Madanapalle Institute of Technology and Science

Region/Country

Asiatic Region
India
Universities and research institutions

Overall

0.409

Integrity Risk

medium

Indicators relating to the period 2020-2024

Indicator University Z-score Average country Z-score
Multi-affiliation
-1.049 -0.927
Retracted Output
1.131 0.279
Institutional Self-Citation
-1.424 0.520
Discontinued Journals Output
2.420 1.099
Hyperauthored Output
-1.299 -1.024
Leadership Impact Gap
-1.382 -0.292
Hyperprolific Authors
-1.413 -0.067
Institutional Journal Output
-0.268 -0.250
Redundant Output
1.270 0.720
0 represents the global average
AI-generated summary report

EXECUTIVE SUMMARY AND STRATEGIC VISION

Madanapalle Institute of Technology and Science presents a profile of pronounced strengths in research integrity alongside specific, high-priority areas for strategic intervention. With an overall score of 0.409, the institution demonstrates exceptional control over risks related to authorship practices, self-citation, and the development of internal research capacity, indicating robust governance in these domains. However, this solid foundation is contrasted by significant alerts in the Rate of Retracted Output and high exposure in the Rate of Output in Discontinued Journals and Rate of Redundant Output. These vulnerabilities directly challenge the institutional mission "to foster a culture of excellence in research" and "rational thinking," as they suggest potential gaps in pre-publication quality control and dissemination strategies. The institution's remarkable thematic strengths, particularly its national Top 5 ranking in Earth and Planetary Sciences and strong positions in Energy and Engineering according to SCImago Institutions Rankings data, provide a powerful platform for growth. By focusing on mitigating the identified integrity risks, the Institute can ensure its operational practices fully align with its aspirational mission, thereby safeguarding its reputation and enhancing the global impact of its excellent research.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution exhibits a Z-score of -1.049, which is even lower than the national average of -0.927. This result signifies a complete absence of risk signals in this area, placing the institution in a more secure position than the already low-risk national standard. While multiple affiliations can be a legitimate outcome of collaboration, the data confirms that the institution's affiliation practices are highly conservative and show no signs of being used strategically to inflate institutional credit or engage in “affiliation shopping,” reflecting a clear and transparent approach to academic attribution.

Rate of Retracted Output

With a Z-score of 1.131, the institution's rate of retractions is at a significant level, markedly amplifying the vulnerabilities already present in the national system, which has a medium-risk score of 0.279. This severe discrepancy suggests that the institution's pre-publication quality control mechanisms may be failing more systemically than its national peers. A rate this far above the average is a critical alert to a potential weakness in the institutional integrity culture. It indicates that recurring malpractice or a lack of methodological rigor may be present, requiring immediate qualitative verification by management to diagnose the root causes and protect the institution's scientific reputation.

Rate of Institutional Self-Citation

The institution demonstrates a Z-score of -1.424, a very low value that contrasts sharply with the medium-risk national average of 0.520. This indicates a clear and positive disconnection from the risk dynamics observed across the country. The data suggests the institution successfully avoids the formation of scientific 'echo chambers' or endogamous impact inflation. By relying on external validation rather than internal citations, the institution ensures its academic influence is a reflection of genuine recognition by the global community, a hallmark of a healthy and outwardly-focused research ecosystem.

Rate of Output in Discontinued Journals

The institution's Z-score of 2.420 is considerably higher than the national average of 1.099, even though both fall within the medium-risk category. This indicates that the institution is more exposed to this risk factor than its peers, showing a greater propensity to publish in questionable venues. This high Z-score is a critical alert, suggesting that a significant portion of its scientific production is being channeled through media that do not meet international ethical or quality standards. This practice exposes the institution to severe reputational damage and points to an urgent need to enhance information literacy among its researchers to avoid wasting resources on 'predatory' or low-quality journals.

Rate of Hyper-Authored Output

With a Z-score of -1.299, the institution maintains a very low-risk profile, consistent with the low-risk national environment (Z-score of -1.024). This alignment demonstrates that the institution's authorship patterns are well within conventional norms and show no signs of risk. The absence of hyper-authored publications outside of 'Big Science' contexts confirms that the institution is not susceptible to author list inflation, thereby preserving 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 -1.382 is in the very low-risk range, aligning perfectly with the low-risk national context (Z-score of -0.292). This excellent result indicates that there is no significant dependency on external partners for impact. The data strongly suggests that the institution's scientific prestige is structural and sustainable, stemming from real internal capacity and intellectual leadership. This demonstrates a mature research ecosystem where excellence is generated from within, rather than being imported through collaborations where the institution does not lead.

Rate of Hyperprolific Authors

The institution records a Z-score of -1.413, a very low value that is fully consistent with the low-risk national average of -0.067. This result indicates a complete absence of authors with extreme publication volumes. This is a positive signal of a healthy balance between quantity and quality, suggesting that the institutional culture does not encourage practices such as coercive authorship or assigning credit without meaningful participation. By avoiding the pitfalls of hyper-productivity, the institution prioritizes the integrity of the scientific record over the inflation of metrics.

Rate of Output in Institutional Journals

The institution's Z-score of -0.268 is almost identical to the national average of -0.250, showing total alignment within a very low-risk environment. This integrity synchrony indicates that the institution adheres to the national best practice of prioritizing external, independent peer review over in-house publication. This approach effectively mitigates the risks of academic endogamy and conflicts of interest, ensuring that its scientific production is validated through standard competitive channels and achieves greater global visibility.

Rate of Redundant Output

With a Z-score of 1.270, the institution shows a higher propensity for redundant publications than the national average of 0.720, despite both being classified as medium risk. This high exposure suggests that the practice of fragmenting research into 'minimal publishable units' may be more common at the institution than elsewhere in the country. This trend is a significant alert, as it can lead to the artificial inflation of productivity metrics at the expense of scientific substance. Such 'salami slicing' not only distorts the available scientific evidence but also overburdens the peer-review system, signaling a need to reinforce policies that prioritize significant new knowledge over publication volume.

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