| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
3.973 | -0.526 |
|
Retracted Output
|
-0.418 | -0.173 |
|
Institutional Self-Citation
|
0.085 | -0.119 |
|
Discontinued Journals Output
|
0.185 | 0.179 |
|
Hyperauthored Output
|
3.869 | 0.074 |
|
Leadership Impact Gap
|
0.407 | -0.064 |
|
Hyperprolific Authors
|
4.128 | -0.430 |
|
Institutional Journal Output
|
-0.268 | 0.119 |
|
Redundant Output
|
-0.446 | -0.245 |
Milli Savunma University demonstrates a robust overall performance, reflected in its score of 0.890, yet this profile is marked by a significant contrast between areas of exceptional integrity and specific vulnerabilities requiring strategic attention. The institution's primary strengths lie in its rigorous quality control, evidenced by very low rates of retracted output and publications in its own journals, alongside a prudent management of redundant publications. However, this is counterbalanced by significant risks related to authorship and affiliation practices, particularly in the rates of multiple affiliations, hyper-authored output, and hyperprolific authors. Thematically, the university excels nationally in key strategic areas, with SCImago Institutions Rankings placing it among Turkey's top institutions for Engineering (24th), Business, Management and Accounting (33rd), and Computer Science (40th). These academic achievements directly support its mission to provide scientific contributions to defence and strategy. However, the identified risks of authorship inflation could undermine the credibility of this research, conflicting with the mission's core values of producing "analytically-minded" leaders and offering "doctrinal solutions" built on honor and responsibility. To fully align its operational practices with its strategic vision, it is recommended that the university review and reinforce its policies on authorship and affiliation, ensuring that its impressive scientific output is matched by unimpeachable transparency and integrity.
The institution presents a Z-score of 3.973 in this indicator, a figure that shows a severe discrepancy when compared to the national average of -0.526. This atypical level of activity, in an environment where such practices are uncommon, requires a deep integrity assessment. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the disproportionately high rate observed here signals a potential systemic issue. This value suggests that the institution may be engaging in strategic attempts to inflate its institutional credit or that its researchers are practicing “affiliation shopping,” a dynamic that warrants immediate qualitative verification by management to ensure that all affiliations are substantive and ethically sound.
With a Z-score of -0.418, the institution demonstrates an excellent record in this area, which is consistent with and even slightly better than the low-risk national average of -0.173. This low-profile consistency indicates that the university's quality control and supervision mechanisms are functioning effectively, aligning perfectly with the national standard for research integrity. The virtual absence of risk signals in this metric is a testament to a strong institutional culture of methodological rigor and responsible science, suggesting that processes to prevent and correct errors prior to publication are robust.
The institution's Z-score of 0.085 indicates a moderate deviation from the national standard, which sits at a low-risk value of -0.119. This suggests the university shows a greater sensitivity to this risk factor than its national peers. While a certain level of self-citation is natural and reflects the continuity of established research lines, this elevated rate warns of a potential drift towards an academic 'echo chamber.' It serves as a cautionary signal for the risk of endogamous impact inflation, where the institution's academic influence might be disproportionately validated by internal dynamics rather than by broader recognition from the global scientific community.
The institution's Z-score of 0.185 is nearly identical to the country's average of 0.179, indicating that its performance reflects a systemic pattern shared at the national level. This alignment suggests that the challenges in selecting appropriate publication venues are not unique to the university but are part of a broader environmental dynamic. A high proportion of output in discontinued journals constitutes a critical alert regarding due diligence in selecting dissemination channels. This shared vulnerability indicates that a significant portion of scientific production, both at the institutional and national levels, is being channeled through media that may not meet international ethical or quality standards, posing reputational risks and highlighting an urgent need for enhanced information literacy.
With a Z-score of 3.869, the institution shows a significant risk level that accentuates a vulnerability already present in the national system, which has a medium-risk score of 0.074. This indicates that the university is amplifying a national tendency towards extensive author lists. In fields outside of 'Big Science,' where such practices are not structurally necessary, this high rate can signal author list inflation, a practice that dilutes individual accountability and transparency. This serves as a critical signal to investigate the drivers behind this pattern and distinguish between necessary massive collaboration and the potential prevalence of 'honorary' or political authorship practices.
The institution's Z-score of 0.407 represents a moderate deviation from the national average of -0.064, indicating a greater sensitivity to this risk factor compared to its peers. This wide positive gap, where overall impact is notably higher than the impact of research led by the institution, signals a potential sustainability risk. It suggests that the university's scientific prestige may be dependent and exogenous, rather than structural. This finding invites a strategic reflection on whether its excellence metrics are the result of genuine internal capacity or are derived from a strategic positioning in collaborations where the institution does not exercise primary intellectual leadership.
The institution's Z-score of 4.128 is a critical anomaly, representing a severe discrepancy from the low-risk national average of -0.430. This risk activity is highly atypical for the national context and requires an urgent and deep integrity assessment. Extreme individual publication volumes challenge the limits of human capacity for meaningful intellectual contribution. Such a high value alerts to a profound imbalance between quantity and quality, pointing to severe risks such as coercive authorship, data fragmentation, or the assignment of authorship without real participation—dynamics that prioritize metric inflation over the integrity of the scientific record.
With a Z-score of -0.268, the institution demonstrates a very low risk in this area, positioning it in preventive isolation from the medium-risk trend observed at the national level (0.119). This is a clear indicator of strong internal governance. By avoiding dependence on its own journals, the university effectively mitigates the conflicts of interest that arise when an institution acts as both judge and party. This practice signals a commitment to independent external peer review, which enhances the global visibility and credibility of its research and sets a standard of excellence that diverges positively from the national norm.
The institution exhibits a prudent profile with a Z-score of -0.446, which is even lower than the already low national average of -0.245. This result indicates that the university manages its publication processes with more rigor than the national standard. The low incidence of massive bibliographic overlap between publications suggests a culture that prioritizes the communication of significant new knowledge over the artificial inflation of productivity through data fragmentation. This responsible approach reinforces the integrity of its scientific contributions and demonstrates a commitment to quality over quantity.