| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
4.092 | 1.180 |
|
Retracted Output
|
0.155 | -0.049 |
|
Institutional Self-Citation
|
-0.619 | -0.465 |
|
Discontinued Journals Output
|
-0.427 | -0.435 |
|
Hyperauthored Output
|
-0.236 | 0.036 |
|
Leadership Impact Gap
|
-0.113 | 0.084 |
|
Hyperprolific Authors
|
-0.776 | 0.345 |
|
Institutional Journal Output
|
-0.268 | -0.225 |
|
Redundant Output
|
-1.039 | -0.536 |
The University of Notre Dame Australia presents a robust scientific integrity profile, reflected in a low overall risk score of 0.165. The institution demonstrates significant strengths in maintaining very low-risk levels for output in discontinued journals, institutional journals, and redundant publications, indicating strong editorial and ethical oversight. Furthermore, it shows notable resilience by effectively mitigating national trends toward hyper-authorship, dependency on external collaborations for impact, and hyperprolific authors. This solid foundation supports its academic standing, particularly in its strongest thematic areas according to SCImago Institutions Rankings data, including Arts and Humanities, Biochemistry, Genetics and Molecular Biology, and Business, Management and Accounting. However, two key vulnerabilities require strategic attention: a significant rate of multiple affiliations and a medium rate of retracted output. These specific risks could challenge the institution's commitment to research excellence and transparency, potentially undermining the credibility that is fundamental to its mission. By proactively addressing these areas, the University can further solidify its position as a leader in responsible and high-impact research.
The institution's rate of multiple affiliations (Z-score: 4.092) is significantly elevated, amplifying a vulnerability that is already present at a medium level within the national system (Z-score: 1.180). This suggests that the institution's practices are not only following but intensifying a national trend. While multiple affiliations can be a legitimate outcome of collaboration, a rate this high serves as a critical alert. It may signal strategic attempts to inflate institutional credit or "affiliation shopping," where researchers' affiliations are used to maximize institutional rankings rather than reflect substantive contributions. This practice warrants an urgent review to ensure that all declared affiliations correspond to meaningful collaborative work and to safeguard the institution's reputation against perceptions of metric inflation.
The University shows a moderate rate of retracted output (Z-score: 0.155), a notable deviation from the low-risk profile observed across the country (Z-score: -0.049). This indicates a greater institutional sensitivity to factors leading to post-publication corrections. Retractions are complex events, but a rate significantly higher than the national average suggests that pre-publication quality control mechanisms may be failing more frequently than at peer institutions. This pattern alerts to a potential vulnerability in the institution's integrity culture, pointing to possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to prevent reputational damage.
With a Z-score of -0.619, the institution demonstrates a prudent profile in institutional self-citation, managing its citation practices with more rigor than the national standard (Z-score: -0.465). A certain level of self-citation is natural and reflects the continuity of established research lines. By maintaining a rate below the national average, the University effectively avoids signals of concerning scientific isolation or 'echo chambers.' This low value indicates that the institution's academic influence is validated by the broader global community, mitigating any risk of endogamous impact inflation and reinforcing the external recognition of its work.
The institution's rate of output in discontinued journals (Z-score: -0.427) is in total alignment with the national environment (Z-score: -0.435), reflecting a shared commitment to maximum scientific security. This integrity synchrony demonstrates excellent due diligence in the selection of dissemination channels. By effectively avoiding journals that fail to meet international ethical or quality standards, the University protects itself from severe reputational risks and ensures its research resources are not wasted on 'predatory' or low-quality publishing practices, reinforcing the credibility of its scientific portfolio.
The University demonstrates strong institutional resilience regarding hyper-authored output, maintaining a low-risk profile (Z-score: -0.236) in contrast to the medium-risk trend observed nationally (Z-score: 0.036). This suggests that internal control mechanisms are effectively mitigating a systemic risk present in the wider environment. The institution's low score indicates it successfully distinguishes between necessary massive collaboration and practices like author list inflation or 'honorary' authorship. This responsible approach reinforces individual accountability and transparency in its research contributions.
In measuring the gap between the impact of its total output and that of research under its leadership, the institution shows a low-risk Z-score of -0.113, indicating strong institutional resilience against a medium-risk national trend (Z-score: 0.084). A wide positive gap can signal that an institution's prestige is overly dependent on external partners rather than its own structural capacity. The University's negative gap, however, suggests the opposite: its scientific prestige is driven by real internal capacity, and its excellence metrics are a result of its own intellectual leadership, ensuring long-term research sustainability.
The institution exhibits a very low rate of hyperprolific authors (Z-score: -0.776), demonstrating effective institutional resilience against a medium-risk tendency observed at the national level (Z-score: 0.345). This suggests that internal policies successfully filter out pressures that can lead to questionable authorship practices. The University's low score indicates a healthy balance between quantity and quality, mitigating risks such as coercive authorship or the assignment of authorship without real participation, thereby prioritizing the integrity of the scientific record.
The University's rate of publication in its own institutional journals is exceptionally low (Z-score: -0.268), representing a state of total operational silence on this indicator and falling even below the country's very low average (Z-score: -0.225). While in-house journals can be valuable for local dissemination, an over-reliance on them can create conflicts of interest and academic endogamy. By almost completely avoiding this practice, the institution ensures its scientific production consistently undergoes independent external peer review, maximizing its global visibility and reinforcing its commitment to standard competitive validation.
With an extremely low Z-score of -1.039, the institution shows total operational silence regarding redundant output, performing significantly better than the already low-risk national average (Z-score: -0.536). This indicates a strong institutional culture that discourages data fragmentation, or 'salami slicing.' By avoiding the practice of dividing coherent studies into minimal publishable units to artificially inflate productivity, the University ensures its contributions to the scientific record are significant and substantive, prioritizing new knowledge over volume and upholding the integrity of the research ecosystem.
