Mount Saint Vincent University

Region/Country

Northern America
Canada
Universities and research institutions

Overall

-0.438

Integrity Risk

very low

Indicators relating to the period 2020-2024

Indicator University Z-score Average country Z-score
Multi-affiliation
0.329 -0.073
Retracted Output
-0.155 -0.152
Institutional Self-Citation
0.117 -0.387
Discontinued Journals Output
-0.545 -0.445
Hyperauthored Output
-0.691 0.135
Leadership Impact Gap
-1.181 0.306
Hyperprolific Authors
-1.413 -0.151
Institutional Journal Output
-0.268 -0.227
Redundant Output
-1.186 -0.003
0 represents the global average
AI-generated summary report

EXECUTIVE SUMMARY AND STRATEGIC VISION

Mount Saint Vincent University demonstrates a robust scientific integrity profile, reflected in an overall risk score of -0.438. The institution exhibits exceptional strength in maintaining low-risk research practices, with particularly outstanding performance in five key areas: the near-total absence of output in discontinued journals, a negligible gap between its overall impact and the impact of its self-led research, and extremely low rates of hyperprolific authorship, redundant publications, and output in institutional journals. These strengths are complemented by a strong international standing in specific thematic areas, with SCImago Institutions Rankings data highlighting its contributions in Arts and Humanities, Psychology, and Social Sciences. However, a moderate deviation from the national average is observed in the rates of Multiple Affiliations and Institutional Self-Citation, which warrant strategic attention. These specific vulnerabilities, if unaddressed, could subtly undermine the University's stated mission, where practices suggesting impact inflation or academic insularity might conflict with the core values of "academic excellence," "scholarship... of the highest quality," and "accountability." By proactively addressing these two areas, the University can further solidify its already strong foundation of research integrity and ensure its operational practices fully align with its commitment to social responsibility and academic leadership.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The University presents a Z-score of 0.329 in this indicator, which moderately deviates from the national average of -0.073. This suggests that the institution displays a greater sensitivity to risk factors related to affiliation practices than its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, a disproportionately high rate can signal strategic attempts to inflate institutional credit or “affiliation shopping.” This moderate alert level indicates a need to review affiliation patterns to ensure they reflect genuine, substantive collaborations rather than practices aimed at artificially enhancing institutional metrics.

Rate of Retracted Output

With a Z-score of -0.155, the institution's performance is statistically normal and in close alignment with the Canadian average of -0.152. This indicates that the rate of retractions is within the expected range for its context and size. Such a level does not suggest systemic failures in quality control; rather, it is consistent with a healthy academic environment where retractions may occur as a result of honest correction of unintentional errors, signifying responsible post-publication supervision and a commitment to the integrity of the scientific record.

Rate of Institutional Self-Citation

The institution's Z-score of 0.117 shows a moderate deviation from the national benchmark of -0.387, indicating a greater tendency toward institutional self-citation than its peers. A certain level of self-citation is natural and reflects the continuity of established research lines. However, this elevated rate signals a potential risk of creating scientific 'echo chambers' where the institution validates its own work without sufficient external scrutiny. This pattern warns of the possibility of endogamous impact inflation, suggesting that the institution's academic influence may be oversized by internal dynamics rather than by broader recognition from the global scientific community.

Rate of Output in Discontinued Journals

The University demonstrates an exemplary performance with a Z-score of -0.545, indicating a total operational silence on this front and an absence of risk signals even below the low national average of -0.445. This result points to a highly effective due diligence process in the selection of dissemination channels for its research. It confirms that the institution's academic community is successfully avoiding predatory or low-quality publication venues, thereby safeguarding its reputation and ensuring that its scientific output contributes to credible and enduring scholarly conversations.

Rate of Hyper-Authored Output

With a Z-score of -0.691, the institution shows a low-risk profile that contrasts favorably with the medium-risk national average of 0.135. This demonstrates a notable institutional resilience, where internal control mechanisms appear to successfully mitigate the systemic risks of authorship inflation observed elsewhere in the country. This strong performance suggests that the University fosters a culture that values genuine contribution over honorary or political authorship, thereby preserving individual accountability and the transparency of its collaborative research efforts.

Gap between Impact of total output and the impact of output with leadership

The University's Z-score of -1.181 is exceptionally low, signifying a state of preventive isolation from the risk dynamics observed at the national level, where the average score is 0.306. This outstanding result indicates that the institution's scientific prestige is structurally sound and driven by its own intellectual leadership, rather than being dependent on external partners. This demonstrates a high degree of research autonomy and sustainability, confirming that the University's excellence metrics are the result of genuine internal capacity and not merely strategic positioning in collaborations where it does not hold a leadership role.

Rate of Hyperprolific Authors

The institution's Z-score of -1.413 is extremely low, reflecting a low-profile consistency that aligns perfectly with the secure national standard (Z-score of -0.151). The complete absence of risk signals in this area is a strong indicator of a healthy research environment. It suggests that the University prioritizes a sustainable and rigorous approach to scholarship, maintaining a healthy balance between the quantity and quality of its output and effectively avoiding practices that might compromise the integrity of the scientific record for the sake of metric-driven productivity.

Rate of Output in Institutional Journals

With a Z-score of -0.268, the University shows a total operational silence regarding this risk, performing even better than the already very low national average of -0.227. This result indicates a strong commitment to seeking external validation and global visibility for its research. By avoiding dependence on in-house journals, the institution effectively mitigates potential conflicts of interest and the risk of academic endogamy, ensuring its scientific production undergoes independent, competitive peer review and contributes to the broader international academic discourse.

Rate of Redundant Output

The institution exhibits a very low Z-score of -1.186, demonstrating low-profile consistency and a strong alignment with the national standard of integrity (country Z-score of -0.003). This absence of risk signals indicates that the University's researchers are focused on producing substantive and coherent studies. This practice avoids the artificial inflation of productivity through data fragmentation or 'salami slicing,' thereby contributing significant new knowledge to the scientific community and respecting the integrity of the scholarly publishing system.

This report was automatically generated using Google Gemini to provide a brief analysis of the university scores.
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