| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.338 | 1.104 |
|
Retracted Output
|
-0.371 | -0.184 |
|
Institutional Self-Citation
|
-1.102 | 0.152 |
|
Discontinued Journals Output
|
-0.311 | -0.219 |
|
Hyperauthored Output
|
0.650 | 0.160 |
|
Leadership Impact Gap
|
1.076 | 0.671 |
|
Hyperprolific Authors
|
-1.413 | -0.684 |
|
Institutional Journal Output
|
-0.268 | 0.934 |
|
Redundant Output
|
-0.038 | -0.068 |
Universidad del Desarrollo demonstrates a robust and commendable scientific integrity profile, reflected in an overall risk score of -0.179. This positions the institution as a benchmark of good practice, with significant strengths in areas that promote external validation and intellectual honesty, such as its exceptionally low rates of Institutional Self-Citation, Hyperprolific Authors, and Output in Institutional Journals. These strengths are foundational to its mission of generating useful and reliable knowledge for Chile. The university's academic excellence is further confirmed by its outstanding national rankings in the SCImago Institutions Rankings, particularly in Pharmacology, Toxicology and Pharmaceutics (1st), Business, Management and Accounting (3rd), and Economics, Econometrics and Finance (3rd). However, a cluster of medium-risk indicators related to collaboration dynamics—specifically, the Rate of Multiple Affiliations, Hyper-Authored Output, and the Gap in impact between total and led research—warrants strategic attention. While these signals do not compromise the institution's current integrity, they highlight an opportunity to refine collaboration policies to ensure they build sustainable, internal research capacity and leadership, fully aligning its operational practices with its mission to serve the country through sovereign intellectual contributions. By leveraging its strong integrity culture to address these nuances, the university can further solidify its role as a national leader in both research excellence and ethical conduct.
The institution presents a Z-score of 1.338, which is higher than the national average of 1.104. This indicates that while operating within a national context where multiple affiliations are common, the university shows a greater propensity for this practice. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this heightened rate suggests the institution is more exposed to the risks of strategic "affiliation shopping" or attempts to artificially inflate institutional credit. This signal warrants a review to ensure that all declared affiliations are substantive and reflect genuine, active collaboration rather than a simple accumulation of institutional credentials.
With a Z-score of -0.371, the institution demonstrates a more rigorous profile than the national standard, which has a score of -0.184. This prudent performance suggests that the university's quality control mechanisms prior to publication are particularly effective. Retractions are complex events, but this low rate indicates that such occurrences are likely isolated incidents of honest error correction, reflecting responsible supervision, rather than symptoms of a systemic vulnerability in the institution's integrity culture or a lack of methodological rigor.
The institution exhibits an exceptionally low Z-score of -1.102, in stark contrast to the national average of 0.152, which indicates a medium-risk environment. This result shows a remarkable disconnection from the national trend, suggesting the university does not replicate the risk dynamics observed in its environment. A certain level of self-citation is natural, but this extremely low value confirms the institution effectively avoids the creation of scientific 'echo chambers.' It is a clear indicator that the institution's academic influence is validated by the global community, not inflated by internal dynamics, ensuring its work receives broad and independent external scrutiny.
The university's Z-score of -0.311 is lower than the country's average of -0.219, indicating a more prudent approach to selecting publication venues. This demonstrates that the institution manages its processes with more rigor than the national standard. A sporadic presence in discontinued journals can occur, but this lower-than-average rate minimizes reputational risks and suggests a strong culture of information literacy among its researchers, effectively avoiding the channeling of scientific production and resources into 'predatory' or low-quality media that do not meet international ethical standards.
The institution's Z-score for hyper-authorship is 0.650, notably higher than the national average of 0.160. This finding suggests that the university is more exposed to the risks associated with extensive author lists than its national peers. While large-scale collaboration is legitimate in certain 'Big Science' fields, an elevated rate outside these contexts can be a signal of author list inflation, which dilutes individual accountability and transparency. This value serves as an alert to internally review authorship practices and distinguish between necessary massive collaboration and potentially 'honorary' attributions.
The university shows a Z-score of 1.076 in this indicator, a value significantly higher than the national average of 0.671. This indicates that the institution is more prone to showing alert signals in this area, with a wider gap between the impact of its total output and that of the research it leads. A positive gap can suggest that a notable portion of its scientific prestige is dependent and exogenous, derived from collaborations where it does not exercise primary intellectual leadership. This finding invites a strategic reflection on whether its excellence metrics result from genuine internal capacity or from strategic positioning in partnerships, highlighting a potential risk to the long-term sustainability of its research impact.
With a Z-score of -1.413, the institution demonstrates a complete absence of risk signals related to hyperprolific authors, a position significantly stronger than the already low-risk national standard of -0.684. This low-profile consistency underscores a healthy institutional culture that prioritizes quality over quantity. The data suggests that the university effectively discourages practices that challenge the limits of meaningful intellectual contribution, such as coercive authorship or excessive data fragmentation, thereby protecting the integrity of its scientific record and fostering a balanced research environment.
The institution's Z-score of -0.268 is exceptionally low, especially when compared to the national average of 0.934, which falls into the medium-risk category. This demonstrates a clear institutional policy of preventive isolation from the risks of academic endogamy. By avoiding reliance on its own journals, the university sidesteps potential conflicts of interest where it would act as both judge and party. This practice ensures its scientific production consistently faces independent external peer review, which enhances its global visibility and confirms that its research is validated through standard competitive channels rather than internal 'fast tracks'.
The institution's Z-score for redundant output is -0.038, which is statistically aligned with the national average of -0.068. This indicates a level of risk that is normal and expected for its context and size. The data suggests that the university's research practices are in line with national standards, showing no evidence of systemic data fragmentation or 'salami slicing' to artificially inflate productivity. This alignment points to a research culture that values the publication of coherent studies that contribute significant new knowledge, rather than prioritizing volume.
