture.
The institution's Z-score of 1.286 indicates high exposure to this risk, significantly exceeding the national average of 0.284. This wide positive gap suggests that the university's scientific prestige is heavily dependent on external partners rather than being structurally generated by its own intellectual leadership. This situation poses a sustainability risk, inviting critical reflection on whether its high-impact metrics reflect true internal capacity or a strategic positioning in collaborations where it does not lead. Addressing this dependency is crucial for building long-term, autonomous research excellence.
The institution shows a very low-risk Z-score of -0.951, demonstrating low-profile consistency and aligning with the secure national standard (Z-score of -0.275). The complete absence of risk signals in this area is a significant strength, indicating that the university's environment does not foster practices like coercive authorship or an extreme focus on quantity over quality. This result suggests a balanced and healthy approach to academic productivity, where meaningful intellectual contribution is valued over metrics that challenge the limits of human capacity.
With a Z-score of -0.268, the institution is in integrity synchrony with the national average of -0.220, reflecting a total alignment with an environment of maximum scientific security. The near-zero reliance on in-house journals is a testament to the university's commitment to independent, external peer review. This practice avoids potential conflicts of interest and academic endogamy, ensuring that its scientific production is validated through standard competitive channels and maximizing its global visibility and credibility.
The institution demonstrates notable resilience with a low-risk Z-score of -0.058, effectively mitigating a risk that is more systemic at the national level (Z-score of 0.027). This indicates that the university's control mechanisms are successful in preventing the practice of "salami slicing," where studies are fragmented into minimal units to inflate publication counts. By maintaining a low rate of bibliographic overlap, the institution shows a commitment to publishing significant, coherent new knowledge rather than distorting the scientific record for metric-driven gains.