| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.424 | 0.920 |
|
Retracted Output
|
-0.202 | 0.637 |
|
Institutional Self-Citation
|
-0.042 | 1.096 |
|
Discontinued Journals Output
|
4.752 | 3.894 |
|
Hyperauthored Output
|
-1.196 | -0.241 |
|
Leadership Impact Gap
|
-1.647 | 0.454 |
|
Hyperprolific Authors
|
-1.413 | -0.431 |
|
Institutional Journal Output
|
-0.268 | -0.153 |
|
Redundant Output
|
0.222 | 0.074 |
The Universidad Estatal de Milagro demonstrates a solid overall performance profile, characterized by notable strengths in research governance alongside specific, critical vulnerabilities that require strategic attention. The institution exhibits exemplary control over authorship practices, with very low risk signals in hyper-authorship, hyper-prolificacy, and impact dependency, indicating a robust internal capacity for generating original research. However, this positive landscape is contrasted by a significant alert regarding the use of discontinued journals as publication venues and medium-level exposure to redundant publications and multiple affiliations. According to SCImago Institutions Rankings data, the university has a notable position in Social Sciences, reflecting a focused academic strength. To fully align with its mission of training "competent professionals with... ethical values" and developing "relevant research," it is imperative to address the identified integrity risks. A high rate of publication in questionable journals directly undermines the pursuit of relevance and ethics. By leveraging its foundational strengths in authorship integrity, UNEMI is well-positioned to implement targeted policies that will mitigate these risks, thereby safeguarding its reputation and ensuring its contribution to society is both impactful and unimpeachable.
The institution's Z-score of 0.424, compared to the national average of 0.920, suggests a more controlled approach to a risk that is common within the country. This indicates that the university is successfully moderating practices that can lead to inflated institutional credit. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, disproportionately high rates can signal strategic attempts to inflate institutional credit or “affiliation shopping”. UNEMI's ability to keep this indicator below the national trend points to effective management, though continued monitoring is advisable to maintain this positive differentiation.
With a Z-score of -0.202, significantly lower than the national average of 0.637, the institution demonstrates strong resilience against the systemic factors that may lead to publication retractions elsewhere in the country. This suggests that the university's quality control and supervision mechanisms are effectively mitigating risks prior to publication. A rate significantly higher than the global average alerts to a vulnerability in an institution's integrity culture, indicating possible recurring malpractice. However, UNEMI's low score indicates that its processes are robust, fostering a culture of methodological rigor.
The institution's Z-score of -0.042 stands in stark contrast to the national average of 1.096, indicating that its control mechanisms are successfully mitigating a risk prevalent in the national system. This low value demonstrates that the university's research is validated by the broader scientific community, avoiding the 'echo chambers' that can arise from excessive self-citation. By maintaining external scrutiny, UNEMI ensures its academic influence is based on global community recognition rather than being oversized by internal dynamics, reflecting a healthy and outward-looking research culture.
The institution's Z-score of 4.752 is alarmingly high, exceeding even the country's already critical average of 3.894. This figure constitutes a major red flag, indicating that a significant portion of the university's scientific output is being channeled through media that fail to meet international ethical or quality standards. This practice exposes the institution to severe reputational risks and suggests an urgent and systemic failure in due diligence when selecting publication venues. It is imperative to implement immediate information literacy and quality control measures to prevent the waste of resources on 'predatory' or low-quality practices that compromise scientific integrity.
The institution's Z-score of -1.196, compared to the national figure of -0.241, demonstrates a commendable absence of risk signals related to inflated author lists, a standard that aligns well with the national context. This low score indicates that authorship is generally assigned transparently and with accountability. When this pattern appears outside 'Big Science' contexts, a high Z-score can indicate author list inflation, diluting individual accountability. The university's performance suggests it effectively avoids questionable practices like 'honorary' or political authorship, reinforcing the integrity of its collaborative work.
With a Z-score of -1.647, the institution shows a complete disconnection from the risk dynamics observed at the national level (Z-score of 0.454). This negative gap is a strong positive indicator, signifying that the impact of research led by the institution is high and not dependent on external partners. This demonstrates a robust and sustainable internal research capacity, where scientific prestige is structural and endogenous. UNEMI's performance here confirms that its excellence metrics result from genuine internal capabilities and intellectual leadership, avoiding the sustainability risk of relying on external collaborators for impact.
The institution's Z-score of -1.413, well below the national value of -0.431, reflects a healthy research environment free from the pressures of extreme individual publication volumes. This absence of risk signals is consistent with national standards and suggests a focus on quality over quantity. A high indicator in this area can point to risks such as coercive authorship or the assignment of authorship without real participation. UNEMI's low score indicates a balanced approach that prioritizes the integrity of the scientific record over the inflation of metrics.
The institution's Z-score of -0.268 is exceptionally low, falling even below the minimal national average of -0.153. This signifies a complete absence of risk signals related to academic endogamy. By not relying on its own journals for publication, the university ensures its research undergoes independent external peer review, which is essential for global visibility and competitive validation. This practice demonstrates a strong commitment to avoiding conflicts of interest where an institution might act as both judge and party, reinforcing the credibility of its scientific output.
With a Z-score of 0.222, the institution shows a greater propensity for redundant publications than the national average of 0.074. This suggests a higher exposure to the practice of dividing a single coherent study into minimal publishable units to artificially inflate productivity metrics. This 'salami slicing' can distort the available scientific evidence and overburdens the review system. The university should review its publication incentives to ensure they prioritize the generation of significant new knowledge over sheer volume, thereby discouraging data fragmentation.
