| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.691 | 0.724 |
|
Retracted Output
|
0.183 | -0.240 |
|
Institutional Self-Citation
|
-0.745 | -0.654 |
|
Discontinued Journals Output
|
-0.486 | -0.465 |
|
Hyperauthored Output
|
-1.044 | -0.295 |
|
Leadership Impact Gap
|
-0.282 | -0.777 |
|
Hyperprolific Authors
|
0.078 | 1.248 |
|
Institutional Journal Output
|
-0.268 | -0.205 |
|
Redundant Output
|
-0.471 | -0.398 |
Singapore Management University demonstrates a robust scientific integrity profile, with an overall risk score of -0.258 that indicates a performance well within the parameters of international best practices. The institution's primary strengths lie in its exceptionally low rates of publication in discontinued journals, institutional journals, and redundant outputs, showcasing strong governance in publication channel selection and research ethics. However, areas requiring strategic attention include a moderate deviation from the national average in the Rate of Retracted Output and a medium-level signal for Hyperprolific Authors. These results are contextualized by the university's outstanding performance in several key disciplines, as evidenced by SCImago Institutions Rankings data, including top-tier national rankings in Economics, Econometrics and Finance; Business, Management and Accounting; and Arts and Humanities. To fully align with its mission to generate "leading-edge research with global impact" and uphold a "passion for excellence," it is crucial to address the identified risks. A higher-than-average retraction rate, for instance, could challenge the perception of excellence and global leadership. By proactively monitoring these vulnerabilities, the university can ensure its operational practices fully support its ambitious mission, reinforcing its reputation as a benchmark institution.
The institution presents a Z-score of -0.691, contrasting sharply with the national average of 0.724. This result suggests a high degree of institutional resilience, as internal control mechanisms appear to be effectively mitigating systemic risks related to affiliation strategies that are more prevalent at the national level. While multiple affiliations are often legitimate, the university's low rate indicates that it successfully avoids practices that could be perceived as strategic attempts to inflate institutional credit or "affiliation shopping," thereby maintaining clear and transparent attributions of its scientific output.
With a Z-score of 0.183, the institution shows a moderate deviation from the national standard, which stands at -0.240. This difference suggests that the university has a greater sensitivity to risk factors leading to retractions than its national peers. A rate significantly higher than the country average serves as an alert to a potential vulnerability in the institution's integrity culture. It may indicate that quality control mechanisms prior to publication are failing more frequently than expected, suggesting a need for immediate qualitative verification by management to understand the root causes and prevent recurring malpractice or methodological weaknesses.
The institution's Z-score of -0.745 is slightly more favorable than the national average of -0.654. This prudent profile indicates that the university manages its citation processes with greater rigor than the national standard. A certain level of self-citation is natural, but the institution's low value demonstrates a strong defense against the risk of creating scientific 'echo chambers.' This practice ensures that the institution's academic influence is validated by the global community rather than being oversized by internal dynamics, reinforcing the external recognition of its work.
The institution's Z-score of -0.486 is almost perfectly aligned with the country's score of -0.465, both of which are very low. This integrity synchrony reflects a total alignment with a national environment of maximum scientific security regarding publication venues. It demonstrates a shared and robust commitment to due diligence in selecting dissemination channels, effectively protecting the institution from the severe reputational risks associated with channeling research through media that fail to meet international ethical or quality standards.
With a Z-score of -1.044, the institution maintains a significantly more conservative position than the national average of -0.295. This prudent profile suggests that the university manages its authorship attribution processes with more rigor than the national standard. While extensive author lists are legitimate in 'Big Science' contexts, the institution's low score indicates it is effectively preventing potential author list inflation in other fields, thereby upholding individual accountability and transparency in its collaborative research.
The institution's Z-score of -0.282, while low, is higher than the national average of -0.777, signaling an incipient vulnerability. This gap suggests that the university's scientific prestige may be more dependent on external collaborations where it does not exercise intellectual leadership. A wider positive gap can signal a sustainability risk, as it raises questions about whether the institution's high-impact metrics result from genuine internal capacity or from strategic positioning in partnerships. This invites reflection on strengthening the impact of research led directly by the university's own scholars.
The institution's Z-score of 0.078 is considerably lower than the national average of 1.248, despite both falling within the medium risk category. This demonstrates a case of differentiated management, where the university effectively moderates a risk that appears more common and pronounced across the country. While the presence of hyperprolific authors still warrants attention to prevent imbalances between quantity and quality, the institution shows significantly more control over this dynamic, mitigating risks such as coercive authorship or the assignment of credit without real participation more effectively than its national peers.
With an exceptionally low Z-score of -0.268, which is even below the national average of -0.205, the institution demonstrates a total operational silence in this risk area. This absence of signals, even when compared to an already low national baseline, confirms a strong commitment to avoiding academic endogamy. By refraining from using in-house journals, the university ensures its scientific production consistently undergoes independent external peer review, thereby maximizing its global visibility and reinforcing its adherence to standard competitive validation processes.
The institution's Z-score of -0.471 places it in the very low risk category, a more favorable position than the country's low-risk score of -0.398. This low-profile consistency shows that the absence of risk signals at the university aligns with and improves upon the national standard. This indicates that institutional practices effectively discourage the fragmentation of data into 'minimal publishable units.' By doing so, the university promotes the generation of significant new knowledge over the artificial inflation of productivity metrics, protecting the integrity of the scientific record.