Goa University

Region/Country

Asiatic Region
India
Universities and research institutions

Overall

-0.447

Integrity Risk

very low

Indicators relating to the period 2020-2024

Indicator University Z-score Average country Z-score
Multi-affiliation
-1.363 -0.927
Retracted Output
-0.493 0.279
Institutional Self-Citation
0.212 0.520
Discontinued Journals Output
0.370 1.099
Hyperauthored Output
-1.064 -1.024
Leadership Impact Gap
-0.994 -0.292
Hyperprolific Authors
-1.135 -0.067
Institutional Journal Output
-0.268 -0.250
Redundant Output
-0.071 0.720
0 represents the global average
AI-generated summary report

EXECUTIVE SUMMARY AND STRATEGIC VISION

Goa University demonstrates a robust scientific integrity profile, with an overall risk score of -0.447 that indicates a performance significantly healthier than the global average. The institution's primary strengths lie in its exceptionally low rates of hyperprolific authorship, multiple affiliations, and its minimal dependency on external collaborations for impact, showcasing a sustainable and internally driven research capacity. The main vulnerabilities, although moderate and better controlled than the national average, are observed in the rates of institutional self-citation and publication in discontinued journals. According to SCImago Institutions Rankings data, the university's strongest thematic areas include Pharmacology, Toxicology and Pharmaceutics (ranked 25th in India), Biochemistry, Genetics and Molecular Biology (59th), and Economics, Econometrics and Finance (121st). These strengths align well with its mission to impart "socio-economically relevant knowledge." However, the identified risks, particularly the tendency towards self-referential validation and the use of low-quality publication channels, could undermine this mission by limiting the external validation and global reach necessary for true relevance and excellence. To fully honor its commitment to providing "employment-driven technical competence," it is recommended that the university focus on strengthening its publication and dissemination strategies, ensuring that its valuable research output achieves the broad, independent recognition it deserves.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution presents a Z-score of -1.363, a value that signals a complete absence of risk and is even more conservative than the national average of -0.927. This result indicates that the university's affiliation practices are exceptionally clear and transparent. While multiple affiliations can be a legitimate outcome of collaboration, the institution's data shows no evidence of strategic attempts to inflate institutional credit or engage in “affiliation shopping,” reflecting a culture of straightforward and honest academic attribution.

Rate of Retracted Output

With a Z-score of -0.493, the institution effectively isolates itself from the medium-risk dynamics observed at the national level (Z-score: 0.279). This demonstrates a commendable preventive capacity. Retractions can sometimes signify responsible error correction, but a high rate often points to systemic failures in quality control. Goa University's very low score suggests that its pre-publication review and supervision mechanisms are robust, successfully safeguarding its scientific record and preventing the recurring malpractice or lack of methodological rigor that may be affecting its wider environment.

Rate of Institutional Self-Citation

The institution's Z-score for this indicator is 0.212, which, while indicating a medium level of risk, reflects a more controlled approach compared to the national average of 0.520. This suggests that the university is successfully moderating a practice that appears more common systemically. A certain level of self-citation is natural, but disproportionately high rates can signal scientific isolation or 'echo chambers'. The current value serves as a cautionary signal, highlighting a potential risk of endogamous impact inflation where the institution's influence might be oversized by internal dynamics rather than validated by the broader global community.

Rate of Output in Discontinued Journals

Goa University shows a Z-score of 0.370, indicating a medium-risk signal that is, however, substantially more contained than the national average of 1.099. This demonstrates differentiated management of a widespread national issue. A high proportion of publications in such journals is a critical alert regarding due diligence in selecting dissemination channels. The university's score, while not ideal, suggests it is less exposed than its peers to the severe reputational risks of channeling work through media that fail to meet international ethical or quality standards, though it points to a need for enhanced information literacy to avoid predatory practices.

Rate of Hyper-Authored Output

The institution's Z-score of -1.064 is statistically normal and aligns closely with the national average of -1.024. This indicates that the university's authorship patterns are consistent with the expected norms for its context and disciplines. In fields outside of 'Big Science,' high rates of hyper-authorship can signal author list inflation, which dilutes accountability. The university's low-risk score confirms the absence of such questionable practices, suggesting a healthy balance between collaboration and meaningful individual contribution.

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

With a Z-score of -0.994, the institution demonstrates a very low-risk profile, showing greater research autonomy than the national standard (Z-score: -0.292). A wide positive gap in this indicator often signals that an institution's prestige is dependent on external partners rather than its own structural capacity. Goa University's excellent score indicates the opposite: its scientific impact is solidly built upon research where its own members exercise intellectual leadership, reflecting a sustainable and self-sufficient model of academic excellence.

Rate of Hyperprolific Authors

The institution's Z-score of -1.135 is in the very low-risk category, contrasting with the more active, though still low-risk, national context (Z-score: -0.067). This low-profile consistency is a strong positive signal. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to risks like coercive authorship or a focus on quantity over quality. The university's data shows no such signals, indicating a healthy research environment where productivity is balanced with the integrity of the scientific record.

Rate of Output in Institutional Journals

The institution's Z-score of -0.268 is in perfect synchrony with the national average of -0.250, both reflecting a very low-risk environment. This alignment demonstrates a shared commitment to external validation. While in-house journals can be useful, excessive dependence on them raises conflicts of interest and risks academic endogamy by bypassing independent peer review. The university's very low rate of publication in its own journals confirms its focus on achieving global visibility and competitive validation for its research output.

Rate of Redundant Output

With a low-risk Z-score of -0.071, the institution demonstrates significant resilience against a practice that is a medium-level risk for the country (Z-score: 0.720). This suggests that the university's internal control mechanisms are effective in mitigating this systemic vulnerability. A high rate of redundant output, or 'salami slicing,' points to the artificial inflation of productivity by fragmenting studies into minimal publishable units. The university's low score indicates a culture that prioritizes the publication of coherent, significant new knowledge over the distortion of the scientific record for metric-based gains.

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