| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.828 | -0.927 |
|
Retracted Output
|
0.643 | 0.279 |
|
Institutional Self-Citation
|
0.196 | 0.520 |
|
Discontinued Journals Output
|
1.184 | 1.099 |
|
Hyperauthored Output
|
-1.372 | -1.024 |
|
Leadership Impact Gap
|
-1.941 | -0.292 |
|
Hyperprolific Authors
|
-1.413 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
1.213 | 0.720 |
The NorthCap University presents a balanced integrity profile, with an overall score of -0.016, indicating a solid foundation but with specific areas requiring strategic attention. The institution demonstrates significant strengths in maintaining low-risk practices related to authorship and affiliation patterns, including a very low rate of hyperprolific authors, multiple affiliations, and hyper-authored output. These strengths are complemented by a healthy independence from institutional journals and a strong capacity for generating impact through its own intellectual leadership. However, this positive performance is counterbalanced by medium-risk signals in areas concerning publication quality and strategy, such as the rates of retracted output, redundant publications, and output in discontinued journals. These vulnerabilities could undermine the institution's mission to foster "academic excellence" and "rigour," potentially impacting its reputation in its strongest thematic areas, which according to SCImago Institutions Rankings data include Mathematics, Business, Management and Accounting, and Engineering. To fully align its scientific practices with its stated values of quality and innovation, it is recommended that the university implement enhanced quality control mechanisms and information literacy programs for its researchers.
The institution shows a Z-score of -1.828, significantly lower than the national average of -0.927. This indicates a complete absence of risk signals related to multiple affiliations, placing the university in an even more secure position than the already low-risk national context. While multiple affiliations are often a legitimate result of researcher mobility, disproportionately high rates can signal strategic attempts to inflate institutional credit. The NorthCap University's exceptionally low score demonstrates a clear and transparent affiliation policy, reflecting robust governance and a focus on genuine collaboration rather than strategic “affiliation shopping”.
The university's Z-score for retracted output is 0.643, which is notably higher than the national average of 0.279. This suggests the institution is more susceptible to the factors leading to retractions than its peers within a country that already shows a medium level of risk. Retractions are complex events: some result from the honest correction of unintentional errors, signifying responsible supervision. However, a rate significantly higher than the global average, as seen here, alerts to a vulnerability in the institution's integrity culture, indicating that quality control mechanisms prior to publication may be failing systemically and requiring immediate qualitative verification by management.
With a Z-score of 0.196, the institution demonstrates a significantly lower rate of institutional self-citation compared to the national average of 0.520. This indicates effective management in mitigating a risk that appears to be more common across the country. A certain level of self-citation is natural and reflects the continuity of established research lines. Nonetheless, the university's controlled approach suggests its academic influence is less reliant on internal validation and more engaged with external scrutiny, successfully avoiding the risk of endogamous impact inflation and fostering recognition from the global community.
The institution's Z-score of 1.184 for publications in discontinued journals is slightly above the national average of 1.099, indicating a heightened exposure to this particular risk. This pattern suggests that a significant portion of the university's scientific production is being channeled through media that may not meet international ethical or quality standards. A high proportion of output in such journals constitutes a critical alert regarding due diligence in selecting dissemination channels, exposing the institution to severe reputational risks and suggesting an urgent need for information literacy to avoid wasting resources on 'predatory' or low-quality practices.
The university exhibits a Z-score of -1.372, indicating a very low rate of hyper-authored publications, which contrasts favorably with the country's low-risk score of -1.024. This result shows that the institution's practices are well-aligned with national standards for responsible authorship, effectively avoiding any signals of risk in this area. The NorthCap University's low score confirms that its collaborative practices are transparent and appropriately scaled, successfully distinguishing between necessary massive collaboration and questionable 'honorary' or political authorship practices.
With an exceptionally low Z-score of -1.941, compared to the national score of -0.292, the institution demonstrates a negligible gap between its overall impact and the impact of research where it holds a leadership role. This finding is a strong indicator of scientific autonomy and internal capacity. A very wide positive gap can signal that an institution's prestige is dependent on external partners rather than its own structural capabilities. The university's score, however, confirms that its excellence metrics result from real internal capacity, reflecting a sustainable model where intellectual leadership is developed and exercised from within.
The institution's Z-score of -1.413 for hyperprolific authors is significantly below the national score of -0.067, indicating a complete absence of this risk signal. This performance aligns with a national context that already shows low risk, but the university's position is even more robust. Extreme individual publication volumes often challenge the limits of human capacity for meaningful intellectual contribution. The university's very low score suggests a healthy balance between productivity and quality, pointing to an environment that prioritizes the integrity of the scientific record over the simple inflation of publication metrics.
The university's Z-score of -0.268 for output in its own journals is almost identical to the national average of -0.250, demonstrating perfect alignment with a national environment where this practice is not a risk factor. This synchrony indicates that the institution's policies are in step with the country's standards for scientific dissemination. The NorthCap University's score confirms that it avoids academic endogamy, ensuring its scientific production undergoes independent external peer review and seeks global visibility rather than relying on internal channels as 'fast tracks' to inflate CVs.
The institution registers a Z-score of 1.213 for redundant output, markedly higher than the national average of 0.720. This reveals a greater tendency within the university to engage in practices that fragment research findings compared to its national peers. Massive and recurring bibliographic overlap between simultaneous publications usually indicates data fragmentation or 'salami slicing.' This high value alerts to the practice of dividing a coherent study into minimal publishable units to artificially inflate productivity, which distorts available scientific evidence and suggests a need to reinforce policies that prioritize significant new knowledge over publication volume.
