| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.232 | -0.549 |
|
Retracted Output
|
-0.447 | -0.060 |
|
Institutional Self-Citation
|
-0.734 | 0.615 |
|
Discontinued Journals Output
|
-0.102 | 0.511 |
|
Hyperauthored Output
|
-0.871 | -0.625 |
|
Leadership Impact Gap
|
-0.596 | -0.335 |
|
Hyperprolific Authors
|
-0.585 | -0.266 |
|
Institutional Journal Output
|
-0.268 | 0.595 |
|
Redundant Output
|
-0.364 | -0.027 |
The Asian Institute of Technology (AIT) demonstrates a robust and commendable scientific integrity profile, reflected in an overall risk score of -0.391. This performance indicates that the institution's research practices are not only sound but also significantly more rigorous than the national average in several key areas. AIT's primary strengths lie in its commitment to external validation and global integration, evidenced by its exceptionally low rates of institutional self-citation, publication in institutional journals, and reliance on discontinued publishing channels—areas where national trends suggest systemic vulnerabilities. This strong integrity framework provides a solid foundation for its academic excellence, particularly in its highest-ranking thematic areas according to SCImago Institutions Rankings data, such as Energy, Business, Management and Accounting, and Social Sciences. This commitment to transparent and globally-benchmarked research directly supports AIT's mission to develop "highly qualified and committed professionals" for "sustainable development." By avoiding insular and high-risk practices, the institution ensures its contributions are credible and impactful, reinforcing its role as a leader in the region's integration into the global economy. It is recommended that AIT formalize these exemplary practices, leveraging its position as a model of scientific integrity within the national higher education system.
The institution presents a Z-score of -0.232, while the national average is -0.549. Although both scores fall within a low-risk range, the institution's rate is slightly higher than the national standard, signaling an incipient vulnerability that warrants observation. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this minor elevation suggests a need to ensure that all affiliations are substantive and not strategic attempts to inflate institutional credit or engage in “affiliation shopping.” Monitoring this trend will help maintain the transparency and integrity of institutional collaborations.
With a Z-score of -0.447, the institution demonstrates a very low rate of retracted publications, performing significantly better than the national average of -0.060. This low-profile consistency suggests that the institution's quality control and supervision mechanisms are robust and effective. The near absence of risk signals in this area, even when compared to the low-risk national context, indicates that systemic failures in pre-publication review are highly unlikely. This performance points to a strong culture of integrity and methodological rigor that prevents recurring malpractice and reinforces the reliability of its scientific output.
The institution's Z-score for self-citation is -0.734, a low-risk value that contrasts sharply with the country's medium-risk average of 0.615. This demonstrates remarkable institutional resilience, suggesting that internal control mechanisms successfully mitigate the systemic risks prevalent in the national environment. A certain level of self-citation is natural, but AIT avoids the disproportionately high rates that can signal scientific isolation or 'echo chambers.' This low score confirms that the institution's academic influence is validated by the global community rather than being inflated by endogamous internal dynamics, reflecting a healthy integration into international scientific discourse.
The institution shows a low-risk Z-score of -0.102, which is a testament to its institutional resilience when compared to the national medium-risk average of 0.511. This indicates that the institution's researchers exercise strong due diligence in selecting publication venues, effectively filtering out the predatory or low-quality journals that appear to be a more common problem nationally. By avoiding channels that fail to meet international ethical or quality standards, the institution protects its reputation and ensures its scientific resources are invested in credible and impactful dissemination, showcasing a high level of information literacy.
With a Z-score of -0.871, the institution maintains a prudent profile, demonstrating more rigorous control over authorship practices than the national standard (-0.625). Both scores are in the low-risk category, but the institution's lower value indicates a reduced risk of author list inflation. This suggests a culture where authorship is likely tied to significant intellectual contribution, effectively distinguishing between necessary large-scale collaboration and potentially problematic 'honorary' or political authorship practices, thereby upholding individual accountability and transparency.
The institution exhibits a Z-score of -0.596, indicating a smaller and healthier gap than the national average of -0.335. This prudent profile suggests that the institution manages its collaborative processes with more rigor than the national standard, building a strong foundation of scientific autonomy. A low value in this indicator is a powerful sign of sustainability, demonstrating that the institution's scientific prestige is derived from genuine internal capacity and intellectual leadership, rather than being overly dependent on external partners. This reflects a structural strength, where excellence is homegrown and not just a byproduct of strategic positioning in collaborations.
The institution's Z-score of -0.585 is well within the low-risk category and notably better than the national average of -0.266. This prudent profile suggests that the institution fosters a research environment that values quality over sheer quantity. By maintaining a low rate of hyperprolific authors, the institution effectively mitigates the risks of coercive authorship, 'salami slicing,' or the assignment of authorship without real participation. This indicates a healthy balance where productivity does not compromise the integrity of the scientific record or the meaningfulness of individual contributions.
The institution has a Z-score of -0.268, a very low-risk value that signifies a preventive isolation from the risk dynamics observed at the national level, where the average is a medium-risk 0.595. This stark difference highlights the institution's strong commitment to external validation and global visibility. By not relying on its own journals, the institution avoids potential conflicts of interest and the risk of academic endogamy, ensuring its scientific production undergoes independent, competitive peer review. This practice reinforces the credibility of its research and prevents the use of internal channels as 'fast tracks' to inflate academic output.
With a Z-score of -0.364, the institution demonstrates a prudent profile, managing its publication practices with more rigor than the national standard (-0.027). This low value indicates a minimal risk of 'salami slicing,' the practice of fragmenting a single study into multiple publications to artificially inflate productivity. This responsible approach suggests that the institution prioritizes the communication of significant, coherent knowledge over the pursuit of volume, thereby contributing meaningfully to the scientific record and respecting the integrity of the peer-review system.