| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.050 | 0.778 |
|
Retracted Output
|
-0.268 | -0.276 |
|
Institutional Self-Citation
|
0.400 | -0.194 |
|
Discontinued Journals Output
|
-0.090 | -0.270 |
|
Hyperauthored Output
|
-0.602 | -0.189 |
|
Leadership Impact Gap
|
0.860 | 1.728 |
|
Hyperprolific Authors
|
-1.413 | -1.258 |
|
Institutional Journal Output
|
-0.268 | 7.318 |
|
Redundant Output
|
-0.215 | -0.445 |
The Instituto Tecnologico de Costa Rica presents a robust and generally low-risk profile in scientific integrity, with an overall score of -0.139 that indicates solid alignment with international best practices. The institution demonstrates exceptional strengths in controlling hyperprolific authorship and avoiding dependence on institutional journals, showcasing a governance model that successfully insulates it from significant national-level risks. This strong foundation supports its leadership in key thematic areas, as evidenced by its top national rankings in Business, Management and Accounting, and strong second-place positions in Engineering, Computer Science, and Agricultural and Biological Sciences, according to SCImago Institutions Rankings data. However, areas requiring strategic attention include a moderate deviation in institutional self-citation and a higher-than-average rate of multiple affiliations, which could, if left unmonitored, subtly undermine the institutional mission's commitment to "academic excellence" and "ethical standards." To fully realize its vision of national and international leadership, the institution is encouraged to reinforce its internal review mechanisms, ensuring that its growing influence is built on transparent, externally validated, and sustainable research practices.
With a Z-score of 1.050, compared to the national average of 0.778, the institution shows a higher exposure to the risks associated with multiple affiliations than its national counterparts. This pattern suggests that while the institution's collaborative network is active, it is more prone to practices that can sometimes be used for questionable ends. 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.” This indicator serves as a prompt to review the nature and transparency of its collaborative agreements to ensure they align with institutional integrity goals.
The institution's rate of retracted publications (Z-score: -0.268) is statistically normal and fully aligned with the national context (Z-score: -0.276). This alignment indicates that the frequency of these complex events is within the expected range for its environment. The current level does not suggest systemic failures in pre-publication quality control mechanisms, but rather reflects a responsible handling of the scientific record consistent with national standards.
The institution (Z-score: 0.400) displays a greater sensitivity to institutional self-citation than its national peers, who collectively show a low-risk profile (Z-score: -0.194). This moderate deviation suggests a need to review internal citation dynamics. While a certain level of self-citation is natural and reflects the continuity of established research lines, the observed rate could signal the early formation of 'echo chambers' where the institution validates its own work without sufficient external scrutiny. This trend warns of a potential risk of endogamous impact inflation, where academic influence may be oversized by internal dynamics rather than global community recognition.
The institution (Z-score: -0.090) shows early signs of vulnerability regarding publication in discontinued journals, with a rate slightly higher than the national standard (Z-score: -0.270). Although the overall risk is low, this signal warrants proactive review before it escalates. A growing proportion of output in such journals can constitute a critical alert regarding due diligence in selecting dissemination channels, exposing the institution to reputational risks and suggesting a need to reinforce information literacy among researchers to avoid wasting resources on 'predatory' or low-quality practices.
With a Z-score of -0.602, the institution demonstrates a prudent approach to authorship, managing its processes with more rigor than the national standard (Z-score: -0.189). The lower-than-average rate of hyper-authored publications indicates a reduced risk of author list inflation. This suggests that the institution is effectively distinguishing between necessary massive collaboration in "Big Science" contexts and questionable 'honorary' or political authorship practices, thereby upholding individual accountability and transparency in its research output.
The institution (Z-score: 0.860) effectively moderates the risk of impact dependency, a challenge that appears more common and pronounced at the national level (Z-score: 1.728). This differentiated management shows that although a gap exists, suggesting some reliance on external partners for high-impact research, its value is significantly lower than the country average. This indicates a more balanced portfolio where scientific prestige is less dependent on collaborations where the institution does not exercise intellectual leadership, pointing towards a healthier and more sustainable development of its own structural research capacity.
In the area of hyperprolific authorship, the institution (Z-score: -1.413) shows a complete absence of risk signals, performing even better than the already low national average (Z-score: -1.258). This total operational silence indicates that there are no signs of extreme individual publication volumes that might challenge the limits of meaningful intellectual contribution. This strong result reflects a healthy balance between quantity and quality, effectively avoiding risks such as coercive authorship or the assignment of credit without real participation, thus protecting the integrity of its scientific record.
The institution (Z-score: -0.268) demonstrates a remarkable disconnection from the high-risk practices observed at the national level, where the Z-score is a critical 7.318. This shows that the institution maintains strong internal governance independent of the country's situation. By avoiding excessive dependence on its own journals, it sidesteps potential conflicts of interest and academic endogamy, ensuring its scientific production undergoes independent external peer review. This strategy enhances its global visibility and validates its research through competitive international channels rather than relying on internal 'fast tracks'.
With a Z-score of -0.215, the institution exhibits an incipient vulnerability to redundant publications, with a rate that, while low, is slightly above the national baseline (Z-score: -0.445). This signal warrants monitoring to prevent escalation. A pattern of massive and recurring bibliographic overlap between simultaneous publications can indicate data fragmentation or 'salami slicing'—the practice of dividing a coherent study into minimal publishable units to artificially inflate productivity. This behavior can distort the available scientific evidence and should be monitored to ensure research prioritizes significant new knowledge over volume.
