Malardalen University College

Region/Country

Western Europe
Sweden
Universities and research institutions

Overall

-0.123

Integrity Risk

low

Indicators relating to the period 2020-2024

Indicator University Z-score Average country Z-score
Multi-affiliation
1.326 1.550
Retracted Output
-0.268 -0.138
Institutional Self-Citation
-0.309 -0.328
Discontinued Journals Output
-0.304 -0.472
Hyperauthored Output
-0.976 0.597
Leadership Impact Gap
-0.851 0.020
Hyperprolific Authors
-0.525 -0.350
Institutional Journal Output
-0.268 -0.262
Redundant Output
1.434 -0.362
0 represents the global average
AI-generated summary report

EXECUTIVE SUMMARY AND STRATEGIC VISION

Malardalen University College demonstrates a robust and commendable scientific integrity profile, with an overall risk score of -0.123 that indicates a performance well-aligned with best practices. The institution's primary strengths lie in its capacity for intellectual leadership, evidenced by a minimal gap between its overall impact and the impact of its self-led research, and its effective resistance to authorship inflation practices. However, areas requiring strategic attention include a moderate rate of redundant publications (salami slicing) and a slightly elevated presence in discontinued journals compared to the national baseline. According to SCImago Institutions Rankings data, the University's research excellence is particularly recognized in fields such as Computer Science, Business, Management and Accounting, and Environmental Science. The identified risk of redundant output, which prioritizes publication volume over substance, could potentially undermine the institution's mission to deliver "high-quality" and "leading research." To fully align its operational practices with its strategic vision, it is recommended that the University leverages its clear strengths in research autonomy and authorship ethics to implement targeted training and review processes, thereby mitigating the identified vulnerabilities and reinforcing its commitment to academic excellence and integrity.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution presents a Z-score of 1.326, which is slightly below the national average of 1.550. This suggests a pattern of differentiated management where the university moderates a risk that appears to be a common practice within the country. While multiple affiliations can be a legitimate outcome of collaboration, disproportionately high rates can signal strategic attempts to inflate institutional credit. In this context, Malardalen University College appears to navigate the national trend with more control, reflecting a systemic practice but with an institutional tendency toward moderation, thereby managing the potential reputational risks associated with "affiliation shopping" more effectively than its national peers.

Rate of Retracted Output

With a Z-score of -0.268, the institution demonstrates a more prudent profile than the national standard (Z-score: -0.138). This lower-than-average rate of retractions is a positive signal. Retractions can sometimes signify responsible supervision through the correction of honest errors; however, a consistently low rate suggests that the institution's pre-publication quality control mechanisms are robust and effective. This performance indicates a strong integrity culture that successfully prevents the systemic failures or recurring malpractice that can lead to a higher volume of retracted work, reinforcing the reliability of its scientific output.

Rate of Institutional Self-Citation

The institution's Z-score for this indicator is -0.309, which is in close alignment with the national average of -0.328. This reflects a state of statistical normality, where the risk level is as expected for its context. A certain degree of self-citation is natural, but the low and nationally-consistent rate at Malardalen University College indicates that its research is not confined to an 'echo chamber.' Instead, this alignment suggests that the institution's academic influence is validated by the broader scientific community, avoiding the endogamous impact inflation that can arise from an over-reliance on internal validation.

Rate of Output in Discontinued Journals

The institution's Z-score of -0.304 signals a slight divergence from the national benchmark, which stands at a very low -0.472. This indicates that while the overall risk is low, the university shows signals of activity in this area that are less common across the rest of the country. A high proportion of publications in discontinued journals can be a critical alert regarding due diligence in selecting dissemination channels. This slight elevation warrants attention, as it may suggest a need for enhanced information literacy among researchers to avoid channeling work through media that fail to meet international quality standards, thereby preventing reputational risk and the misallocation of resources.

Rate of Hyper-Authored Output

With a Z-score of -0.976, the institution demonstrates significant institutional resilience against a national trend where the average Z-score is 0.597. This marked difference highlights the effectiveness of the university's internal controls in mitigating systemic risks related to authorship. While extensive author lists are legitimate in 'Big Science,' their appearance elsewhere can indicate author list inflation, which dilutes accountability. The university's very low score suggests a strong culture of meaningful contribution, successfully filtering out national practices of 'honorary' or political authorship and preserving the transparency of its research credits.

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

The institution exhibits a Z-score of -0.851, a figure that indicates a state of preventive isolation from the national dynamic, where the average Z-score is 0.020. A wide positive gap can signal a dependency on external partners for scientific prestige. However, the university's very low score demonstrates that its recognized impact is a direct result of its own intellectual leadership and internal capacity. This is a sign of sustainable and structural excellence, proving that the institution's scientific prestige is homegrown and not merely a byproduct of strategic positioning in collaborations led by others.

Rate of Hyperprolific Authors

The institution's Z-score of -0.525 indicates a more prudent profile compared to the national average of -0.350. This suggests that the university manages its research processes with greater rigor than the national standard regarding extreme individual productivity. While high output can reflect leadership, extreme volumes often challenge the plausibility of meaningful intellectual contribution. The university's controlled environment in this area points to a healthy balance between quantity and quality, mitigating risks such as coercive authorship or the assignment of credit without real participation, and thus upholding the integrity of its scientific record.

Rate of Output in Institutional Journals

With a Z-score of -0.268, the institution is in near-perfect integrity synchrony with its national environment, where the average score is -0.262. This total alignment in an area of maximum scientific security is highly positive. Excessive dependence on in-house journals can create conflicts of interest and academic endogamy by bypassing independent peer review. The university's very low and nationally-consistent rate demonstrates a firm commitment to external validation and global visibility, ensuring its scientific production is assessed through standard competitive channels rather than internal 'fast tracks'.

Rate of Redundant Output

The institution shows a Z-score of 1.434, a moderate deviation from the national average of -0.362, which is in the low-risk category. This indicates that the university is more sensitive to risk factors associated with data fragmentation than its national peers. A high value in this indicator alerts to the practice of 'salami slicing,' where a single study is divided into minimal publishable units to artificially inflate productivity metrics. This practice not only distorts the scientific evidence but also overburdens the peer-review system. The observed score suggests a need to review institutional incentives and author guidelines to ensure that the focus remains on publishing significant new knowledge rather than on maximizing publication volume.

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