Gadjah Mada University

EXECUTIVE SUMMARY AND STRATEGIC VISION

Gadjah Mada University demonstrates a robust scientific integrity profile, reflected in a low overall risk score of 0.167. The institution's primary strengths lie in its effective quality control mechanisms, which result in a significantly lower rate of retracted publications and output in discontinued journals compared to the national context. Furthermore, the university exhibits exemplary intellectual leadership, with the impact of its self-led research surpassing its overall collaborative impact. These positive indicators are complemented by a strong national standing in key research areas, as evidenced by SCImago Institutions Rankings data, where it ranks first in Indonesia for Earth and Planetary Sciences and Energy, and second for Agricultural and Biological Sciences and Chemistry. However, areas requiring strategic attention include a high rate of publication in institutional journals and a moderate level of institutional self-citation, which suggest a tendency towards academic endogamy. These practices, if left unmanaged, could challenge the university's mission to develop "excellent and useful" knowledge by potentially limiting external validation and global reach. To fully align its operational practices with its strategic vision, it is recommended that the university leverage its clear strengths in research quality to foster greater engagement with the international scientific community, thereby mitigating risks of insularity and amplifying the global impact of its excellent work.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution's Z-score for this indicator is -0.342, while the national average is -0.674. Although the university's rate of multiple affiliations is within the expected range for its context, it shows slightly more activity in this area than the national standard. This represents an incipient vulnerability that warrants review before it escalates. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, a rising trend can sometimes signal strategic attempts to inflate institutional credit through "affiliation shopping," and monitoring this metric is a prudent step to ensure all affiliations reflect substantive collaboration.

Rate of Retracted Output

With a Z-score of -0.287, the university stands in stark contrast to the national average of 0.065. This demonstrates significant institutional resilience, as internal control mechanisms appear to be successfully mitigating a systemic risk observed across the country. The institution's very low rate of retractions suggests that its quality control and supervision processes prior to publication are robust and effective. This performance is a positive sign of a healthy integrity culture, where the focus is on methodological rigor and the responsible correction of the scientific record, preventing the systemic failures that can lead to a high volume of retractions.

Rate of Institutional Self-Citation

The university's Z-score of 1.637 is notable, though it remains below the national average of 1.821. This indicates a differentiated management approach, where the institution moderates a risk that appears to be more common throughout the country. A certain level of self-citation is natural, but disproportionately high rates can signal scientific isolation or "echo chambers." While the university performs better than its peers, the moderate score still suggests a need to encourage broader engagement with the global scientific community to avoid the risk of endogamous impact inflation, where academic influence is oversized by internal dynamics rather than external recognition.

Rate of Output in Discontinued Journals

The institution presents a Z-score of 1.248, a figure significantly lower than the critical national average of 3.408. This demonstrates a clear case of relative containment; although some risk signals are present, the university operates with far more order and diligence than the national trend. A high proportion of publications in discontinued journals is a critical alert regarding the selection of dissemination channels. The university's ability to largely avoid this pitfall, in a context where it is a major issue, suggests its researchers are better equipped to identify and evade predatory or low-quality publishing practices, thereby protecting institutional reputation and resources.

Rate of Hyper-Authored Output

With a Z-score of -1.023, which is lower than the national average of -0.938, the institution maintains a prudent profile in its authorship practices. This indicates that the university manages its collaborative processes with more rigor than the national standard. This low incidence suggests a culture that effectively distinguishes between necessary massive collaboration in "Big Science" and potential author list inflation. By maintaining clear and justifiable author lists, the institution reinforces individual accountability and transparency in its research contributions.

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

The institution's Z-score of -0.477, compared to the national average of -0.391, points to a prudent and highly positive profile. A negative score in this indicator signifies that the impact of research led by the institution is stronger than the average impact of its entire output, including collaborations. The university's score, being more negative than the country's, suggests that its scientific prestige is not dependent on external partners but is driven by strong internal capacity. This reflects a high degree of scientific maturity and sustainability, confirming that its excellence metrics are the result of genuine intellectual leadership.

Rate of Hyperprolific Authors

The university's Z-score of -0.854 is considerably lower than the national average of -0.484, indicating a prudent profile. This demonstrates that the institution manages academic productivity with more rigor than the national standard. The low incidence of hyperprolific authors suggests a healthy institutional culture that prioritizes quality and meaningful intellectual contribution over sheer publication volume. This approach effectively mitigates risks associated with coercive authorship or the assignment of credit without real participation, thereby safeguarding the integrity of the scientific record.

Rate of Output in Institutional Journals

With a Z-score of 1.508, the university's rate of publication in its own journals is significantly higher than the national average of 0.189. This indicates a high exposure to the risks associated with this practice, making the institution more prone to these alert signals than its environment. Excessive dependence on in-house journals can create conflicts of interest and foster academic endogamy, where research may bypass independent external peer review. This practice risks limiting the global visibility and validation of the university's scientific production and may suggest the use of internal channels as "fast tracks" to inflate publication counts without standard competitive scrutiny.

Rate of Redundant Output

The institution shows a Z-score of -0.684, a figure that signals a near-total absence of this risk and is well below the national average of -0.207. This demonstrates low-profile consistency, where the lack of risk signals is even more pronounced than the already low-risk national standard. This exemplary performance indicates a strong commitment to publishing complete and substantive studies, effectively avoiding the practice of "salami slicing." By ensuring that each publication offers significant new knowledge rather than fragmented data, the university upholds the integrity of the scientific evidence base and avoids overburdening the peer-review system.